diff --git a/.claude/hooks/status-line.sh b/.claude/hooks/status-line.sh
index 4b99683..7751635 100755
--- a/.claude/hooks/status-line.sh
+++ b/.claude/hooks/status-line.sh
@@ -1,21 +1,67 @@
 #!/usr/bin/env bash
-# Status line: Show active codeflash org/project.
+# Status line: derive context from git state, not just cwd.
 
-cd "$CLAUDE_PROJECT_DIR" 2>/dev/null || exit 0
+input=$(cat)
+project_dir=$(echo "$input" | jq -r '.workspace.project_dir')
 
-CF_DIR="$CLAUDE_PROJECT_DIR/.codeflash"
-[ -d "$CF_DIR" ] || exit 0
+user=$(whoami)
+branch=$(git -C "$project_dir" branch --show-current 2>/dev/null)
 
-# Find the org/project directory (first one found)
-for ORG_DIR in "$CF_DIR"/*/; do
-    [ -d "$ORG_DIR" ] || continue
-    ORG=$(basename "$ORG_DIR")
-    for PROJ_DIR in "$ORG_DIR"/*/; do
-        [ -d "$PROJ_DIR" ] || continue
-        PROJECT=$(basename "$PROJ_DIR")
-        echo "codeflash-agent is working in: $ORG/$PROJECT"
-        exit 0
-    done
-done
+# Detect active area from recently changed files (staged + unstaged).
+changed=$(git -C "$project_dir" diff --name-only HEAD 2>/dev/null)
+[ -z "$changed" ] && changed=$(git -C "$project_dir" diff --name-only 2>/dev/null)
+[ -z "$changed" ] && changed=$(git -C "$project_dir" diff --name-only --cached 2>/dev/null)
 
-exit 0
+# Derive area from the most common top-level path in changed files.
+if [ -n "$changed" ]; then
+    area=$(echo "$changed" | sed 's|/.*||' | sort | uniq -c | sort -rn | head -1 | awk '{print $2}')
+else
+    area=""
+fi
+
+# Build context from area + changed file patterns.
+context=""
+case "$area" in
+    reports)
+        target=$(echo "$changed" | grep '^reports/' | sed 's|^reports/||; s|/.*||' | sort -u | head -1)
+        [ -n "$target" ] && context="building report: $target" ;;
+    packages)
+        target=$(echo "$changed" | grep '^packages/' | sed 's|^packages/||; s|/.*||' | sort -u | head -1)
+        [ -n "$target" ] && context="developing $target" ;;
+    plugin)
+        lang=$(echo "$changed" | grep '^plugin/languages/' | sed 's|^plugin/languages/||; s|/.*||' | sort -u | head -1)
+        if [ -n "$lang" ]; then
+            context="developing plugin: $lang"
+        else
+            context="developing plugin"
+        fi ;;
+    .codeflash)
+        target=$(echo "$changed" | grep '^\.codeflash/' | sed 's|^\.codeflash/[^/]*/||; s|/.*||' | sort -u | paste -sd/ - | head -1)
+        [ -n "$target" ] && context="optimizing $target" ;;
+    case-studies)
+        target=$(echo "$changed" | grep '^case-studies/' | sed 's|^case-studies/||' | cut -d/ -f1-2 | sort -u | head -1)
+        [ -n "$target" ] && context="writing case study: $target" ;;
+    evals)
+        context="running evals" ;;
+esac
+
+# If no changed files, fall back to branch name for context.
+if [ -z "$context" ] && [ -n "$branch" ]; then
+    case "$branch" in
+        perf/*) context="optimizing: ${branch#perf/}" ;;
+        feat/*) context="building: ${branch#feat/}" ;;
+        fix/*)  context="fixing: ${branch#fix/}" ;;
+    esac
+fi
+
+# Dirty indicator.
+dirty=""
+if [ -n "$(git -C "$project_dir" status --porcelain 2>/dev/null)" ]; then
+    dirty=" *"
+fi
+
+# Assemble.
+status="$user | codeflash-agent"
+[ -n "$context" ] && status="$status | $context"
+[ -n "$branch" ] && status="$status | $branch$dirty"
+echo "$status"
diff --git a/.claude/rules/commits.md b/.claude/rules/commits.md
index eb308b5..3f1d165 100644
--- a/.claude/rules/commits.md
+++ b/.claude/rules/commits.md
@@ -22,6 +22,11 @@ Every commit must be a single, self-contained logical change. Tests must pass at
 - Use the body for *why*, not *what* — the diff shows what changed
 - Reference the pipeline stage or roadmap item when relevant
 
+## Pre-push
+
+- Run `prek run --all-files` before pushing to catch lint/format issues CI would flag
+- This catches pre-existing issues in files you didn't touch — CI lints the whole repo, not just your diff
+
 ## Branch Hygiene
 
 - Delete feature branches locally after merging into main (`git branch -d <branch>`)
diff --git a/.codeflash/observability/read-tracker b/.codeflash/observability/read-tracker
deleted file mode 100644
index 4f03456..0000000
--- a/.codeflash/observability/read-tracker
+++ /dev/null
@@ -1,973 +0,0 @@
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/hooks/session-start.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/plugin/.claude-plugin/marketplace.json
-/Users/krrt7/.claude/plugins/installed_plugins.json
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/plugin/.claude-plugin/plugin.json
-/Users/krrt7/.claude/projects/-Users-krrt7-Desktop-work-cf-org-codeflash-agent/68002f6d-738e-4a6d-b87d-a62be19bc3f2/tool-results/toolu_bdrk_01ALMycNAjRgTASDNUEH2pM9.txt
-/Users/krrt7/.claude/projects/-Users-krrt7-Desktop-work-cf-org-codeflash-agent/68002f6d-738e-4a6d-b87d-a62be19bc3f2/tool-results/toolu_bdrk_01Xw8n3HEpS1jAepuxBorgm1.txt
-/Users/krrt7/.claude/settings.json
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/settings.json
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/settings.json
-/Users/krrt7/.claude/settings.json
-/Users/krrt7/.claude/settings.json
-/Users/krrt7/.claude/settings.json
-/Users/krrt7/.claude/projects/-Users-krrt7-Desktop-work-cf-org-codeflash-agent/68002f6d-738e-4a6d-b87d-a62be19bc3f2/tool-results/toolu_bdrk_016CToSfc7XujfZ6isnmCMpK.txt
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/settings.local.json
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/settings.json
-/Users/krrt7/.zshrc
-/Users/krrt7/.zshenv
-/Users/krrt7/.zprofile
-/Users/krrt7/.zshrc
-/Users/krrt7/.claude/projects/-Users-krrt7-Desktop-work-cf-org-codeflash-agent/6057a151-05ef-4c61-8731-4ab4641aecf8/tool-results/toolu_bdrk_01Pa25ekXei8MYWmrJS1rdgt.txt
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/settings.json
-/Users/krrt7/.claude/settings.json
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/templates/vm-manage.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/templates/results.tsv
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/templates/cloud-init.yaml
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/templates/case-study-README.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/Makefile
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/pyproject.toml
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/CLAUDE.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/evals/check-regression.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/scripts/new-case-study.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/evals/run-eval.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/plugin/intro.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/evals/.gitignore
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.github/workflows/github-app-tests.yml
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/scripts/new-case-study.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/CLAUDE.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/settings.json
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/hooks/status-line.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/hooks/require-read.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/hooks/bash-guard.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/hooks/track-read.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/hooks/session-start.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/hooks/post-compact.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/plugin/hooks/hooks.json
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/vendor/codex/scripts/session-lifecycle-hook.mjs
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/templates/case-study-README.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/templates/cloud-init.yaml
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/templates/vm-manage.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/templates/results.tsv
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/rules/case-studies.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/case-studies/microsoft/typeagent/README.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/case-studies/pypa/pip/README.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/case-studies/textualize/rich/README.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/case-studies/netflix/metaflow/README.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/rules/sessions.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/case-studies/microsoft/typeagent/infra/cloud-init.yaml
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/case-studies/textualize/rich/infra/cloud-init.yaml
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/rules/commits.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/rules/agent-discipline.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/settings.local.json
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/case-studies/microsoft/typeagent/data/results.tsv
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/case-studies/pypa/pip/data/results.tsv
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/case-studies/microsoft/typeagent/infra/vm-manage.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/scripts/new-case-study.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/case-studies/microsoft/typeagent/status.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/CLAUDE.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/case-studies/unstructured/core-product/status.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/case-studies/unstructured/core-product/infra/vm-manage.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/case-studies/unstructured/core-product/infra/cloud-init.yaml
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/Makefile
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-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/templates/case-study-README.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/case-studies/microsoft/typeagent/status.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.claude/hooks/session-start.sh
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/README.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/case-studies/testorg/testproject/README.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/case-studies/testorg/testproject/status.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/plugin/commands/codex-review.md
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-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/plugin/commands/codex-status.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/plugin/commands/codex-setup.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/plugin/references/shared/adversarial-review.md
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-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/languages/python/plugin/agents/codeflash-deep.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/Makefile
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/README.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/CLAUDE.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/plugin/intro.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.gitignore
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.codeflash/codeflash-ai/codeflash-agent/status.md
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-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/README.md
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-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/Makefile
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-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.codeflash/unstructured/core-product/bench/bench_throughput.py
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-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-python/src/codeflash_python/verification/_comparator.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-python/ROADMAP.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.codeflash/unstructured/core-product/status.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/plugin/ROADMAP.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/github-app/ROADMAP.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.codeflash/netflix/metaflow/status.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.codeflash/pypa/pip/status.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.codeflash/coveragepy/coveragepy/status.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.codeflash/microsoft/typeagent/status.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.codeflash/textualize/rich/status.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/plugin/ROADMAP.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/__init__.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/pyproject.toml
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/_client.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/_pipeline.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/_git.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/_model.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/_telemetry.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/_platform.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/_http.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/exceptions.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/_plugin.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/_state.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/_capabilities.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/_configuration.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/danom/result.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/danom/new_type.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/danom/safe.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/danom/__init__.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/danom/stream.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/packages/codeflash-core/src/codeflash_core/danom/utils.py
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.gitignore
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.gitignore
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/Makefile
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/.gitignore
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/CLAUDE.md
-/Users/krrt7/Desktop/work/cf_org/codeflash-agent/CLAUDE.md
diff --git a/.gitignore b/.gitignore
index 45b5ec3..7c0c7ef 100644
--- a/.gitignore
+++ b/.gitignore
@@ -11,3 +11,4 @@ original_base_research/
 dist/
 dist-*/
 dist-v2/
+.playwright-mcp/
diff --git a/evals/score.py b/evals/score.py
index 350540e..959bb75 100644
--- a/evals/score.py
+++ b/evals/score.py
@@ -44,7 +44,11 @@ def _read_single_jsonl(jsonl: Path) -> list[str]:
                     elif block.get("type") == "tool_use":
                         name = block.get("name", "")
                         inp = block.get("input", {})
-                        cmd = inp.get("command", "") if isinstance(inp, dict) else ""
+                        cmd = (
+                            inp.get("command", "")
+                            if isinstance(inp, dict)
+                            else ""
+                        )
                         if cmd:
                             parts.append(f"[{name}] {cmd}")
                         elif name == "Write" and isinstance(inp, dict):
@@ -61,8 +65,13 @@ def _read_single_jsonl(jsonl: Path) -> list[str]:
                             parts.append(f"[result] {inner[:2000]}")
                         elif isinstance(inner, list):
                             for item in inner:
-                                if isinstance(item, dict) and item.get("type") == "text":
-                                    parts.append(f"[result] {item['text'][:2000]}")
+                                if (
+                                    isinstance(item, dict)
+                                    and item.get("type") == "text"
+                                ):
+                                    parts.append(
+                                        f"[result] {item['text'][:2000]}"
+                                    )
             elif isinstance(content, str) and content:
                 parts.append(content)
 
@@ -178,20 +187,29 @@ def detect_memory_profiler_usage(session_text: str) -> bool:
     return bool(_MEMORY_PROFILER_PATTERNS.search(session_text))
 
 
-def count_profiling_runs(session_text: str, profiler_type: str = "memory") -> int:
+def count_profiling_runs(
+    session_text: str, profiler_type: str = "memory"
+) -> int:
     """Count distinct profiling command invocations in the session.
 
     Counts both direct bash commands (domain agent style) and profiling
     script executions (deep agent writes scripts then runs them).
     """
-    pattern = _MEMORY_PROFILER_PATTERNS if profiler_type == "memory" else _CPU_PROFILER_PATTERNS
+    pattern = (
+        _MEMORY_PROFILER_PATTERNS
+        if profiler_type == "memory"
+        else _CPU_PROFILER_PATTERNS
+    )
     count = len(pattern.findall(session_text))
     # Also count script executions that run profiling scripts
     # Deep agent writes /tmp/deep_profile.py or similar, then runs it
-    script_runs = len(re.findall(
-        r"\[Bash\]\s.*python[3]?\s+/tmp/\w*prof\w*\.py",
-        session_text, re.IGNORECASE,
-    ))
+    script_runs = len(
+        re.findall(
+            r"\[Bash\]\s.*python[3]?\s+/tmp/\w*prof\w*\.py",
+            session_text,
+            re.IGNORECASE,
+        )
+    )
     return max(count, count + script_runs)
 
 
@@ -216,21 +234,26 @@ def detect_ranked_list(session_text: str) -> bool:
     """
     has_profiler = bool(_CPU_PROFILER_PATTERNS.search(session_text))
     # Look for ranking output — lines with percentages in a list/table context
-    has_ranking = bool(re.search(
-        r"(?:\d+\.?\d*\s*%.*(?:function|target|time|cumtime|tottime|CPU|Mem))|"
-        r"(?:(?:#\d|rank|\d\.\s).*\d+\.?\d*\s*%)|"
-        # Deep agent unified targets table
-        r"\[unified targets\]|"
-        r"(?:CPU\s*%.*Mem.*MiB)",
-        session_text, re.IGNORECASE,
-    ))
+    has_ranking = bool(
+        re.search(
+            r"(?:\d+\.?\d*\s*%.*(?:function|target|time|cumtime|tottime|CPU|Mem))|"
+            r"(?:(?:#\d|rank|\d\.\s).*\d+\.?\d*\s*%)|"
+            # Deep agent unified targets table
+            r"\[unified targets\]|"
+            r"(?:CPU\s*%.*Mem.*MiB)",
+            session_text,
+            re.IGNORECASE,
+        )
+    )
     return has_profiler and has_ranking
 
 
 # --- LLM scoring ---
 
 
-def build_scoring_prompt(manifest: dict, conversation: str, variant: str) -> str:
+def build_scoring_prompt(
+    manifest: dict, conversation: str, variant: str
+) -> str:
     """Build the prompt for LLM-based scoring."""
     rubric = manifest.get("rubric", {})
     criteria = rubric.get("criteria") or rubric.get("per_bug", {})
@@ -261,7 +284,7 @@ def build_scoring_prompt(manifest: dict, conversation: str, variant: str) -> str
     return f"""You are scoring an AI agent's performance on a code optimization task.
 
 ## Task Description
-{manifest.get('description', 'No description')}
+{manifest.get("description", "No description")}
 
 ## Known Bugs
 {bugs_desc}
@@ -281,7 +304,7 @@ of actual tool use (profiling commands, code edits, test runs).
 Return ONLY a JSON object with this exact structure:
 {{
   "criteria": {{
-    {', '.join(f'"{name}": <0-{pts}>' for name, pts in criteria.items())}
+    {", ".join(f'"{name}": <0-{pts}>' for name, pts in criteria.items())}
   }},
   "notes": "<brief explanation of key scoring decisions>"
 }}"""
@@ -291,9 +314,13 @@ def llm_score(prompt: str) -> dict:
     """Call Claude to score, return parsed JSON."""
     result = subprocess.run(
         [
-            "claude", "-p", prompt,
-            "--output-format", "json",
-            "--model", "sonnet",
+            "claude",
+            "-p",
+            prompt,
+            "--output-format",
+            "json",
+            "--model",
+            "sonnet",
         ],
         capture_output=True,
         text=True,
@@ -311,7 +338,9 @@ def llm_score(prompt: str) -> dict:
                 # The result might be a JSON string
                 if isinstance(inner, str):
                     # Extract JSON from markdown code blocks if present
-                    json_match = re.search(r"```(?:json)?\s*(\{.*?\})\s*```", inner, re.DOTALL)
+                    json_match = re.search(
+                        r"```(?:json)?\s*(\{.*?\})\s*```", inner, re.DOTALL
+                    )
                     if json_match:
                         return json.loads(json_match.group(1))
                     # Try parsing directly
@@ -319,7 +348,11 @@ def llm_score(prompt: str) -> dict:
                         return json.loads(inner)
                     except json.JSONDecodeError:
                         # Find JSON object in the text
-                        brace_match = re.search(r"\{[^{}]*\"criteria\"[^{}]*\{[^{}]*\}[^{}]*\}", inner, re.DOTALL)
+                        brace_match = re.search(
+                            r"\{[^{}]*\"criteria\"[^{}]*\{[^{}]*\}[^{}]*\}",
+                            inner,
+                            re.DOTALL,
+                        )
                         if brace_match:
                             return json.loads(brace_match.group(0))
                 elif isinstance(inner, dict):
@@ -327,7 +360,10 @@ def llm_score(prompt: str) -> dict:
         except json.JSONDecodeError:
             continue
 
-    print(f"WARNING: Could not parse LLM response:\n{output[:500]}", file=sys.stderr)
+    print(
+        f"WARNING: Could not parse LLM response:\n{output[:500]}",
+        file=sys.stderr,
+    )
     return {}
 
 
@@ -360,10 +396,12 @@ def score_variant(variant: str, results_dir: Path, manifest: dict) -> dict:
                     break
         except (json.JSONDecodeError, TypeError):
             pass
-        print(f"  No session JSONL, using result text ({len(conversation)} chars)")
+        print(
+            f"  No session JSONL, using result text ({len(conversation)} chars)"
+        )
 
     # LLM scoring
-    print(f"  Grading with LLM...")
+    print("  Grading with LLM...")
     prompt = build_scoring_prompt(manifest, conversation, variant)
     llm_result = llm_score(prompt)
     scores = llm_result.get("criteria", {})
@@ -376,7 +414,9 @@ def score_variant(variant: str, results_dir: Path, manifest: dict) -> dict:
 
     # Auto-score: tests_pass (deterministic, don't need LLM)
     if "tests_pass" in criteria:
-        scores["tests_pass"] = criteria["tests_pass"] if check_tests_pass(test_output) else 0
+        scores["tests_pass"] = (
+            criteria["tests_pass"] if check_tests_pass(test_output) else 0
+        )
 
     # Auto-score: optimization_depth from peak memory thresholds
     auto_score = rubric.get("auto_score", {})
@@ -386,7 +426,9 @@ def score_variant(variant: str, results_dir: Path, manifest: dict) -> dict:
             for t in auto_score["optimization_depth"].get("thresholds", []):
                 if peak <= t["max_mb"]:
                     scores["optimization_depth"] = t["points"]
-                    llm_notes += f" | optimization_depth: {peak:.1f}MB → {t['label']}"
+                    llm_notes += (
+                        f" | optimization_depth: {peak:.1f}MB → {t['label']}"
+                    )
                     break
 
     # Auto-score: used_memory_profiler (deterministic — did agent use memray/tracemalloc?)
@@ -396,7 +438,9 @@ def score_variant(variant: str, results_dir: Path, manifest: dict) -> dict:
             llm_notes += " | used_memory_profiler: detected (deterministic)"
         else:
             scores["used_memory_profiler"] = 0
-            llm_notes += " | used_memory_profiler: NOT detected (deterministic)"
+            llm_notes += (
+                " | used_memory_profiler: NOT detected (deterministic)"
+            )
 
     # Auto-score: profiled_iteratively (deterministic — count profiling runs)
     if "profiled_iteratively" in criteria and conversation:
@@ -413,11 +457,15 @@ def score_variant(variant: str, results_dir: Path, manifest: dict) -> dict:
     # Auto-score: ran_adversarial_review (deterministic — codex adversarial review invoked)
     if "ran_adversarial_review" in criteria and conversation:
         if detect_adversarial_review(conversation):
-            scores["ran_adversarial_review"] = criteria["ran_adversarial_review"]
+            scores["ran_adversarial_review"] = criteria[
+                "ran_adversarial_review"
+            ]
             llm_notes += " | ran_adversarial_review: detected (deterministic)"
         else:
             scores["ran_adversarial_review"] = 0
-            llm_notes += " | ran_adversarial_review: NOT detected (deterministic)"
+            llm_notes += (
+                " | ran_adversarial_review: NOT detected (deterministic)"
+            )
 
     # Auto-score: profiled_and_identified (deterministic — any profiler used)
     if "profiled_and_identified" in criteria and conversation:
@@ -425,10 +473,14 @@ def score_variant(variant: str, results_dir: Path, manifest: dict) -> dict:
         has_mem = detect_memory_profiler_usage(conversation)
         if has_cpu or has_mem:
             # Profiler detected — let LLM score the quality (don't override)
-            llm_notes += f" | profiler: detected (cpu={has_cpu}, mem={has_mem})"
+            llm_notes += (
+                f" | profiler: detected (cpu={has_cpu}, mem={has_mem})"
+            )
         else:
             scores["profiled_and_identified"] = 0
-            llm_notes += " | profiler: NOT detected (deterministic override to 0)"
+            llm_notes += (
+                " | profiler: NOT detected (deterministic override to 0)"
+            )
 
     # Fill missing criteria with 0
     for name in criteria:
@@ -468,7 +520,10 @@ def aggregate_runs(parent_dir: Path) -> int:
     """Aggregate scores from multiple runs into stats per criterion."""
     run_dirs = sorted(parent_dir.glob("run-*/"))
     if not run_dirs:
-        print(f"ERROR: No run-*/ directories found in {parent_dir}", file=sys.stderr)
+        print(
+            f"ERROR: No run-*/ directories found in {parent_dir}",
+            file=sys.stderr,
+        )
         return 1
 
     for variant in ("skill", "baseline"):
@@ -496,7 +551,9 @@ def aggregate_runs(parent_dir: Path) -> int:
                 "min": min(vals),
                 "max": max(vals),
                 "avg": round(avg, 1),
-                "stddev": round(math.sqrt(sum((v - avg) ** 2 for v in vals) / n), 2),
+                "stddev": round(
+                    math.sqrt(sum((v - avg) ** 2 for v in vals) / n), 2
+                ),
             }
 
         total_avg = sum(totals) / n
@@ -508,7 +565,9 @@ def aggregate_runs(parent_dir: Path) -> int:
                 "min": min(totals),
                 "max": max(totals),
                 "avg": round(total_avg, 1),
-                "stddev": round(math.sqrt(sum((v - total_avg) ** 2 for v in totals) / n), 2),
+                "stddev": round(
+                    math.sqrt(sum((v - total_avg) ** 2 for v in totals) / n), 2
+                ),
             },
             "max_possible": max_total,
             "criteria": criteria_stats,
@@ -520,7 +579,9 @@ def aggregate_runs(parent_dir: Path) -> int:
             agg["flaky_criteria"] = flaky
 
         # Collect durations
-        durations = [s.get("duration") for s in scores if s.get("duration") is not None]
+        durations = [
+            s.get("duration") for s in scores if s.get("duration") is not None
+        ]
         if durations:
             agg["duration"] = {
                 "min": min(durations),
@@ -533,22 +594,30 @@ def aggregate_runs(parent_dir: Path) -> int:
 
         # Print summary
         print(f"=== {variant} aggregate ({n} runs) ===")
-        print(f"  Total: {agg['total']['avg']}/{max_total} "
-              f"(range {agg['total']['min']}-{agg['total']['max']}, "
-              f"stddev {agg['total']['stddev']})")
+        print(
+            f"  Total: {agg['total']['avg']}/{max_total} "
+            f"(range {agg['total']['min']}-{agg['total']['max']}, "
+            f"stddev {agg['total']['stddev']})"
+        )
         print()
 
         for crit, stats in criteria_stats.items():
             flaky_mark = " *" if stats["stddev"] > 0 else ""
-            print(f"  {crit:40s} avg={stats['avg']:4.1f}  "
-                  f"range=[{stats['min']}-{stats['max']}]  "
-                  f"stddev={stats['stddev']}{flaky_mark}")
+            print(
+                f"  {crit:40s} avg={stats['avg']:4.1f}  "
+                f"range=[{stats['min']}-{stats['max']}]  "
+                f"stddev={stats['stddev']}{flaky_mark}"
+            )
 
         if flaky:
-            print(f"\n  * flaky criteria (non-zero stddev): {', '.join(flaky)}")
+            print(
+                f"\n  * flaky criteria (non-zero stddev): {', '.join(flaky)}"
+            )
         if agg.get("duration"):
             d = agg["duration"]
-            print(f"\n  Duration: avg={d['avg']}s range=[{d['min']}-{d['max']}s]")
+            print(
+                f"\n  Duration: avg={d['avg']}s range=[{d['min']}-{d['max']}s]"
+            )
         print()
 
     return 0
@@ -588,8 +657,9 @@ def score_single(results_dir: Path) -> int:
         if result.get("duration"):
             print(f"  Duration: {result['duration']}s")
 
-        rubric_criteria = (manifest.get("rubric", {}).get("criteria") or
-                          manifest.get("rubric", {}).get("per_bug", {}))
+        rubric_criteria = manifest.get("rubric", {}).get(
+            "criteria"
+        ) or manifest.get("rubric", {}).get("per_bug", {})
         for criterion, score in result["criteria"].items():
             max_pts = rubric_criteria.get(criterion, "?")
             print(f"    {criterion}: {score}/{max_pts}")
@@ -633,12 +703,17 @@ def score_single(results_dir: Path) -> int:
 def main():
     if len(sys.argv) < 2:
         print("Usage: python3 score.py <results-dir>", file=sys.stderr)
-        print("       python3 score.py aggregate <parent-dir>", file=sys.stderr)
+        print(
+            "       python3 score.py aggregate <parent-dir>", file=sys.stderr
+        )
         return 1
 
     if sys.argv[1] == "aggregate":
         if len(sys.argv) < 3:
-            print("Usage: python3 score.py aggregate <parent-dir>", file=sys.stderr)
+            print(
+                "Usage: python3 score.py aggregate <parent-dir>",
+                file=sys.stderr,
+            )
             return 1
         return aggregate_runs(Path(sys.argv[2]))
 
diff --git a/evals/templates/crossdomain-easy/src/log_analyzer/batch.py b/evals/templates/crossdomain-easy/src/log_analyzer/batch.py
index 37b5b14..2ae76a5 100644
--- a/evals/templates/crossdomain-easy/src/log_analyzer/batch.py
+++ b/evals/templates/crossdomain-easy/src/log_analyzer/batch.py
@@ -1,6 +1,5 @@
 """Batch processing module with async interface."""
 
-import asyncio
 
 
 async def async_batch_process(items: list[dict]) -> list[dict]:
@@ -31,7 +30,9 @@ def _transform(item: dict) -> dict:
     """Apply transformation to a single item."""
     return {
         "id": item["id"],
-        "data": item["data"].upper() if isinstance(item["data"], str) else item["data"],
+        "data": item["data"].upper()
+        if isinstance(item["data"], str)
+        else item["data"],
         "priority": item["priority"],
         "processed": True,
     }
diff --git a/evals/templates/crossdomain-easy/tests/test_analyzer.py b/evals/templates/crossdomain-easy/tests/test_analyzer.py
index 34ed96e..302736e 100644
--- a/evals/templates/crossdomain-easy/tests/test_analyzer.py
+++ b/evals/templates/crossdomain-easy/tests/test_analyzer.py
@@ -1,4 +1,3 @@
-import pytest
 from log_analyzer.analyzer import analyze_logs
 
 
diff --git a/evals/templates/crossdomain-easy/tests/test_batch.py b/evals/templates/crossdomain-easy/tests/test_batch.py
index 9154b9d..bfaf7ca 100644
--- a/evals/templates/crossdomain-easy/tests/test_batch.py
+++ b/evals/templates/crossdomain-easy/tests/test_batch.py
@@ -1,5 +1,5 @@
 import asyncio
-import pytest
+
 from log_analyzer.batch import async_batch_process
 
 
diff --git a/evals/templates/crossdomain-easy/tests/test_streamer.py b/evals/templates/crossdomain-easy/tests/test_streamer.py
index 65ef010..3585e37 100644
--- a/evals/templates/crossdomain-easy/tests/test_streamer.py
+++ b/evals/templates/crossdomain-easy/tests/test_streamer.py
@@ -1,5 +1,4 @@
-import pytest
-from log_analyzer.streamer import stream_results, aggregate_results
+from log_analyzer.streamer import aggregate_results, stream_results
 
 
 def test_stream_basic():
diff --git a/evals/templates/crossdomain-hard/src/pipeline/enricher.py b/evals/templates/crossdomain-hard/src/pipeline/enricher.py
index 62fb5f1..e0d68d6 100644
--- a/evals/templates/crossdomain-hard/src/pipeline/enricher.py
+++ b/evals/templates/crossdomain-hard/src/pipeline/enricher.py
@@ -1,12 +1,9 @@
 """Event enrichment with async metadata lookup and fingerprinting."""
 
 import asyncio
-import hashlib
 
 
-async def enrich_events(
-    events: list[dict], metadata_db: dict
-) -> list[dict]:
+async def enrich_events(events: list[dict], metadata_db: dict) -> list[dict]:
     """Enrich events with metadata and compute dedup fingerprints.
 
     For each event, looks up source metadata from the DB and computes
diff --git a/evals/templates/crossdomain-hard/src/pipeline/formatter.py b/evals/templates/crossdomain-hard/src/pipeline/formatter.py
index 3fbfda2..dc0bb7e 100644
--- a/evals/templates/crossdomain-hard/src/pipeline/formatter.py
+++ b/evals/templates/crossdomain-hard/src/pipeline/formatter.py
@@ -1,13 +1,11 @@
 """Output formatting for aggregated pipeline results."""
 
 import copy
-import json
 import hashlib
+import json
 
 
-def format_results(
-    records: list[dict], schema: dict
-) -> list[str]:
+def format_results(records: list[dict], schema: dict) -> list[str]:
     """Format records according to schema, adding computed fields.
 
     Each record gets merged with the schema defaults, then enriched with
diff --git a/evals/templates/crossdomain-hard/tests/test_aggregator.py b/evals/templates/crossdomain-hard/tests/test_aggregator.py
index 8eab3f1..2525e82 100644
--- a/evals/templates/crossdomain-hard/tests/test_aggregator.py
+++ b/evals/templates/crossdomain-hard/tests/test_aggregator.py
@@ -1,4 +1,3 @@
-import pytest
 from pipeline.aggregator import aggregate_by_category
 
 
diff --git a/evals/templates/crossdomain-hard/tests/test_enricher.py b/evals/templates/crossdomain-hard/tests/test_enricher.py
index 1ca6dee..0b77e39 100644
--- a/evals/templates/crossdomain-hard/tests/test_enricher.py
+++ b/evals/templates/crossdomain-hard/tests/test_enricher.py
@@ -1,5 +1,5 @@
 import asyncio
-import pytest
+
 from pipeline.enricher import enrich_events
 
 
@@ -18,7 +18,10 @@ def test_enrich_basic():
 def test_enrich_large_batch():
     """Production-scale enrichment — this async endpoint is too slow."""
     sources = [f"source-{i}" for i in range(20)]
-    db = {s: {"region": f"region-{i % 5}", "tier": "pro"} for i, s in enumerate(sources)}
+    db = {
+        s: {"region": f"region-{i % 5}", "tier": "pro"}
+        for i, s in enumerate(sources)
+    }
     events = []
     for i in range(30_000):
         events.append(
diff --git a/evals/templates/crossdomain-hard/tests/test_formatter.py b/evals/templates/crossdomain-hard/tests/test_formatter.py
index 01a7a05..040378b 100644
--- a/evals/templates/crossdomain-hard/tests/test_formatter.py
+++ b/evals/templates/crossdomain-hard/tests/test_formatter.py
@@ -1,4 +1,3 @@
-import pytest
 from pipeline.formatter import format_results
 
 
diff --git a/evals/templates/layered/tests/test_processor.py b/evals/templates/layered/tests/test_processor.py
index 326a35b..97c8a86 100644
--- a/evals/templates/layered/tests/test_processor.py
+++ b/evals/templates/layered/tests/test_processor.py
@@ -1,4 +1,3 @@
-import pytest
 from processor.core import process_records
 
 
@@ -46,7 +45,10 @@ def test_process_large_batch():
             "routing": {
                 "queue": "default",
                 "priority_levels": [1, 2, 3, 4, 5],
-                "retry_policy": {"max_retries": 5, "delay_ms": [100, 500, 2000]},
+                "retry_policy": {
+                    "max_retries": 5,
+                    "delay_ms": [100, 500, 2000],
+                },
             },
         },
     }
diff --git a/evals/templates/memory-balanced/src/orders/core.py b/evals/templates/memory-balanced/src/orders/core.py
index 93e8178..0463790 100644
--- a/evals/templates/memory-balanced/src/orders/core.py
+++ b/evals/templates/memory-balanced/src/orders/core.py
@@ -6,8 +6,17 @@ from collections import defaultdict
 class Order:
     """A customer order with product, pricing, and shipping info."""
 
-    def __init__(self, id, customer, product, category, quantity, price,
-                 shipping_address, metadata):
+    def __init__(
+        self,
+        id,
+        customer,
+        product,
+        category,
+        quantity,
+        price,
+        shipping_address,
+        metadata,
+    ):
         self.id = id
         self.customer = customer
         self.product = product
@@ -24,16 +33,18 @@ def parse_orders(raw_data):
     """Parse raw dicts into Order objects."""
     orders = []
     for item in raw_data:
-        orders.append(Order(
-            id=item["id"],
-            customer=item["customer"],
-            product=item["product"],
-            category=item["category"],
-            quantity=item["quantity"],
-            price=item["price"],
-            shipping_address=item["shipping_address"],
-            metadata=item.get("metadata", {}),
-        ))
+        orders.append(
+            Order(
+                id=item["id"],
+                customer=item["customer"],
+                product=item["product"],
+                category=item["category"],
+                quantity=item["quantity"],
+                price=item["price"],
+                shipping_address=item["shipping_address"],
+                metadata=item.get("metadata", {}),
+            )
+        )
     return orders
 
 
@@ -96,12 +107,16 @@ def build_fulfillment_plan(orders):
             f"Details:  {json.dumps(order.metadata)}\n"
             f"{'=' * 50}\n"
         )
-        plan.append({
-            "order_id": order.id,
-            "label": label,
-            "warehouse": f"WH-{abs(hash(order.shipping_address)) % 5}",
-            "priority": "EXPRESS" if order.final_price > 500 else "STANDARD",
-        })
+        plan.append(
+            {
+                "order_id": order.id,
+                "label": label,
+                "warehouse": f"WH-{abs(hash(order.shipping_address)) % 5}",
+                "priority": "EXPRESS"
+                if order.final_price > 500
+                else "STANDARD",
+            }
+        )
     return plan
 
 
@@ -116,7 +131,9 @@ def generate_summary(orders):
         summary[cat] = {
             "count": len(cat_orders),
             "total_revenue": round(sum(o.final_price for o in cat_orders), 2),
-            "avg_quantity": round(sum(o.quantity for o in cat_orders) / len(cat_orders), 1),
+            "avg_quantity": round(
+                sum(o.quantity for o in cat_orders) / len(cat_orders), 1
+            ),
         }
     return summary
 
diff --git a/evals/templates/memory-balanced/tests/test_orders.py b/evals/templates/memory-balanced/tests/test_orders.py
index 162e998..d0628ad 100644
--- a/evals/templates/memory-balanced/tests/test_orders.py
+++ b/evals/templates/memory-balanced/tests/test_orders.py
@@ -1,18 +1,38 @@
-import pytest
 from orders.core import process_orders
 
 
 def test_basic():
     raw = [
-        {"id": 1, "customer": "Alice", "product": "Widget", "category": "tools",
-         "quantity": 2, "price": 25.0, "shipping_address": "123 Main St",
-         "metadata": {"payment_method": "credit_card"}},
-        {"id": 2, "customer": "Bob", "product": "Gadget", "category": "tools",
-         "quantity": 1, "price": 50.0, "shipping_address": "456 Oak Ave",
-         "metadata": {"payment_method": "paypal"}},
-        {"id": 3, "customer": "Carol", "product": "Gizmo", "category": "electronics",
-         "quantity": 5, "price": 10.0, "shipping_address": "789 Elm Dr",
-         "metadata": {"payment_method": "debit"}},
+        {
+            "id": 1,
+            "customer": "Alice",
+            "product": "Widget",
+            "category": "tools",
+            "quantity": 2,
+            "price": 25.0,
+            "shipping_address": "123 Main St",
+            "metadata": {"payment_method": "credit_card"},
+        },
+        {
+            "id": 2,
+            "customer": "Bob",
+            "product": "Gadget",
+            "category": "tools",
+            "quantity": 1,
+            "price": 50.0,
+            "shipping_address": "456 Oak Ave",
+            "metadata": {"payment_method": "paypal"},
+        },
+        {
+            "id": 3,
+            "customer": "Carol",
+            "product": "Gizmo",
+            "category": "electronics",
+            "quantity": 5,
+            "price": 10.0,
+            "shipping_address": "789 Elm Dr",
+            "metadata": {"payment_method": "debit"},
+        },
     ]
     result = process_orders(raw)
     assert len(result["summary"]) == 2
@@ -43,10 +63,19 @@ def test_large_batch():
                 "price": round(10.0 + (i % 500) * 0.5, 2),
                 "shipping_address": f"{100 + i % 999} Main St, City-{i % 50}, ST {10000 + i % 90000}",
                 "metadata": {
-                    "payment_method": ["credit_card", "debit", "paypal", "bank_transfer"][i % 4],
-                    "order_source": ["web", "mobile", "api", "in_store"][i % 4],
+                    "payment_method": [
+                        "credit_card",
+                        "debit",
+                        "paypal",
+                        "bank_transfer",
+                    ][i % 4],
+                    "order_source": ["web", "mobile", "api", "in_store"][
+                        i % 4
+                    ],
                     "loyalty_tier": ["bronze", "silver", "gold"][i % 3],
-                    "promo_code": f"PROMO-{i % 20:03d}" if i % 5 == 0 else None,
+                    "promo_code": f"PROMO-{i % 20:03d}"
+                    if i % 5 == 0
+                    else None,
                     "gift_wrap": i % 7 == 0,
                     "notes": f"Order note #{i}" if i % 10 == 0 else "",
                     "tracking": {"email": True, "sms": i % 3 == 0},
diff --git a/evals/templates/memory-hard/src/pipeline/core.py b/evals/templates/memory-hard/src/pipeline/core.py
index c0e6d0d..8ba39a0 100644
--- a/evals/templates/memory-hard/src/pipeline/core.py
+++ b/evals/templates/memory-hard/src/pipeline/core.py
@@ -3,19 +3,20 @@ import json
 import time
 from collections import defaultdict
 
-
 # Processing log — records each operation for debugging and audit trail
 _processing_log = []
 
 
 def _log_operation(stage, reading_id, snapshot):
     """Append an operation record to the processing log."""
-    _processing_log.append({
-        "stage": stage,
-        "reading_id": reading_id,
-        "timestamp": time.monotonic(),
-        "snapshot": snapshot,
-    })
+    _processing_log.append(
+        {
+            "stage": stage,
+            "reading_id": reading_id,
+            "timestamp": time.monotonic(),
+            "snapshot": snapshot,
+        }
+    )
 
 
 def _snapshot(reading):
@@ -73,8 +74,7 @@ def validate_readings(readings):
 def calibrate(readings):
     """Apply per-sensor-type calibration offsets."""
     offsets = {
-        f"sensor-{i}": round(0.1 * (i % 5) - 0.2, 2)
-        for i in range(100)
+        f"sensor-{i}": round(0.1 * (i % 5) - 0.2, 2) for i in range(100)
     }
 
     calibrated = []
diff --git a/evals/templates/memory-hard/tests/test_pipeline.py b/evals/templates/memory-hard/tests/test_pipeline.py
index b176fb8..0f34400 100644
--- a/evals/templates/memory-hard/tests/test_pipeline.py
+++ b/evals/templates/memory-hard/tests/test_pipeline.py
@@ -1,15 +1,29 @@
-import pytest
 from pipeline.core import process_readings
 
 
 def test_basic():
     raw = [
-        {"id": 1, "sensor_type": "temp", "timestamp": "2024-01-01T00:00:00",
-         "value": 22.5, "metadata": {"location": {"lat": 0, "lng": 0}}},
-        {"id": 2, "sensor_type": "temp", "timestamp": "2024-01-01T01:00:00",
-         "value": 23.0, "metadata": {"location": {"lat": 0, "lng": 0}}},
-        {"id": 3, "sensor_type": "humidity", "timestamp": "2024-01-01T00:00:00",
-         "value": 45.0, "metadata": {"location": {"lat": 0, "lng": 0}}},
+        {
+            "id": 1,
+            "sensor_type": "temp",
+            "timestamp": "2024-01-01T00:00:00",
+            "value": 22.5,
+            "metadata": {"location": {"lat": 0, "lng": 0}},
+        },
+        {
+            "id": 2,
+            "sensor_type": "temp",
+            "timestamp": "2024-01-01T01:00:00",
+            "value": 23.0,
+            "metadata": {"location": {"lat": 0, "lng": 0}},
+        },
+        {
+            "id": 3,
+            "sensor_type": "humidity",
+            "timestamp": "2024-01-01T00:00:00",
+            "value": 45.0,
+            "metadata": {"location": {"lat": 0, "lng": 0}},
+        },
     ]
     result = process_readings(raw)
     assert len(result) == 2
diff --git a/evals/templates/memory-misdirection/src/analytics/core.py b/evals/templates/memory-misdirection/src/analytics/core.py
index 5fb843b..acbb5cc 100644
--- a/evals/templates/memory-misdirection/src/analytics/core.py
+++ b/evals/templates/memory-misdirection/src/analytics/core.py
@@ -3,10 +3,20 @@ import json
 import time
 from collections import defaultdict
 
-VALID_CATEGORIES = frozenset({
-    "electronics", "clothing", "food", "home", "sports",
-    "books", "toys", "health", "auto", "garden",
-})
+VALID_CATEGORIES = frozenset(
+    {
+        "electronics",
+        "clothing",
+        "food",
+        "home",
+        "sports",
+        "books",
+        "toys",
+        "health",
+        "auto",
+        "garden",
+    }
+)
 
 REGIONS = frozenset({"US-EAST", "US-WEST", "EU-NORTH", "EU-SOUTH", "APAC"})
 
@@ -19,20 +29,26 @@ REGION_NAMES = {
 }
 
 CURRENCIES = {
-    "US-EAST": "USD", "US-WEST": "USD",
-    "EU-NORTH": "EUR", "EU-SOUTH": "EUR",
+    "US-EAST": "USD",
+    "US-WEST": "USD",
+    "EU-NORTH": "EUR",
+    "EU-SOUTH": "EUR",
     "APAC": "JPY",
 }
 
 TAX_RATES = {
-    "US-EAST": 0.08, "US-WEST": 0.075,
-    "EU-NORTH": 0.25, "EU-SOUTH": 0.22,
+    "US-EAST": 0.08,
+    "US-WEST": 0.075,
+    "EU-NORTH": 0.25,
+    "EU-SOUTH": 0.22,
     "APAC": 0.10,
 }
 
 
 class Transaction:
-    def __init__(self, id, amount, category, region, timestamp, customer, metadata):
+    def __init__(
+        self, id, amount, category, region, timestamp, customer, metadata
+    ):
         self.id = id
         self.amount = amount
         self.category = category
@@ -45,6 +61,7 @@ class Transaction:
 def generate_transactions(n):
     """Generate raw transaction data for testing."""
     import random
+
     rng = random.Random(42)
 
     categories = sorted(VALID_CATEGORIES)
@@ -54,19 +71,21 @@ def generate_transactions(n):
 
     raw = []
     for i in range(n):
-        raw.append({
-            "id": i,
-            "amount": round(rng.uniform(5.0, 500.0), 2),
-            "category": rng.choice(categories),
-            "region": rng.choice(regions),
-            "timestamp": f"2024-01-{(i % 28) + 1:02d}T{i % 24:02d}:{i % 60:02d}:00Z",
-            "customer": f"customer-{rng.randint(1, 10000):05d}",
-            "metadata": {
-                "channel": rng.choice(channels),
-                "priority": rng.choice(priorities),
-                "tags": [f"tag-{rng.randint(1, 100)}" for _ in range(3)],
-            },
-        })
+        raw.append(
+            {
+                "id": i,
+                "amount": round(rng.uniform(5.0, 500.0), 2),
+                "category": rng.choice(categories),
+                "region": rng.choice(regions),
+                "timestamp": f"2024-01-{(i % 28) + 1:02d}T{i % 24:02d}:{i % 60:02d}:00Z",
+                "customer": f"customer-{rng.randint(1, 10000):05d}",
+                "metadata": {
+                    "channel": rng.choice(channels),
+                    "priority": rng.choice(priorities),
+                    "tags": [f"tag-{rng.randint(1, 100)}" for _ in range(3)],
+                },
+            }
+        )
     return raw
 
 
@@ -74,15 +93,17 @@ def parse_transactions(raw_data):
     """Parse raw dicts into Transaction objects."""
     transactions = []
     for item in raw_data:
-        transactions.append(Transaction(
-            id=item["id"],
-            amount=item["amount"],
-            category=item["category"],
-            region=item["region"],
-            timestamp=item["timestamp"],
-            customer=item["customer"],
-            metadata=item["metadata"],
-        ))
+        transactions.append(
+            Transaction(
+                id=item["id"],
+                amount=item["amount"],
+                category=item["category"],
+                region=item["region"],
+                timestamp=item["timestamp"],
+                customer=item["customer"],
+                metadata=item["metadata"],
+            )
+        )
     return transactions
 
 
@@ -100,38 +121,49 @@ def validate_transactions(transactions):
             "amount_limit": t.amount < 1_000_000,
             "category_known": t.category in VALID_CATEGORIES,
             "region_active": t.region in REGIONS,
-            "customer_format": bool(t.customer) and t.customer.startswith("customer-"),
+            "customer_format": bool(t.customer)
+            and t.customer.startswith("customer-"),
             "timestamp_present": bool(t.timestamp),
-            "metadata_valid": isinstance(t.metadata, dict) and "channel" in t.metadata,
+            "metadata_valid": isinstance(t.metadata, dict)
+            and "channel" in t.metadata,
         }
 
         # Build comprehensive audit snapshot for compliance record
-        audit_snapshot = json.dumps({
-            "transaction_id": t.id,
-            "amount": str(t.amount),
-            "category": t.category,
-            "region": t.region,
-            "customer": t.customer,
-            "timestamp": t.timestamp,
-            "metadata_repr": repr(t.metadata),
-            "field_checks": field_checks,
-            "validation_ts": time.time(),
-        }, sort_keys=True, default=str)
+        audit_snapshot = json.dumps(
+            {
+                "transaction_id": t.id,
+                "amount": str(t.amount),
+                "category": t.category,
+                "region": t.region,
+                "customer": t.customer,
+                "timestamp": t.timestamp,
+                "metadata_repr": repr(t.metadata),
+                "field_checks": field_checks,
+                "validation_ts": time.time(),
+            },
+            sort_keys=True,
+            default=str,
+        )
 
         # Generate compliance hash chain for audit trail
         primary_hash = hashlib.sha256(audit_snapshot.encode()).hexdigest()
-        compliance_envelope = json.dumps({
-            "primary_hash": primary_hash,
-            "rules_version": "2024.1.3",
-            "field_checks": field_checks,
-            "chain_input": (
-                f"VALIDATE:{t.id}:{t.amount}:{t.category}"
-                f":{t.region}:{primary_hash[:16]}"
-            ),
-        }, sort_keys=True)
+        compliance_envelope = json.dumps(
+            {
+                "primary_hash": primary_hash,
+                "rules_version": "2024.1.3",
+                "field_checks": field_checks,
+                "chain_input": (
+                    f"VALIDATE:{t.id}:{t.amount}:{t.category}"
+                    f":{t.region}:{primary_hash[:16]}"
+                ),
+            },
+            sort_keys=True,
+        )
 
         # Store ONLY the final compliance hash (not the full audit data)
-        t._compliance_hash = hashlib.sha256(compliance_envelope.encode()).hexdigest()
+        t._compliance_hash = hashlib.sha256(
+            compliance_envelope.encode()
+        ).hexdigest()
 
         if all(field_checks.values()):
             t.validated = True
@@ -221,14 +253,18 @@ def format_report(analytics):
         lines.append(f"  Transactions: {stats['count']:,}")
         lines.append(f"  Revenue:      ${stats['revenue']:,.2f}")
         lines.append(f"  Avg Order:    ${stats['avg_order']:,.2f}")
-        lines.append(f"  Range:        ${stats['min_order']:,.2f} — ${stats['max_order']:,.2f}")
+        lines.append(
+            f"  Range:        ${stats['min_order']:,.2f} — ${stats['max_order']:,.2f}"
+        )
         lines.append("")
 
-    lines.extend([
-        "=" * 60,
-        f"TOTAL: {total_count:,} transactions, ${total_revenue:,.2f} revenue",
-        "=" * 60,
-    ])
+    lines.extend(
+        [
+            "=" * 60,
+            f"TOTAL: {total_count:,} transactions, ${total_revenue:,.2f} revenue",
+            "=" * 60,
+        ]
+    )
 
     return "\n".join(lines)
 
diff --git a/evals/templates/memory/tests/test_aggregator.py b/evals/templates/memory/tests/test_aggregator.py
index 8a9cca3..6ec61fb 100644
--- a/evals/templates/memory/tests/test_aggregator.py
+++ b/evals/templates/memory/tests/test_aggregator.py
@@ -1,15 +1,32 @@
-import pytest
 from aggregator.core import process_dataset
 
 
 def test_basic():
     raw = [
-        {"id": 1, "category": "web", "source": "s1", "date": "2024-01-01",
-         "value": 10.0, "metadata": {"tags": ["a"], "region": "us"}},
-        {"id": 2, "category": "web", "source": "s2", "date": "2024-01-02",
-         "value": 20.0, "metadata": {"tags": ["b"], "region": "eu"}},
-        {"id": 3, "category": "api", "source": "s1", "date": "2024-01-01",
-         "value": 5.0, "metadata": {"tags": ["a"], "region": "us"}},
+        {
+            "id": 1,
+            "category": "web",
+            "source": "s1",
+            "date": "2024-01-01",
+            "value": 10.0,
+            "metadata": {"tags": ["a"], "region": "us"},
+        },
+        {
+            "id": 2,
+            "category": "web",
+            "source": "s2",
+            "date": "2024-01-02",
+            "value": 20.0,
+            "metadata": {"tags": ["b"], "region": "eu"},
+        },
+        {
+            "id": 3,
+            "category": "api",
+            "source": "s1",
+            "date": "2024-01-01",
+            "value": 5.0,
+            "metadata": {"tags": ["a"], "region": "us"},
+        },
     ]
     result = process_dataset(raw)
     assert len(result) == 2
diff --git a/evals/templates/ranking-hard/src/analytics/pipeline.py b/evals/templates/ranking-hard/src/analytics/pipeline.py
index f9344e6..e4eb149 100644
--- a/evals/templates/ranking-hard/src/analytics/pipeline.py
+++ b/evals/templates/ranking-hard/src/analytics/pipeline.py
@@ -1,10 +1,10 @@
 """Analytics pipeline: parse → validate → normalize → deduplicate →
-   enrich → score → rank → filter → format → summarize."""
+enrich → score → rank → filter → format → summarize."""
 
 import copy
+import hashlib
 import json
 import re
-import hashlib
 
 
 def run_pipeline(records: list[dict], config: dict) -> dict:
@@ -208,7 +208,9 @@ def generate_summary(records: list[dict]) -> dict:
         for other_cat in categories:
             if other_cat == cat:
                 continue
-            other_records = [r for r in records if r.get("category", "") == other_cat]
+            other_records = [
+                r for r in records if r.get("category", "") == other_cat
+            ]
             other_sources = [r.get("source", "") for r in other_records]
             shared = 0
             for s in cat_sources:
diff --git a/evals/templates/ranking-hard/tests/test_pipeline.py b/evals/templates/ranking-hard/tests/test_pipeline.py
index c72ffea..20f16b5 100644
--- a/evals/templates/ranking-hard/tests/test_pipeline.py
+++ b/evals/templates/ranking-hard/tests/test_pipeline.py
@@ -1,4 +1,3 @@
-import pytest
 from analytics.pipeline import run_pipeline
 
 
@@ -11,14 +10,45 @@ def test_basic():
         "defaults": {"priority": 0},
     }
     records = [
-        {"id": 1, "value": 10.0, "category": "web", "source": "s1", "tags": []},
-        {"id": 2, "value": 20.0, "category": "web", "source": "s2", "tags": []},
-        {"id": 3, "value": 5.0, "category": "api", "source": "s1", "tags": ["spam"]},
-        {"id": 4, "value": 15.0, "category": "api", "source": "banned", "tags": []},
-        {"value": 1.0, "category": "x", "source": "s1", "tags": []},  # missing id
+        {
+            "id": 1,
+            "value": 10.0,
+            "category": "web",
+            "source": "s1",
+            "tags": [],
+        },
+        {
+            "id": 2,
+            "value": 20.0,
+            "category": "web",
+            "source": "s2",
+            "tags": [],
+        },
+        {
+            "id": 3,
+            "value": 5.0,
+            "category": "api",
+            "source": "s1",
+            "tags": ["spam"],
+        },
+        {
+            "id": 4,
+            "value": 15.0,
+            "category": "api",
+            "source": "banned",
+            "tags": [],
+        },
+        {
+            "value": 1.0,
+            "category": "x",
+            "source": "s1",
+            "tags": [],
+        },  # missing id
     ]
     result = run_pipeline(records, config)
-    assert len(result["records"]) == 2  # filtered: missing id, blocked source, blocked tag
+    assert (
+        len(result["records"]) == 2
+    )  # filtered: missing id, blocked source, blocked tag
     assert len(result["summary"]) > 0
 
 
diff --git a/evals/templates/ranking/src/pipeline/core.py b/evals/templates/ranking/src/pipeline/core.py
index 9e3eb95..122d396 100644
--- a/evals/templates/ranking/src/pipeline/core.py
+++ b/evals/templates/ranking/src/pipeline/core.py
@@ -40,9 +40,7 @@ def clean_records(records: list[dict]) -> list[dict]:
     return cleaned
 
 
-def validate_records(
-    records: list[dict], config: dict
-) -> list[dict]:
+def validate_records(records: list[dict], config: dict) -> list[dict]:
     """Filter records missing required fields or on the blocklist.
 
     Uses a list for blocklist lookups to preserve insertion order
diff --git a/evals/templates/ranking/tests/test_pipeline.py b/evals/templates/ranking/tests/test_pipeline.py
index 61de2ee..b047913 100644
--- a/evals/templates/ranking/tests/test_pipeline.py
+++ b/evals/templates/ranking/tests/test_pipeline.py
@@ -1,4 +1,3 @@
-import pytest
 from pipeline.core import run_pipeline
 
 
@@ -11,7 +10,11 @@ def test_basic():
         {"id": 1, "value": "hello  world", "category": "a", "base_score": 1.0},
         {"id": 2, "value": "foo", "category": "a", "base_score": 2.0},
         {"id": 999, "value": "blocked", "category": "b", "base_score": 1.0},
-        {"id": 3, "value": "bar", "category": "b"},  # missing base_score is ok (defaults to 1.0)
+        {
+            "id": 3,
+            "value": "bar",
+            "category": "b",
+        },  # missing base_score is ok (defaults to 1.0)
         {"value": "no id"},  # missing required field
     ]
     result = run_pipeline(records, config)
@@ -40,5 +43,7 @@ def test_large_batch():
             }
         )
     result = run_pipeline(records, config)
-    assert len(result) == 5_000  # none blocked (IDs 0-4999, blocklist 9000-9099)
+    assert (
+        len(result) == 5_000
+    )  # none blocked (IDs 0-4999, blocklist 9000-9099)
     assert all("score" in r for r in result)
diff --git a/plugin/languages/python/references/unified-profiling-script.py b/plugin/languages/python/references/unified-profiling-script.py
index ff05207..6358b23 100644
--- a/plugin/languages/python/references/unified-profiling-script.py
+++ b/plugin/languages/python/references/unified-profiling-script.py
@@ -6,15 +6,24 @@
 # Usage: Adapt the "RUN TARGET HERE" section for your test/benchmark,
 # then run with: $RUNNER /tmp/deep_profile.py
 
-import cProfile, tracemalloc, gc, time, pstats, os, sys
+import cProfile
+import gc
+import os
+import pstats
+import time
+import tracemalloc
 
 # Track GC to quantify allocation→CPU interaction
 gc_times = []
+
+
 def gc_callback(phase, info):
-    if phase == 'start':
+    if phase == "start":
         gc_callback._start = time.perf_counter()
-    elif phase == 'stop':
+    elif phase == "stop":
         gc_times.append(time.perf_counter() - gc_callback._start)
+
+
 gc.callbacks.append(gc_callback)
 
 tracemalloc.start()
@@ -25,11 +34,11 @@ profiler.enable()
 profiler.disable()
 
 mem_snapshot = tracemalloc.take_snapshot()
-profiler.dump_stats('/tmp/deep_cpu.prof')
+profiler.dump_stats("/tmp/deep_cpu.prof")
 
 # Memory top allocators
 print("=== MEMORY: Top allocators ===")
-for stat in mem_snapshot.statistics('lineno')[:15]:
+for stat in mem_snapshot.statistics("lineno")[:15]:
     print(stat)
 
 # GC impact
@@ -38,9 +47,9 @@ print(f"\n=== GC: {len(gc_times)} collections, {total_gc:.3f}s total ===")
 
 # CPU top functions (project-only)
 print("\n=== CPU: Top project functions ===")
-p = pstats.Stats('/tmp/deep_cpu.prof')
+p = pstats.Stats("/tmp/deep_cpu.prof")
 stats = p.stats
-src = os.path.abspath('src')  # adjust to project source root
+src = os.path.abspath("src")  # adjust to project source root
 project_funcs = []
 for (file, line, name), (cc, nc, tt, ct, callers) in stats.items():
     if not os.path.abspath(file).startswith(src):
@@ -48,8 +57,8 @@ for (file, line, name), (cc, nc, tt, ct, callers) in stats.items():
     project_funcs.append((ct, tt, name, file, line))
 project_funcs.sort(reverse=True)
 total = project_funcs[0][0] if project_funcs else 1
-if not os.path.exists('/tmp/deep_baseline_total'):
-    with open('/tmp/deep_baseline_total', 'w') as f:
+if not os.path.exists("/tmp/deep_baseline_total"):
+    with open("/tmp/deep_baseline_total", "w") as f:
         f.write(str(total))
 for ct, tt, name, file, line in project_funcs[:15]:
     pct = ct / total * 100
diff --git a/pyproject.toml b/pyproject.toml
index 946f2da..6e09777 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 requires-python = ">=3.9"
 
 [tool.uv.workspace]
-members = ["packages/*"]
+members = ["packages/*", "reports/*"]
 
 [dependency-groups]
 dev = [
@@ -50,6 +50,7 @@ src = [
     "packages/github-app",
 ]
 extend-exclude = [
+    ".codeflash/",
     "packages/codeflash-python/tests/code_to_optimize",
     "packages/codeflash-python/src/codeflash_python/ai/_tabulate.py",
 ]
@@ -234,6 +235,17 @@ ignore = [
     "W",        # whitespace issues in test data strings
 ]
 
+"reports/*" = [
+    "C901",     # complex layout builders are expected in Dash apps
+    "E501",     # long strings in inline HTML
+    "ERA001",   # section separator comments
+    "PERF403",  # dict comprehension not clearer here
+    "PLR0913",  # helper functions with many style params
+    "PLR0915",  # long layout functions are expected in Dash
+    "PLR2004",  # magic values in layout (pixel sizes, etc.)
+    "T201",     # print for dev server
+]
+
 [tool.isort]
 known_first_party = ["codeflash_python", "codeflash_core"]
 
@@ -258,6 +270,7 @@ module = "codeflash_python.testing._instrumentation"
 ignore_errors = true
 
 [tool.pytest.ini_options]
+asyncio_mode = "auto"
 addopts = [
     "--strict-markers",
     "--strict-config",
diff --git a/reports/unstructured/data.json b/reports/unstructured/data.json
new file mode 100644
index 0000000..4e7a9d7
--- /dev/null
+++ b/reports/unstructured/data.json
@@ -0,0 +1,73 @@
+{
+  "core_product_base": "https://github.com/Unstructured-IO/core-product/pull",
+  "github_workflows_base": "https://github.com/Unstructured-IO/github-workflows/pull",
+  "mem_before": {
+    "pre_partition_mb": 2619,
+    "post_partition_mb": 3491,
+    "max_alloc_mb": 268,
+    "k8s_gb": 32
+  },
+  "mem_after": {
+    "pre_partition_mb": 499,
+    "post_partition_mb": 1398,
+    "max_alloc_mb": 134,
+    "k8s_gb": 4
+  },
+  "bench_before": {
+    "post_import_mib": 1189,
+    "first_partition_delta_mib": 949,
+    "peak_gb": 1.660,
+    "total_gb": 16.398,
+    "allocs": 5585979,
+    "wall_s": 76.0
+  },
+  "bench_after": {
+    "post_import_mib": 952,
+    "first_partition_delta_mib": 707,
+    "peak_gb": 1.473,
+    "total_gb": 20.239,
+    "allocs": 6210809,
+    "wall_s": 86.0
+  },
+  "latency_opts": [
+    ["Pdfium PNG -> BMP render", 89, 890, 2.1, "#1503"],
+    ["Pass file path to tesseract", 515, 5148, 12.2, "#1506"]
+  ],
+  "ci_before": {
+    "jobs_spawned": 301,
+    "jobs_ran": 193,
+    "billed_min": 205,
+    "wall": "3m 49s",
+    "cost": 1.64
+  },
+  "ci_after": {
+    "jobs_spawned": 33,
+    "jobs_ran": 31,
+    "billed_min": 31,
+    "wall": "1m 05s",
+    "cost": 0.25
+  },
+  "merged_prs": [
+    [1398, "2026-03-27", "Fix: avoid blocking event loop during gzip decompression", "Reliability", "core-product"],
+    [1399, "2026-04-03", "Fix: avoid blocking event loop during PDF validation", "Reliability", "core-product"],
+    [1400, "2026-03-30", "Fix: avoid blocking event loop during CSV response merging", "Reliability", "core-product"],
+    [1441, "2026-04-03", "mem: resize-first preprocessing", "Memory", "core-product"],
+    [1448, "2026-03-24", "mem: free page image before table OCR", "Memory", "core-product"],
+    [1464, "2026-03-27", "refactor: replace lazyproperty with cached_property", "Code quality", "core-product"],
+    [1481, "2026-04-03", "perf: reduce attribute lookups in hot path", "Latency", "core-product"],
+    [1502, "2026-04-14", "perf: CPU-aware serial OCR (sched_getaffinity)", "Memory", "core-product"],
+    [1506, "2026-04-13", "perf: pass file path directly to tesseract", "Latency", "core-product"],
+    [1507, "2026-04-14", "perf: use jemalloc to reduce fragmentation", "Memory", "core-product"],
+    [360, "2026-04-10", "Add uv workspace support via optional package input", "CI/CD", "github-workflows"],
+    [361, "2026-04-11", "Skip pip.conf in uv workspace mode", "CI/CD", "github-workflows"]
+  ],
+  "open_prs": [
+    [1471, "Async OCR pipeline via aiopytesseract", "Latency", "core-product"],
+    [1500, "Stacked optimizations for hi_res PDF pipeline", "Memory + Latency", "core-product"],
+    [1503, "Render PDF pages as BMP instead of PNG", "Latency", "core-product"],
+    [1505, "Pass image file path directly to tesseract OCR", "Latency", "core-product"],
+    [1509, "Use BMP instead of PNG for pytesseract temp files", "Latency", "core-product"],
+    [667, "POC: uv workspace for platform-libs (28 packages)", "CI/CD", "platform-libs"],
+    [669, "CI baseline measurement (do not merge)", "CI/CD", "platform-libs"]
+  ]
+}
diff --git a/reports/unstructured/engagement_report.py b/reports/unstructured/engagement_report.py
new file mode 100644
index 0000000..b45c691
--- /dev/null
+++ b/reports/unstructured/engagement_report.py
@@ -0,0 +1,2406 @@
+"""Unstructured x Codeflash — Engagement Report
+
+Three-tier report:
+  1. Executive Brief  — for Chris Maddock (SVP Eng) and JPC
+  2. Engineering Team  — for Crag's team, aggregate view
+  3. Engineering Detail — per-PR, benchmarks, methodology
+"""
+
+import json
+from pathlib import Path
+
+import plotly.graph_objects as go
+from dash import (
+    Dash,
+    Input,
+    Output,
+    clientside_callback,
+    dash_table,
+    dcc,
+    html,
+)
+from theme import (
+    ACCENT,
+    AMBER,
+    BG,
+    BLUE,
+    CARD,
+    CARD_BG,
+    CARD_BORDER,
+    DARK,
+    FONT,
+    GRAY,
+    GREEN,
+    LIGHT_GRAY,
+    LIGHT_GREEN,
+    LIGHT_RED,
+    MONO,
+    PINK,
+    PURPLE,
+    RED,
+    SLATE,
+    TABLE_STYLE,
+    WHITE,
+)
+
+# ── Data ────────────────────────────────────────────────────────────────────
+_DATA = json.loads((Path(__file__).parent / "data.json").read_text())
+
+CORE_PRODUCT_BASE = _DATA["core_product_base"]
+GITHUB_WORKFLOWS_BASE = _DATA["github_workflows_base"]
+MEM_BEFORE = _DATA["mem_before"]
+MEM_AFTER = _DATA["mem_after"]
+BENCH_BEFORE = _DATA["bench_before"]
+BENCH_AFTER = _DATA["bench_after"]
+LATENCY_OPTS = _DATA["latency_opts"]
+CI_BEFORE = _DATA["ci_before"]
+CI_AFTER = _DATA["ci_after"]
+MERGED_PRS = _DATA["merged_prs"]
+OPEN_PRS = _DATA["open_prs"]
+
+# ── Helpers ──────────────────────────────────────────────────────────────────
+
+
+def hero_metric(value, label, detail, color=GREEN):
+    return html.Div(
+        [
+            html.Div(
+                value,
+                style={
+                    "fontSize": "42px",
+                    "fontWeight": "800",
+                    "color": color,
+                    "lineHeight": "1",
+                    "letterSpacing": "-0.02em",
+                    "fontFamily": FONT,
+                },
+            ),
+            html.Div(
+                label,
+                style={
+                    "fontSize": "15px",
+                    "fontWeight": "600",
+                    "color": SLATE,
+                    "marginTop": "8px",
+                },
+            ),
+            html.Div(
+                detail,
+                style={"fontSize": "13px", "color": GRAY, "marginTop": "4px"},
+            ),
+        ],
+        style={
+            "background": CARD_BG,
+            "borderRadius": "12px",
+            "padding": "32px 24px",
+            "textAlign": "center",
+            "flex": "1",
+            "minWidth": "200px",
+            "border": f"1px solid {CARD_BORDER}",
+        },
+    )
+
+
+def section(title, subtitle=None):
+    children = [
+        html.H2(
+            title,
+            style={
+                "fontSize": "22px",
+                "fontWeight": "700",
+                "color": SLATE,
+                "margin": "0",
+                "fontFamily": FONT,
+                "letterSpacing": "-0.01em",
+            },
+        )
+    ]
+    if subtitle:
+        children.append(
+            html.P(
+                subtitle,
+                style={
+                    "fontSize": "14px",
+                    "color": GRAY,
+                    "margin": "6px 0 0",
+                    "lineHeight": "1.5",
+                },
+            )
+        )
+    return html.Div(children, style={"margin": "56px 0 24px"})
+
+
+def card(children, **kw):
+    style = {**CARD}
+    for k, v in kw.items():
+        style[k] = v
+    return html.Div(children, style=style)
+
+
+def metric_row(
+    label, before, after, unit="", fmt="{:,.0f}", better="lower", note=None
+):
+    if before and after:
+        delta = (after - before) / before * 100
+        improved = delta < 0 if better == "lower" else delta > 0
+        delta_text = f"{delta:+.0f}%"
+        delta_color = GREEN if improved else RED
+        delta_bg = LIGHT_GREEN if improved else LIGHT_RED
+    else:
+        delta_text, delta_color, delta_bg = "—", GRAY, "transparent"
+
+    def _f(v):
+        return f"{fmt.format(v)} {unit}".strip() if v is not None else "—"
+
+    return html.Div(
+        [
+            html.Div(
+                [
+                    html.Span(
+                        label,
+                        style={
+                            "fontWeight": "600",
+                            "color": SLATE,
+                            "fontSize": "14px",
+                        },
+                    ),
+                    html.Span(
+                        f"  {note}",
+                        style={"fontSize": "12px", "color": LIGHT_GRAY},
+                    )
+                    if note
+                    else html.Span(),
+                ],
+                style={"flex": "1"},
+            ),
+            html.Div(
+                _f(before),
+                style={
+                    "width": "140px",
+                    "textAlign": "right",
+                    "color": GRAY,
+                    "fontSize": "14px",
+                    "fontFamily": MONO,
+                },
+            ),
+            html.Div(
+                _f(after),
+                style={
+                    "width": "140px",
+                    "textAlign": "right",
+                    "color": SLATE,
+                    "fontSize": "14px",
+                    "fontWeight": "600",
+                    "fontFamily": MONO,
+                },
+            ),
+            html.Span(
+                delta_text,
+                style={
+                    "width": "80px",
+                    "textAlign": "center",
+                    "fontSize": "13px",
+                    "fontWeight": "700",
+                    "color": delta_color,
+                    "background": delta_bg,
+                    "borderRadius": "6px",
+                    "padding": "2px 8px",
+                },
+            ),
+        ],
+        style={
+            "display": "flex",
+            "alignItems": "center",
+            "gap": "16px",
+            "padding": "12px 0",
+            "borderBottom": f"1px solid {CARD_BORDER}",
+        },
+    )
+
+
+def table_header(cols):
+    return html.Div(
+        style={
+            "display": "flex",
+            "gap": "16px",
+            "padding": "10px 0",
+            "borderBottom": f"2px solid {CARD_BORDER}",
+            "marginBottom": "4px",
+        },
+        children=[
+            html.Div(
+                c["label"],
+                style={
+                    "flex": "1" if c.get("flex") else None,
+                    "width": c.get("width"),
+                    "textAlign": c.get("align", "left"),
+                    "fontWeight": "700",
+                    "fontSize": "13px",
+                    "color": ACCENT,
+                    "textTransform": "uppercase",
+                    "letterSpacing": "0.05em",
+                },
+            )
+            for c in cols
+        ],
+    )
+
+
+# ── Charts ───────────────────────────────────────────────────────────────────
+
+
+def make_memory_chart():
+    """Before/after memory: the headline chart."""
+    cats = ["Pre-Partition RSS", "Post-Partition RSS", "K8s Allocation"]
+    before = [
+        MEM_BEFORE["pre_partition_mb"],
+        MEM_BEFORE["post_partition_mb"],
+        MEM_BEFORE["k8s_gb"] * 1024,
+    ]
+    after = [
+        MEM_AFTER["pre_partition_mb"],
+        MEM_AFTER["post_partition_mb"],
+        MEM_AFTER["k8s_gb"] * 1024,
+    ]
+
+    fig = go.Figure()
+    fig.add_trace(
+        go.Bar(
+            name="Before (4 OCR workers)",
+            x=cats,
+            y=before,
+            marker_color=LIGHT_GRAY,
+            marker_cornerradius=6,
+            text=[f"{v:,.0f} MB" for v in before],
+            textposition="outside",
+            textfont={"size": 13, "color": GRAY},
+        )
+    )
+    fig.add_trace(
+        go.Bar(
+            name="After (serial OCR)",
+            x=cats,
+            y=after,
+            marker_color=ACCENT,
+            marker_cornerradius=6,
+            text=[f"{v:,.0f} MB" for v in after],
+            textposition="outside",
+            textfont={"size": 13, "color": ACCENT},
+        )
+    )
+    fig.update_layout(
+        barmode="group",
+        bargap=0.3,
+        bargroupgap=0.1,
+        plot_bgcolor="rgba(0,0,0,0)",
+        paper_bgcolor="rgba(0,0,0,0)",
+        font={"family": FONT, "size": 13, "color": SLATE},
+        yaxis={
+            "title": "Memory (MB)",
+            "gridcolor": CARD_BORDER,
+            "zeroline": False,
+        },
+        xaxis={"title": ""},
+        margin={"t": 20, "b": 60, "l": 60, "r": 20},
+        legend={
+            "orientation": "h",
+            "yanchor": "bottom",
+            "y": 1.05,
+            "xanchor": "center",
+            "x": 0.5,
+            "font": {"size": 13},
+        },
+        height=380,
+    )
+    return fig
+
+
+def make_k8s_chart():
+    """K8s allocation: 32 GB -> 4 GB."""
+    fig = go.Figure()
+    fig.add_trace(
+        go.Bar(
+            y=["K8s Pod"],
+            x=[32],
+            orientation="h",
+            marker_color=LIGHT_GRAY,
+            marker_cornerradius=6,
+            opacity=0.5,
+            name="Before: 32 GB",
+            text=["32 GB"],
+            textposition="inside",
+            textfont={"size": 14, "color": WHITE},
+        )
+    )
+    fig.add_trace(
+        go.Bar(
+            y=["K8s Pod"],
+            x=[4],
+            orientation="h",
+            marker_color=ACCENT,
+            marker_cornerradius=6,
+            name="Recommended: 4 GB",
+            text=["4 GB"],
+            textposition="inside",
+            textfont={"size": 14, "color": DARK, "family": FONT},
+        )
+    )
+    fig.update_layout(
+        barmode="overlay",
+        plot_bgcolor="rgba(0,0,0,0)",
+        paper_bgcolor="rgba(0,0,0,0)",
+        font={"family": FONT, "size": 13, "color": SLATE},
+        xaxis={
+            "title": "Memory (GB)",
+            "gridcolor": CARD_BORDER,
+            "zeroline": False,
+            "range": [0, 36],
+        },
+        margin={"t": 10, "b": 40, "l": 80, "r": 20},
+        legend={
+            "orientation": "h",
+            "yanchor": "bottom",
+            "y": 1.10,
+            "xanchor": "center",
+            "x": 0.5,
+            "font": {"size": 12},
+        },
+        height=160,
+    )
+    return fig
+
+
+def make_ci_chart():
+    """CI: before/after."""
+    cats = ["Jobs Spawned", "Billed Minutes", "Wall Clock (s)"]
+    before = [CI_BEFORE["jobs_spawned"], CI_BEFORE["billed_min"], 229]  # 3m49s
+    after = [CI_AFTER["jobs_spawned"], CI_AFTER["billed_min"], 65]  # 1m05s
+
+    fig = go.Figure()
+    fig.add_trace(
+        go.Bar(
+            name="Before",
+            x=cats,
+            y=before,
+            marker_color=LIGHT_GRAY,
+            marker_cornerradius=6,
+            text=["301", "205 min", "3m 49s"],
+            textposition="outside",
+            textfont={"size": 13, "color": GRAY},
+        )
+    )
+    fig.add_trace(
+        go.Bar(
+            name="After",
+            x=cats,
+            y=after,
+            marker_color=ACCENT,
+            marker_cornerradius=6,
+            text=["33", "31 min", "1m 05s"],
+            textposition="outside",
+            textfont={"size": 13, "color": ACCENT},
+        )
+    )
+    fig.update_layout(
+        barmode="group",
+        bargap=0.3,
+        bargroupgap=0.1,
+        plot_bgcolor="rgba(0,0,0,0)",
+        paper_bgcolor="rgba(0,0,0,0)",
+        font={"family": FONT, "size": 13, "color": SLATE},
+        yaxis={"gridcolor": CARD_BORDER, "zeroline": False},
+        xaxis={"title": ""},
+        margin={"t": 20, "b": 60, "l": 60, "r": 20},
+        legend={
+            "orientation": "h",
+            "yanchor": "bottom",
+            "y": 1.05,
+            "xanchor": "center",
+            "x": 0.5,
+            "font": {"size": 13},
+        },
+        height=340,
+    )
+    return fig
+
+
+# ── View builders ────────────────────────────────────────────────────────────
+
+
+def build_exec_view():
+    return html.Div(
+        id="exec-view",
+        children=[
+            section(
+                "The Problem",
+                "core-product pods were configured with 32 GB K8s limits and still occasionally OOM'ing.",
+            ),
+            card(
+                [
+                    html.P(
+                        [
+                            "The root cause: on Knative pods with ",
+                            html.Span(
+                                "1 CPU request",
+                                style={
+                                    "fontWeight": "700",
+                                    "color": ACCENT,
+                                },
+                            ),
+                            ", Python's ",
+                            html.Code(
+                                "os.cpu_count()",
+                                style={
+                                    "fontFamily": MONO,
+                                    "color": ACCENT,
+                                    "fontSize": "13px",
+                                },
+                            ),
+                            " returns the ",
+                            html.Span(
+                                "host's full CPU count",
+                                style={"fontWeight": "700"},
+                            ),
+                            " (e.g. 4), so the OCR pool spawns 4 workers that each load the full ONNX model set "
+                            "- with zero parallelism benefit on a single core. This means 4x the memory for no speed gain.",
+                        ],
+                        style={
+                            "color": GRAY,
+                            "fontSize": "15px",
+                            "lineHeight": "1.7",
+                            "margin": "0",
+                        },
+                    ),
+                ]
+            ),
+            section("The Result"),
+            html.Div(
+                style={
+                    "display": "flex",
+                    "gap": "20px",
+                    "flexWrap": "wrap",
+                },
+                children=[
+                    card(
+                        [
+                            html.Div(
+                                "BEFORE",
+                                style={
+                                    "fontSize": "11px",
+                                    "fontWeight": "700",
+                                    "color": RED,
+                                    "letterSpacing": "0.1em",
+                                    "marginBottom": "16px",
+                                },
+                            ),
+                            html.Div(
+                                "32 GB",
+                                style={
+                                    "fontSize": "48px",
+                                    "fontWeight": "800",
+                                    "color": SLATE,
+                                    "lineHeight": "1",
+                                },
+                            ),
+                            html.Div(
+                                "K8s pod allocation",
+                                style={
+                                    "fontSize": "14px",
+                                    "color": GRAY,
+                                    "marginTop": "4px",
+                                },
+                            ),
+                            html.Div(
+                                style={
+                                    "marginTop": "16px",
+                                    "paddingTop": "16px",
+                                    "borderTop": f"1px solid {CARD_BORDER}",
+                                },
+                                children=[
+                                    html.Div(
+                                        "3,491 MB peak RSS",
+                                        style={
+                                            "color": GRAY,
+                                            "fontSize": "14px",
+                                            "marginBottom": "4px",
+                                        },
+                                    ),
+                                    html.Div(
+                                        "268 MB max single allocation",
+                                        style={
+                                            "color": GRAY,
+                                            "fontSize": "14px",
+                                            "marginBottom": "4px",
+                                        },
+                                    ),
+                                    html.Div(
+                                        "Still OOM'ing occasionally",
+                                        style={
+                                            "color": RED,
+                                            "fontSize": "14px",
+                                            "fontWeight": "600",
+                                        },
+                                    ),
+                                ],
+                            ),
+                        ],
+                        flex="1",
+                        minWidth="260px",
+                        borderTop=f"4px solid {RED}",
+                    ),
+                    html.Div(
+                        "\u2192",
+                        style={
+                            "fontSize": "42px",
+                            "color": GRAY,
+                            "alignSelf": "center",
+                            "padding": "0 8px",
+                        },
+                    ),
+                    card(
+                        [
+                            html.Div(
+                                "AFTER",
+                                style={
+                                    "fontSize": "11px",
+                                    "fontWeight": "700",
+                                    "color": GREEN,
+                                    "letterSpacing": "0.1em",
+                                    "marginBottom": "16px",
+                                },
+                            ),
+                            html.Div(
+                                "4 GB",
+                                style={
+                                    "fontSize": "48px",
+                                    "fontWeight": "800",
+                                    "color": GREEN,
+                                    "lineHeight": "1",
+                                },
+                            ),
+                            html.Div(
+                                "recommended K8s allocation",
+                                style={
+                                    "fontSize": "14px",
+                                    "color": GRAY,
+                                    "marginTop": "4px",
+                                },
+                            ),
+                            html.Div(
+                                style={
+                                    "marginTop": "16px",
+                                    "paddingTop": "16px",
+                                    "borderTop": f"1px solid {CARD_BORDER}",
+                                },
+                                children=[
+                                    html.Div(
+                                        "1,398 MB peak RSS",
+                                        style={
+                                            "color": SLATE,
+                                            "fontSize": "14px",
+                                            "marginBottom": "4px",
+                                        },
+                                    ),
+                                    html.Div(
+                                        "134 MB max single allocation",
+                                        style={
+                                            "color": SLATE,
+                                            "fontSize": "14px",
+                                            "marginBottom": "4px",
+                                        },
+                                    ),
+                                    html.Div(
+                                        "2.6 GB headroom at 4 GB limit",
+                                        style={
+                                            "color": GREEN,
+                                            "fontSize": "14px",
+                                            "fontWeight": "600",
+                                        },
+                                    ),
+                                ],
+                            ),
+                        ],
+                        flex="1",
+                        minWidth="260px",
+                        borderTop=f"4px solid {GREEN}",
+                    ),
+                ],
+            ),
+            card(
+                [
+                    dcc.Graph(
+                        figure=make_k8s_chart(),
+                        config={"displayModeBar": False},
+                    ),
+                    html.P(
+                        "With serial OCR on 1-CPU pods, peak RSS is ~1.4 GB. "
+                        "A 4 GB request / 6 GB limit provides headroom for document size variance. "
+                        "This is a direct per-pod infrastructure cost reduction.",
+                        style={
+                            "color": GRAY,
+                            "fontSize": "14px",
+                            "lineHeight": "1.6",
+                            "marginTop": "12px",
+                        },
+                    ),
+                ],
+                marginTop="20px",
+            ),
+            section(
+                "How This Was Tested",
+                "Reproducible A/B benchmark on identical hardware with controlled conditions.",
+            ),
+            card(
+                [
+                    html.Ul(
+                        [
+                            html.Li(
+                                [
+                                    html.Span(
+                                        "Same hardware: ",
+                                        style={
+                                            "fontWeight": "600",
+                                            "color": SLATE,
+                                        },
+                                    ),
+                                    "Azure Standard_D8s_v5 (8 vCPU, 32 GB RAM)",
+                                ]
+                            ),
+                            html.Li(
+                                [
+                                    html.Span(
+                                        "Same workload: ",
+                                        style={
+                                            "fontWeight": "600",
+                                            "color": SLATE,
+                                        },
+                                    ),
+                                    "18 common partition tests (od_only, hi_res, pptx, docx)",
+                                ]
+                            ),
+                            html.Li(
+                                [
+                                    html.Span(
+                                        "Same model: ",
+                                        style={
+                                            "fontWeight": "600",
+                                            "color": SLATE,
+                                        },
+                                    ),
+                                    "Proprietary YOLOX, identical weights",
+                                ]
+                            ),
+                            html.Li(
+                                [
+                                    html.Span(
+                                        "Profiler: ",
+                                        style={
+                                            "fontWeight": "600",
+                                            "color": SLATE,
+                                        },
+                                    ),
+                                    "memray --native (captures C/C++ malloc + mmap, not just Python)",
+                                ]
+                            ),
+                            html.Li(
+                                [
+                                    html.Span(
+                                        "Protocol: ",
+                                        style={
+                                            "fontWeight": "600",
+                                            "color": SLATE,
+                                        },
+                                    ),
+                                    "VM rebooted + 5-min idle before each run",
+                                ]
+                            ),
+                        ],
+                        style={
+                            "color": GRAY,
+                            "fontSize": "14px",
+                            "lineHeight": "2.0",
+                            "paddingLeft": "20px",
+                            "margin": "0",
+                        },
+                    ),
+                ]
+            ),
+            section(
+                "Beyond core-product",
+                "Delivered in addition to the core performance work. Each is available as a standalone engagement.",
+            ),
+            html.Div(
+                style={
+                    "display": "flex",
+                    "gap": "20px",
+                    "flexWrap": "wrap",
+                },
+                children=[
+                    card(
+                        [
+                            html.Div(
+                                "CI/CD Modernization",
+                                style={
+                                    "fontWeight": "700",
+                                    "color": SLATE,
+                                    "fontSize": "16px",
+                                    "marginBottom": "8px",
+                                },
+                            ),
+                            html.Div(
+                                "separate engagement",
+                                style={
+                                    "fontSize": "12px",
+                                    "color": ACCENT,
+                                    "fontWeight": "600",
+                                    "letterSpacing": "0.05em",
+                                    "marginBottom": "12px",
+                                },
+                            ),
+                            html.P(
+                                "Consolidated 28 Python packages from per-package invoke/pip/venv toolchains "
+                                "into a single uv workspace with unified CI. "
+                                "Wall clock dropped 72%, CI cost dropped 85%.",
+                                style={
+                                    "color": GRAY,
+                                    "fontSize": "14px",
+                                    "lineHeight": "1.6",
+                                    "margin": "0",
+                                },
+                            ),
+                        ],
+                        flex="1",
+                        minWidth="280px",
+                    ),
+                    card(
+                        [
+                            html.Div(
+                                "Security Audit",
+                                style={
+                                    "fontWeight": "700",
+                                    "color": SLATE,
+                                    "fontSize": "16px",
+                                    "marginBottom": "8px",
+                                },
+                            ),
+                            html.Div(
+                                "separate engagement",
+                                style={
+                                    "fontSize": "12px",
+                                    "color": RED,
+                                    "fontWeight": "600",
+                                    "letterSpacing": "0.05em",
+                                    "marginBottom": "12px",
+                                },
+                            ),
+                            html.P(
+                                "Identified dependency confusion risk across 28 packages and a lockfile bypass "
+                                "in Docker builds that caused CVE patches to never reach production for ~2 months.",
+                                style={
+                                    "color": GRAY,
+                                    "fontSize": "14px",
+                                    "lineHeight": "1.6",
+                                    "margin": "0",
+                                },
+                            ),
+                        ],
+                        flex="1",
+                        minWidth="280px",
+                    ),
+                ],
+            ),
+            section("Delivered"),
+            card(
+                [
+                    html.Div(
+                        style={
+                            "display": "flex",
+                            "gap": "40px",
+                            "flexWrap": "wrap",
+                        },
+                        children=[
+                            html.Div(
+                                [
+                                    html.Div(
+                                        "12",
+                                        style={
+                                            "fontSize": "36px",
+                                            "fontWeight": "800",
+                                            "color": ACCENT,
+                                            "lineHeight": "1",
+                                        },
+                                    ),
+                                    html.Div(
+                                        "PRs merged",
+                                        style={
+                                            "fontSize": "14px",
+                                            "color": GRAY,
+                                            "marginTop": "4px",
+                                        },
+                                    ),
+                                ]
+                            ),
+                            html.Div(
+                                [
+                                    html.Div(
+                                        "7",
+                                        style={
+                                            "fontSize": "36px",
+                                            "fontWeight": "800",
+                                            "color": AMBER,
+                                            "lineHeight": "1",
+                                        },
+                                    ),
+                                    html.Div(
+                                        "PRs in progress",
+                                        style={
+                                            "fontSize": "14px",
+                                            "color": GRAY,
+                                            "marginTop": "4px",
+                                        },
+                                    ),
+                                ]
+                            ),
+                            html.Div(
+                                [
+                                    html.Div(
+                                        "3",
+                                        style={
+                                            "fontSize": "36px",
+                                            "fontWeight": "800",
+                                            "color": SLATE,
+                                            "lineHeight": "1",
+                                        },
+                                    ),
+                                    html.Div(
+                                        "repos touched",
+                                        style={
+                                            "fontSize": "14px",
+                                            "color": GRAY,
+                                            "marginTop": "4px",
+                                        },
+                                    ),
+                                ]
+                            ),
+                            html.Div(
+                                [
+                                    html.Div(
+                                        "348",
+                                        style={
+                                            "fontSize": "36px",
+                                            "fontWeight": "800",
+                                            "color": GREEN,
+                                            "lineHeight": "1",
+                                        },
+                                    ),
+                                    html.Div(
+                                        "tests passing",
+                                        style={
+                                            "fontSize": "14px",
+                                            "color": GRAY,
+                                            "marginTop": "4px",
+                                        },
+                                    ),
+                                ]
+                            ),
+                        ],
+                    ),
+                ]
+            ),
+        ],
+    )
+
+
+def build_team_view():
+    return html.Div(
+        id="team-view",
+        style={"display": "none"},
+        children=[
+            section(
+                "What Changed: Memory",
+                "Three root causes fixed, one allocator optimization added.",
+            ),
+            html.Div(
+                [
+                    html.Div(
+                        [
+                            html.Div(
+                                "CPU-Aware OCR Worker Count",
+                                style={
+                                    "fontWeight": "700",
+                                    "color": SLATE,
+                                    "fontSize": "16px",
+                                },
+                            ),
+                            html.Span(
+                                "Biggest impact",
+                                style={
+                                    "marginLeft": "12px",
+                                    "padding": "2px 10px",
+                                    "borderRadius": "999px",
+                                    "fontSize": "12px",
+                                    "fontWeight": "600",
+                                    "background": ACCENT,
+                                    "color": DARK,
+                                },
+                            ),
+                        ],
+                        style={
+                            "marginBottom": "12px",
+                            "display": "flex",
+                            "alignItems": "center",
+                        },
+                    ),
+                    html.P(
+                        [
+                            html.Code(
+                                "os.cpu_count()",
+                                style={
+                                    "fontFamily": MONO,
+                                    "color": ACCENT,
+                                },
+                            ),
+                            " returns the host CPU count (4), not the cgroup limit (1). ",
+                            "The OCR pool was spawning 4 workers on a 1-CPU pod, each loading the full ONNX model set. "
+                            "Replaced with ",
+                            html.Code(
+                                "os.sched_getaffinity(0)",
+                                style={
+                                    "fontFamily": MONO,
+                                    "color": ACCENT,
+                                },
+                            ),
+                            " which respects cgroup/taskset limits. Result: serial mode on 1-CPU pods, "
+                            "eliminating 3 redundant model copies from memory.",
+                        ],
+                        style={
+                            "color": GRAY,
+                            "fontSize": "14px",
+                            "lineHeight": "1.6",
+                            "margin": "0",
+                        },
+                    ),
+                    html.Div(
+                        html.A(
+                            "PR #1502",
+                            href=f"{CORE_PRODUCT_BASE}/1502",
+                            target="_blank",
+                            style={
+                                "color": BLUE,
+                                "fontSize": "13px",
+                                "textDecoration": "none",
+                            },
+                        ),
+                        style={"marginTop": "8px"},
+                    ),
+                ],
+                style={
+                    **CARD,
+                    "marginBottom": "16px",
+                    "borderLeft": f"4px solid {ACCENT}",
+                },
+            ),
+            html.Div(
+                [
+                    html.Div(
+                        "Resize-First Preprocessing",
+                        style={
+                            "fontWeight": "700",
+                            "color": SLATE,
+                            "fontSize": "16px",
+                            "marginBottom": "12px",
+                        },
+                    ),
+                    html.P(
+                        "Pages were being converted to full-resolution numpy arrays before any resizing. "
+                        "Now resizes the PIL image first, avoiding a large temporary allocation for every page.",
+                        style={
+                            "color": GRAY,
+                            "fontSize": "14px",
+                            "lineHeight": "1.6",
+                            "margin": "0",
+                        },
+                    ),
+                    html.Div(
+                        html.A(
+                            "PR #1441",
+                            href=f"{CORE_PRODUCT_BASE}/1441",
+                            target="_blank",
+                            style={
+                                "color": BLUE,
+                                "fontSize": "13px",
+                                "textDecoration": "none",
+                            },
+                        ),
+                        style={"marginTop": "8px"},
+                    ),
+                ],
+                style={
+                    **CARD,
+                    "marginBottom": "16px",
+                    "borderLeft": f"4px solid {GREEN}",
+                },
+            ),
+            html.Div(
+                [
+                    html.Div(
+                        "Early Page Image Release",
+                        style={
+                            "fontWeight": "700",
+                            "color": SLATE,
+                            "fontSize": "16px",
+                            "marginBottom": "12px",
+                        },
+                    ),
+                    html.P(
+                        "Page images were held in memory through the entire table OCR + transformer inference pipeline. "
+                        "Now freed as soon as OCR is complete, reducing peak concurrent memory.",
+                        style={
+                            "color": GRAY,
+                            "fontSize": "14px",
+                            "lineHeight": "1.6",
+                            "margin": "0",
+                        },
+                    ),
+                    html.Div(
+                        html.A(
+                            "PR #1448",
+                            href=f"{CORE_PRODUCT_BASE}/1448",
+                            target="_blank",
+                            style={
+                                "color": BLUE,
+                                "fontSize": "13px",
+                                "textDecoration": "none",
+                            },
+                        ),
+                        style={"marginTop": "8px"},
+                    ),
+                ],
+                style={
+                    **CARD,
+                    "marginBottom": "16px",
+                    "borderLeft": f"4px solid {GREEN}",
+                },
+            ),
+            html.Div(
+                [
+                    html.Div(
+                        "jemalloc Allocator",
+                        style={
+                            "fontWeight": "700",
+                            "color": SLATE,
+                            "fontSize": "16px",
+                            "marginBottom": "12px",
+                        },
+                    ),
+                    html.P(
+                        "Switched from glibc malloc to jemalloc via LD_PRELOAD. Reduces memory fragmentation "
+                        "from the allocate/free/allocate pattern in the image processing pipeline. "
+                        "Opt-in via environment variable, fault-tolerant if jemalloc is not installed.",
+                        style={
+                            "color": GRAY,
+                            "fontSize": "14px",
+                            "lineHeight": "1.6",
+                            "margin": "0",
+                        },
+                    ),
+                    html.Div(
+                        html.A(
+                            "PR #1507",
+                            href=f"{CORE_PRODUCT_BASE}/1507",
+                            target="_blank",
+                            style={
+                                "color": BLUE,
+                                "fontSize": "13px",
+                                "textDecoration": "none",
+                            },
+                        ),
+                        style={"marginTop": "8px"},
+                    ),
+                ],
+                style={
+                    **CARD,
+                    "marginBottom": "16px",
+                    "borderLeft": f"4px solid {AMBER}",
+                },
+            ),
+            # Memory results chart
+            section("Memory Results"),
+            card(
+                [
+                    dcc.Graph(
+                        figure=make_memory_chart(),
+                        config={"displayModeBar": False},
+                    )
+                ]
+            ),
+            # Memory table
+            card(
+                [
+                    table_header(
+                        [
+                            {"label": "Metric", "flex": True},
+                            {
+                                "label": "Before",
+                                "width": "140px",
+                                "align": "right",
+                            },
+                            {
+                                "label": "After",
+                                "width": "140px",
+                                "align": "right",
+                            },
+                            {
+                                "label": "Delta",
+                                "width": "80px",
+                                "align": "center",
+                            },
+                        ]
+                    ),
+                    metric_row(
+                        "Pre-partition RSS",
+                        MEM_BEFORE["pre_partition_mb"],
+                        MEM_AFTER["pre_partition_mb"],
+                        "MB",
+                    ),
+                    metric_row(
+                        "Post-partition RSS",
+                        MEM_BEFORE["post_partition_mb"],
+                        MEM_AFTER["post_partition_mb"],
+                        "MB",
+                    ),
+                    metric_row(
+                        "Max single allocation",
+                        MEM_BEFORE["max_alloc_mb"],
+                        MEM_AFTER["max_alloc_mb"],
+                        "MB",
+                    ),
+                    metric_row(
+                        "K8s allocation",
+                        MEM_BEFORE["k8s_gb"] * 1024,
+                        MEM_AFTER["k8s_gb"] * 1024,
+                        "MB",
+                    ),
+                ],
+                marginTop="20px",
+            ),
+            section(
+                "What Changed: Latency",
+                "Two optimizations in the OCR pipeline that eliminate redundant image format conversions.",
+            ),
+            html.Div(
+                [
+                    html.Div(
+                        "BMP Instead of PNG for PDF Rendering",
+                        style={
+                            "fontWeight": "700",
+                            "color": SLATE,
+                            "fontSize": "16px",
+                            "marginBottom": "12px",
+                        },
+                    ),
+                    html.P(
+                        "pdfium was rendering pages as PNG (compressed) when the downstream consumer immediately "
+                        "decompresses to a raw bitmap. Switching to BMP skips the compression step entirely.",
+                        style={
+                            "color": GRAY,
+                            "fontSize": "14px",
+                            "lineHeight": "1.6",
+                            "margin": "0",
+                        },
+                    ),
+                    html.Div(
+                        [
+                            html.Span(
+                                "-89 ms/page",
+                                style={
+                                    "color": GREEN,
+                                    "fontWeight": "700",
+                                },
+                            ),
+                            html.Span(
+                                " | -890 ms for a 10-page scan",
+                                style={"color": GRAY},
+                            ),
+                        ],
+                        style={
+                            "marginTop": "8px",
+                            "fontSize": "14px",
+                        },
+                    ),
+                    html.Div(
+                        html.A(
+                            "PR #1503 (open)",
+                            href=f"{CORE_PRODUCT_BASE}/1503",
+                            target="_blank",
+                            style={
+                                "color": BLUE,
+                                "fontSize": "13px",
+                                "textDecoration": "none",
+                            },
+                        ),
+                        style={"marginTop": "4px"},
+                    ),
+                ],
+                style={
+                    **CARD,
+                    "marginBottom": "16px",
+                    "borderLeft": f"4px solid {GREEN}",
+                },
+            ),
+            html.Div(
+                [
+                    html.Div(
+                        "Direct File Path to Tesseract",
+                        style={
+                            "fontWeight": "700",
+                            "color": SLATE,
+                            "fontSize": "16px",
+                            "marginBottom": "12px",
+                        },
+                    ),
+                    html.P(
+                        "The OCR path was converting numpy -> PIL -> PNG bytes -> temp file -> tesseract. "
+                        "In serial mode, the page image file already exists on disk. "
+                        "Passing the path directly skips three intermediate copies.",
+                        style={
+                            "color": GRAY,
+                            "fontSize": "14px",
+                            "lineHeight": "1.6",
+                            "margin": "0",
+                        },
+                    ),
+                    html.Div(
+                        [
+                            html.Span(
+                                "-515 ms/page",
+                                style={
+                                    "color": GREEN,
+                                    "fontWeight": "700",
+                                },
+                            ),
+                            html.Span(
+                                " | -5,148 ms for a 10-page scan | 12.2% of pipeline",
+                                style={"color": GRAY},
+                            ),
+                        ],
+                        style={
+                            "marginTop": "8px",
+                            "fontSize": "14px",
+                        },
+                    ),
+                    html.Div(
+                        html.A(
+                            "PR #1506 (merged)",
+                            href=f"{CORE_PRODUCT_BASE}/1506",
+                            target="_blank",
+                            style={
+                                "color": BLUE,
+                                "fontSize": "13px",
+                                "textDecoration": "none",
+                            },
+                        ),
+                        style={"marginTop": "4px"},
+                    ),
+                ],
+                style={
+                    **CARD,
+                    "marginBottom": "16px",
+                    "borderLeft": f"4px solid {GREEN}",
+                },
+            ),
+            section(
+                "What Changed: CI/CD",
+                "platform-libs unified workflow - 28 packages, one CI pipeline.",
+            ),
+            card(
+                [
+                    dcc.Graph(
+                        figure=make_ci_chart(),
+                        config={"displayModeBar": False},
+                    )
+                ]
+            ),
+            card(
+                [
+                    table_header(
+                        [
+                            {"label": "Metric", "flex": True},
+                            {
+                                "label": "Before",
+                                "width": "140px",
+                                "align": "right",
+                            },
+                            {
+                                "label": "After",
+                                "width": "140px",
+                                "align": "right",
+                            },
+                            {
+                                "label": "Delta",
+                                "width": "80px",
+                                "align": "center",
+                            },
+                        ]
+                    ),
+                    metric_row(
+                        "CI jobs spawned",
+                        CI_BEFORE["jobs_spawned"],
+                        CI_AFTER["jobs_spawned"],
+                    ),
+                    metric_row(
+                        "Jobs that ran",
+                        CI_BEFORE["jobs_ran"],
+                        CI_AFTER["jobs_ran"],
+                    ),
+                    metric_row(
+                        "Billed minutes",
+                        CI_BEFORE["billed_min"],
+                        CI_AFTER["billed_min"],
+                        "min",
+                    ),
+                    metric_row(
+                        "Cost per run",
+                        CI_BEFORE["cost"],
+                        CI_AFTER["cost"],
+                        "$",
+                        "{:.2f}",
+                    ),
+                ],
+                marginTop="20px",
+            ),
+            section("What Changed: Reliability & Code Quality"),
+            html.Div(
+                style={
+                    "display": "flex",
+                    "gap": "16px",
+                    "flexDirection": "column",
+                },
+                children=[
+                    card(
+                        [
+                            html.Div(
+                                [
+                                    html.Span(
+                                        "Event loop blocking",
+                                        style={
+                                            "fontWeight": "700",
+                                            "color": SLATE,
+                                            "fontSize": "15px",
+                                        },
+                                    ),
+                                    html.Span(
+                                        "  3 PRs",
+                                        style={
+                                            "color": ACCENT,
+                                            "fontSize": "13px",
+                                            "fontWeight": "600",
+                                        },
+                                    ),
+                                ]
+                            ),
+                            html.P(
+                                "Gzip decompression, PDF validation, and CSV response merging were all running "
+                                "synchronously in the async event loop. Fixed with async I/O wrappers.",
+                                style={
+                                    "color": GRAY,
+                                    "fontSize": "14px",
+                                    "lineHeight": "1.6",
+                                    "margin": "8px 0 0",
+                                },
+                            ),
+                            html.Div(
+                                [
+                                    html.A(
+                                        "#1398",
+                                        href=f"{CORE_PRODUCT_BASE}/1398",
+                                        target="_blank",
+                                        style={
+                                            "color": BLUE,
+                                            "fontSize": "13px",
+                                            "textDecoration": "none",
+                                        },
+                                    ),
+                                    html.Span(
+                                        ", ",
+                                        style={
+                                            "color": BLUE,
+                                            "fontSize": "13px",
+                                        },
+                                    ),
+                                    html.A(
+                                        "#1399",
+                                        href=f"{CORE_PRODUCT_BASE}/1399",
+                                        target="_blank",
+                                        style={
+                                            "color": BLUE,
+                                            "fontSize": "13px",
+                                            "textDecoration": "none",
+                                        },
+                                    ),
+                                    html.Span(
+                                        ", ",
+                                        style={
+                                            "color": BLUE,
+                                            "fontSize": "13px",
+                                        },
+                                    ),
+                                    html.A(
+                                        "#1400",
+                                        href=f"{CORE_PRODUCT_BASE}/1400",
+                                        target="_blank",
+                                        style={
+                                            "color": BLUE,
+                                            "fontSize": "13px",
+                                            "textDecoration": "none",
+                                        },
+                                    ),
+                                ],
+                                style={"marginTop": "8px"},
+                            ),
+                        ]
+                    ),
+                    card(
+                        [
+                            html.Div(
+                                [
+                                    html.Span(
+                                        "Security audit",
+                                        style={
+                                            "fontWeight": "700",
+                                            "color": SLATE,
+                                            "fontSize": "15px",
+                                        },
+                                    ),
+                                    html.Span(
+                                        "  separate engagement",
+                                        style={
+                                            "marginLeft": "12px",
+                                            "padding": "2px 10px",
+                                            "borderRadius": "999px",
+                                            "fontSize": "11px",
+                                            "fontWeight": "600",
+                                            "background": LIGHT_RED,
+                                            "color": RED,
+                                        },
+                                    ),
+                                ]
+                            ),
+                            html.P(
+                                [
+                                    "Identified dependency confusion risk across 28 packages "
+                                    "and a lockfile bypass in Docker builds that caused CVE patches to never reach "
+                                    "production for ~2 months. The team fixed the Docker issue in ",
+                                    html.A(
+                                        "#1465",
+                                        href=f"{CORE_PRODUCT_BASE}/1465",
+                                        target="_blank",
+                                        style={
+                                            "color": BLUE,
+                                            "textDecoration": "none",
+                                        },
+                                    ),
+                                    ".",
+                                ],
+                                style={
+                                    "color": GRAY,
+                                    "fontSize": "14px",
+                                    "lineHeight": "1.6",
+                                    "margin": "8px 0 0",
+                                },
+                            ),
+                        ]
+                    ),
+                ],
+            ),
+        ],
+    )
+
+
+def build_detail_view():
+    return html.Div(
+        id="detail-view",
+        style={"display": "none"},
+        children=[
+            section(
+                "Merged PR Inventory",
+                "All PRs merged across 3 repositories, ordered by date.",
+            ),
+            dash_table.DataTable(
+                columns=[
+                    {"name": "PR", "id": "pr"},
+                    {"name": "Merged", "id": "date"},
+                    {"name": "Description", "id": "desc"},
+                    {"name": "Category", "id": "cat"},
+                    {"name": "Repo", "id": "repo"},
+                ],
+                data=[
+                    {
+                        "pr": f"#{r[0]}",
+                        "date": r[1],
+                        "desc": r[2],
+                        "cat": r[3],
+                        "repo": r[4],
+                    }
+                    for r in MERGED_PRS
+                ],
+                **{
+                    **TABLE_STYLE,
+                    "style_data_conditional": [
+                        {
+                            "if": {"row_index": "odd"},
+                            "backgroundColor": "#1f1f23",
+                        },
+                        *[
+                            {
+                                "if": {
+                                    "filter_query": f'{{cat}} = "{cat}"',
+                                    "column_id": "cat",
+                                },
+                                "color": color,
+                                "fontWeight": "600",
+                            }
+                            for cat, color in {
+                                "Memory": GREEN,
+                                "Latency": ACCENT,
+                                "Reliability": BLUE,
+                                "Code quality": PURPLE,
+                                "CI/CD": PINK,
+                            }.items()
+                        ],
+                    ],
+                },
+            ),
+            section("Open / In-Progress PRs"),
+            dash_table.DataTable(
+                columns=[
+                    {"name": "PR", "id": "pr"},
+                    {"name": "Description", "id": "desc"},
+                    {"name": "Category", "id": "cat"},
+                    {"name": "Repo", "id": "repo"},
+                ],
+                data=[
+                    {
+                        "pr": f"#{r[0]}",
+                        "desc": r[1],
+                        "cat": r[2],
+                        "repo": r[3],
+                    }
+                    for r in OPEN_PRS
+                ],
+                **{
+                    **TABLE_STYLE,
+                    "style_data_conditional": [
+                        {
+                            "if": {"row_index": "odd"},
+                            "backgroundColor": "#1f1f23",
+                        },
+                    ],
+                },
+            ),
+            section(
+                "A/B Benchmark Results (memray --native)",
+                "18 common partition tests, pre-Feb 2026 baseline vs current main.",
+            ),
+            card(
+                [
+                    table_header(
+                        [
+                            {"label": "Metric", "flex": True},
+                            {
+                                "label": "Baseline",
+                                "width": "140px",
+                                "align": "right",
+                            },
+                            {
+                                "label": "Current",
+                                "width": "140px",
+                                "align": "right",
+                            },
+                            {
+                                "label": "Delta",
+                                "width": "80px",
+                                "align": "center",
+                            },
+                        ]
+                    ),
+                    metric_row(
+                        "Post-import RSS",
+                        BENCH_BEFORE["post_import_mib"],
+                        BENCH_AFTER["post_import_mib"],
+                        "MiB",
+                    ),
+                    metric_row(
+                        "First partition delta",
+                        BENCH_BEFORE["first_partition_delta_mib"],
+                        BENCH_AFTER["first_partition_delta_mib"],
+                        "MiB",
+                    ),
+                    metric_row(
+                        "Peak memory",
+                        BENCH_BEFORE["peak_gb"],
+                        BENCH_AFTER["peak_gb"],
+                        "GB",
+                        "{:.3f}",
+                    ),
+                    metric_row(
+                        "Total allocated",
+                        BENCH_BEFORE["total_gb"],
+                        BENCH_AFTER["total_gb"],
+                        "GB",
+                        "{:.1f}",
+                        better="lower",
+                    ),
+                    metric_row(
+                        "Allocation count",
+                        BENCH_BEFORE["allocs"],
+                        BENCH_AFTER["allocs"],
+                        "",
+                        "{:,.0f}",
+                        better="lower",
+                    ),
+                    metric_row(
+                        "Wall time",
+                        BENCH_BEFORE["wall_s"],
+                        BENCH_AFTER["wall_s"],
+                        "s",
+                        "{:.1f}",
+                    ),
+                ]
+            ),
+            html.P(
+                "Total allocated increased because current uses more frequent smaller allocations - "
+                "peak (the OOM-risk metric) still decreased. This pattern indicates better memory recycling.",
+                style={
+                    "color": LIGHT_GRAY,
+                    "fontSize": "12px",
+                    "marginTop": "12px",
+                },
+            ),
+            section(
+                "Latency Optimization Detail",
+                "Traced 9-step PIL conversion chain in the OCR path.",
+            ),
+            dash_table.DataTable(
+                columns=[
+                    {"name": "Optimization", "id": "opt"},
+                    {"name": "Per Page", "id": "per_page"},
+                    {"name": "10-Page Scan", "id": "ten_page"},
+                    {"name": "% of Pipeline", "id": "pct"},
+                    {"name": "PR", "id": "pr"},
+                ],
+                data=[
+                    {
+                        "opt": r[0],
+                        "per_page": f"-{r[1]} ms",
+                        "ten_page": f"-{r[2]:,} ms",
+                        "pct": f"{r[3]}%",
+                        "pr": r[4],
+                    }
+                    for r in LATENCY_OPTS
+                ]
+                + [
+                    {
+                        "opt": "Combined",
+                        "per_page": "-604 ms",
+                        "ten_page": "-6,038 ms",
+                        "pct": "14.4%",
+                        "pr": "",
+                    }
+                ],
+                **TABLE_STYLE,
+            ),
+            section(
+                "CI/CD Detail",
+                "platform-libs: 28 packages migrated from per-package toolchains to uv workspace.",
+            ),
+            card(
+                [
+                    html.Ul(
+                        [
+                            html.Li(
+                                "7-11 runners per package consolidated to 1"
+                            ),
+                            html.Li(
+                                "28 independent lockfiles replaced by 1 workspace lockfile (245 packages)"
+                            ),
+                            html.Li(
+                                "~1,500 lines of boilerplate deleted (23 tasks.py, 27 .python-version, 13 requirements/ dirs)"
+                            ),
+                            html.Li(
+                                "messagebus test suite optimized: ~64s -> ~30s (sleep-based -> event-based)"
+                            ),
+                            html.Li(
+                                [
+                                    "2 merged PRs in github-workflows (",
+                                    html.A(
+                                        "#360",
+                                        href=f"{GITHUB_WORKFLOWS_BASE}/360",
+                                        target="_blank",
+                                        style={
+                                            "color": BLUE,
+                                            "textDecoration": "none",
+                                        },
+                                    ),
+                                    ", ",
+                                    html.A(
+                                        "#361",
+                                        href=f"{GITHUB_WORKFLOWS_BASE}/361",
+                                        target="_blank",
+                                        style={
+                                            "color": BLUE,
+                                            "textDecoration": "none",
+                                        },
+                                    ),
+                                    ") adding uv workspace support",
+                                ]
+                            ),
+                        ],
+                        style={
+                            "color": SLATE,
+                            "fontSize": "14px",
+                            "lineHeight": "2.0",
+                            "paddingLeft": "20px",
+                            "margin": "0",
+                        },
+                    ),
+                ]
+            ),
+            section("Estimated Cost Impact (platform-libs)"),
+            card(
+                [
+                    table_header(
+                        [
+                            {"label": "", "flex": True},
+                            {
+                                "label": "Monthly",
+                                "width": "140px",
+                                "align": "right",
+                            },
+                            {
+                                "label": "Annual",
+                                "width": "140px",
+                                "align": "right",
+                            },
+                        ]
+                    ),
+                    html.Div(
+                        [
+                            html.Div(
+                                "GitHub Actions billing savings",
+                                style={
+                                    "flex": "1",
+                                    "fontWeight": "600",
+                                    "color": SLATE,
+                                    "fontSize": "14px",
+                                },
+                            ),
+                            html.Div(
+                                "$7",
+                                style={
+                                    "width": "140px",
+                                    "textAlign": "right",
+                                    "color": SLATE,
+                                    "fontSize": "14px",
+                                    "fontFamily": MONO,
+                                },
+                            ),
+                            html.Div(
+                                "$85",
+                                style={
+                                    "width": "140px",
+                                    "textAlign": "right",
+                                    "color": SLATE,
+                                    "fontSize": "14px",
+                                    "fontFamily": MONO,
+                                },
+                            ),
+                        ],
+                        style={
+                            "display": "flex",
+                            "gap": "16px",
+                            "padding": "12px 0",
+                            "borderBottom": f"1px solid {CARD_BORDER}",
+                        },
+                    ),
+                    html.Div(
+                        [
+                            html.Div(
+                                "Engineering wait time reduced",
+                                style={
+                                    "flex": "1",
+                                    "fontWeight": "600",
+                                    "color": SLATE,
+                                    "fontSize": "14px",
+                                },
+                            ),
+                            html.Div(
+                                "$5,640",
+                                style={
+                                    "width": "140px",
+                                    "textAlign": "right",
+                                    "color": GREEN,
+                                    "fontSize": "14px",
+                                    "fontWeight": "700",
+                                    "fontFamily": MONO,
+                                },
+                            ),
+                            html.Div(
+                                "$67,680",
+                                style={
+                                    "width": "140px",
+                                    "textAlign": "right",
+                                    "color": GREEN,
+                                    "fontSize": "14px",
+                                    "fontWeight": "700",
+                                    "fontFamily": MONO,
+                                },
+                            ),
+                        ],
+                        style={
+                            "display": "flex",
+                            "gap": "16px",
+                            "padding": "12px 0",
+                            "borderBottom": f"1px solid {CARD_BORDER}",
+                        },
+                    ),
+                    html.P(
+                        "Assumptions: 15 engineers, 5 CI pushes/engineer/day, $75/h loaded rate, 22 working days/month. "
+                        "Engineering wait time is an upper-bound proxy for context-switching cost.",
+                        style={
+                            "color": LIGHT_GRAY,
+                            "fontSize": "12px",
+                            "marginTop": "12px",
+                        },
+                    ),
+                ]
+            ),
+            section("Security Findings"),
+            html.Div(
+                [
+                    html.Div(
+                        [
+                            html.Div(
+                                "Dependency Confusion Risk",
+                                style={
+                                    "fontWeight": "700",
+                                    "color": SLATE,
+                                    "fontSize": "16px",
+                                },
+                            ),
+                            html.Span(
+                                "High",
+                                style={
+                                    "marginLeft": "12px",
+                                    "padding": "2px 10px",
+                                    "borderRadius": "999px",
+                                    "fontSize": "12px",
+                                    "fontWeight": "600",
+                                    "background": RED,
+                                    "color": DARK,
+                                },
+                            ),
+                        ],
+                        style={
+                            "marginBottom": "12px",
+                            "display": "flex",
+                            "alignItems": "center",
+                        },
+                    ),
+                    html.P(
+                        "Each of 28 platform-libs packages had its own index config pointing at the private "
+                        "Azure DevOps feed with no explicit priority relative to PyPI. An attacker could publish "
+                        "a malicious package with the same name as an internal package.",
+                        style={
+                            "color": GRAY,
+                            "fontSize": "14px",
+                            "lineHeight": "1.6",
+                            "margin": "0",
+                        },
+                    ),
+                    html.P(
+                        [
+                            "Fix: ",
+                            html.Span(
+                                "PyPI set as default, private feed set as explicit, "
+                                "all internal packages mapped as workspace sources.",
+                                style={"fontWeight": "600"},
+                            ),
+                        ],
+                        style={
+                            "color": SLATE,
+                            "fontSize": "14px",
+                            "marginTop": "8px",
+                        },
+                    ),
+                ],
+                style={
+                    **CARD,
+                    "marginBottom": "16px",
+                    "borderLeft": f"4px solid {RED}",
+                },
+            ),
+            html.Div(
+                [
+                    html.Div(
+                        [
+                            html.Div(
+                                "CVE Patches Not Reaching Production",
+                                style={
+                                    "fontWeight": "700",
+                                    "color": SLATE,
+                                    "fontSize": "16px",
+                                },
+                            ),
+                            html.Span(
+                                "Critical",
+                                style={
+                                    "marginLeft": "12px",
+                                    "padding": "2px 10px",
+                                    "borderRadius": "999px",
+                                    "fontSize": "12px",
+                                    "fontWeight": "600",
+                                    "background": RED,
+                                    "color": DARK,
+                                },
+                            ),
+                        ],
+                        style={
+                            "marginBottom": "12px",
+                            "display": "flex",
+                            "alignItems": "center",
+                        },
+                    ),
+                    html.P(
+                        "uv pip install in Docker builds bypassed the lockfile. Renovate CVE fix PRs were merged "
+                        "and the lockfile updated, but production images never received the patches. "
+                        "This also caused torch to pull CUDA variants, adding ~2.5 GB of unnecessary nvidia packages.",
+                        style={
+                            "color": GRAY,
+                            "fontSize": "14px",
+                            "lineHeight": "1.6",
+                            "margin": "0",
+                        },
+                    ),
+                    html.P(
+                        "Unstructured processes sensitive documents for enterprise customers in regulated industries "
+                        "(HIPAA, SOC 2, PCI-DSS). Unpatched CVEs in production are a compliance risk.",
+                        style={
+                            "color": GRAY,
+                            "fontSize": "14px",
+                            "lineHeight": "1.6",
+                            "marginTop": "8px",
+                        },
+                    ),
+                    html.P(
+                        [
+                            "Fixed by Unstructured team: ",
+                            html.A(
+                                "#1465",
+                                href=f"{CORE_PRODUCT_BASE}/1465",
+                                target="_blank",
+                                style={
+                                    "color": BLUE,
+                                    "fontWeight": "600",
+                                    "textDecoration": "none",
+                                },
+                            ),
+                            html.Span(
+                                " (uv sync --locked) and ",
+                                style={"fontWeight": "600"},
+                            ),
+                            html.A(
+                                "#1319",
+                                href=f"{CORE_PRODUCT_BASE}/1319",
+                                target="_blank",
+                                style={
+                                    "color": BLUE,
+                                    "fontWeight": "600",
+                                    "textDecoration": "none",
+                                },
+                            ),
+                            html.Span(
+                                " (Dockerfile layer caching).",
+                                style={"fontWeight": "600"},
+                            ),
+                        ],
+                        style={
+                            "color": SLATE,
+                            "fontSize": "14px",
+                            "marginTop": "8px",
+                        },
+                    ),
+                ],
+                style={
+                    **CARD,
+                    "marginBottom": "16px",
+                    "borderLeft": f"4px solid {RED}",
+                },
+            ),
+            section("Benchmark Environment"),
+            dash_table.DataTable(
+                columns=[
+                    {"name": "Parameter", "id": "param"},
+                    {"name": "Value", "id": "value"},
+                ],
+                data=[
+                    {
+                        "param": "VM",
+                        "value": "Azure Standard_D8s_v5 (8 vCPU, 32 GB RAM)",
+                    },
+                    {"param": "OS", "value": "Ubuntu 20.04"},
+                    {"param": "Python", "value": "3.12"},
+                    {
+                        "param": "Profiler",
+                        "value": "memray --native (C/C++ malloc, mmap)",
+                    },
+                    {
+                        "param": "Test Runner",
+                        "value": "memray run --native -o {out}.bin --force -m pytest -v",
+                    },
+                    {
+                        "param": "Baseline",
+                        "value": "pre-Feb 2026 (4 OCR workers, os.cpu_count)",
+                    },
+                    {
+                        "param": "Current",
+                        "value": "main (serial OCR, sched_getaffinity)",
+                    },
+                    {
+                        "param": "Protocol",
+                        "value": "VM reboot + 5-min idle before each run",
+                    },
+                    {
+                        "param": "Production Target",
+                        "value": "Knative pods, 1 CPU / 32 GB RAM -> 4 GB recommended",
+                    },
+                    {
+                        "param": "Test Scope",
+                        "value": "18 common partition tests (od_only, hi_res, pptx, docx)",
+                    },
+                ],
+                **TABLE_STYLE,
+            ),
+        ],
+    )
+
+
+# ── App ──────────────────────────────────────────────────────────────────────
+
+app = Dash(
+    __name__,
+    meta_tags=[
+        {"name": "viewport", "content": "width=device-width, initial-scale=1"},
+        {
+            "property": "og:title",
+            "content": "Unstructured x Codeflash — Engagement Report",
+        },
+        {
+            "property": "og:description",
+            "content": "Performance optimization results: 87.5% memory reduction, 14.4% latency improvement",
+        },
+    ],
+    suppress_callback_exceptions=True,
+)
+app.title = "Unstructured x Codeflash — Engagement Report"
+
+app.index_string = """<!DOCTYPE html>
+<html>
+<head>
+    {%metas%}
+    <title>{%title%}</title>
+    <link rel="preconnect" href="https://fonts.googleapis.com">
+    <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
+    <link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;600;700;800&family=JetBrains+Mono:wght@400;600;700&display=swap" rel="stylesheet">
+    {%favicon%}
+    {%css%}
+</head>
+<body>
+    {%app_entry%}
+    <footer>
+        {%config%}
+        {%scripts%}
+        {%renderer%}
+    </footer>
+</body>
+</html>"""
+
+app.layout = html.Div(
+    style={"background": BG, "minHeight": "100vh", "fontFamily": FONT},
+    children=[
+        # ── Hero ──
+        html.Div(
+            style={
+                "background": f"linear-gradient(135deg, {DARK} 0%, #1c1917 50%, {DARK} 100%)",
+                "padding": "60px 24px 52px",
+                "textAlign": "center",
+                "borderBottom": f"1px solid {CARD_BORDER}",
+            },
+            children=[
+                html.Div(
+                    "UNSTRUCTURED",
+                    style={
+                        "fontSize": "13px",
+                        "fontWeight": "700",
+                        "color": ACCENT,
+                        "letterSpacing": "0.15em",
+                        "marginBottom": "12px",
+                    },
+                ),
+                html.H1(
+                    "Codeflash Engagement Report",
+                    style={
+                        "color": WHITE,
+                        "fontSize": "36px",
+                        "fontWeight": "800",
+                        "margin": "0",
+                        "letterSpacing": "-0.02em",
+                        "fontFamily": FONT,
+                    },
+                ),
+                html.P(
+                    "core-product performance optimization, CI/CD modernization, and security hardening",
+                    style={
+                        "color": GRAY,
+                        "fontSize": "17px",
+                        "margin": "12px auto 0",
+                        "maxWidth": "700px",
+                    },
+                ),
+                html.Div(
+                    style={
+                        "marginTop": "24px",
+                        "display": "flex",
+                        "justifyContent": "center",
+                        "gap": "24px",
+                        "flexWrap": "wrap",
+                    },
+                    children=[
+                        html.Span(
+                            "March - April 2026",
+                            style={"color": LIGHT_GRAY, "fontSize": "13px"},
+                        ),
+                        html.Span("|", style={"color": LIGHT_GRAY}),
+                        html.Span(
+                            "12 PRs merged",
+                            style={"color": LIGHT_GRAY, "fontSize": "13px"},
+                        ),
+                        html.Span("|", style={"color": LIGHT_GRAY}),
+                        html.Span(
+                            "7 PRs in progress",
+                            style={"color": LIGHT_GRAY, "fontSize": "13px"},
+                        ),
+                        html.Span("|", style={"color": LIGHT_GRAY}),
+                        html.Span(
+                            "3 repos",
+                            style={"color": LIGHT_GRAY, "fontSize": "13px"},
+                        ),
+                    ],
+                ),
+            ],
+        ),
+        # ── Content ──
+        html.Div(
+            style={
+                "maxWidth": "960px",
+                "margin": "0 auto",
+                "padding": "0 24px 80px",
+            },
+            children=[
+                # ── Hero Metrics ──
+                html.Div(
+                    style={
+                        "display": "flex",
+                        "gap": "20px",
+                        "flexWrap": "wrap",
+                        "marginTop": "-40px",
+                        "position": "relative",
+                        "zIndex": "1",
+                    },
+                    children=[
+                        hero_metric(
+                            "32 \u2192 4 GB",
+                            "K8s Pod Memory",
+                            "87.5% infrastructure reduction",
+                            GREEN,
+                        ),
+                        hero_metric(
+                            "-60%",
+                            "Peak RSS",
+                            "3,491 MB \u2192 1,398 MB post-partition",
+                            GREEN,
+                        ),
+                        hero_metric(
+                            "-14.4%",
+                            "Latency",
+                            "604 ms/page eliminated from OCR pipeline",
+                            ACCENT,
+                        ),
+                        hero_metric(
+                            "0",
+                            "Regressions",
+                            "348 tests pass, zero breakage",
+                            ACCENT,
+                        ),
+                    ],
+                ),
+                # ── View Toggle ──
+                html.Div(
+                    style={
+                        "display": "flex",
+                        "justifyContent": "center",
+                        "margin": "40px 0 8px",
+                    },
+                    children=[
+                        html.Div(
+                            style={
+                                "display": "inline-flex",
+                                "background": CARD_BG,
+                                "borderRadius": "12px",
+                                "padding": "4px",
+                                "border": f"1px solid {CARD_BORDER}",
+                            },
+                            children=[
+                                html.Button(
+                                    "Executive Brief",
+                                    id="btn-exec",
+                                    n_clicks=1,
+                                    style={
+                                        "padding": "10px 24px",
+                                        "border": "none",
+                                        "borderRadius": "8px",
+                                        "cursor": "pointer",
+                                        "fontSize": "14px",
+                                        "fontWeight": "600",
+                                        "fontFamily": FONT,
+                                        "background": ACCENT,
+                                        "color": DARK,
+                                        "transition": "all 0.2s",
+                                    },
+                                ),
+                                html.Button(
+                                    "Engineering Team",
+                                    id="btn-team",
+                                    n_clicks=0,
+                                    style={
+                                        "padding": "10px 24px",
+                                        "border": "none",
+                                        "borderRadius": "8px",
+                                        "cursor": "pointer",
+                                        "fontSize": "14px",
+                                        "fontWeight": "600",
+                                        "fontFamily": FONT,
+                                        "background": "transparent",
+                                        "color": GRAY,
+                                        "transition": "all 0.2s",
+                                    },
+                                ),
+                                html.Button(
+                                    "Full Detail",
+                                    id="btn-detail",
+                                    n_clicks=0,
+                                    style={
+                                        "padding": "10px 24px",
+                                        "border": "none",
+                                        "borderRadius": "8px",
+                                        "cursor": "pointer",
+                                        "fontSize": "14px",
+                                        "fontWeight": "600",
+                                        "fontFamily": FONT,
+                                        "background": "transparent",
+                                        "color": GRAY,
+                                        "transition": "all 0.2s",
+                                    },
+                                ),
+                            ],
+                        ),
+                    ],
+                ),
+                # ═════════════════════════════════════════════════════════════════════
+                # VIEW 1: EXECUTIVE BRIEF
+                # For Chris Maddock (SVP Eng) and JPC
+                # ═════════════════════════════════════════════════════════════════════
+                build_exec_view(),
+                # ═════════════════════════════════════════════════════════════════════
+                # VIEW 2: ENGINEERING TEAM
+                # For Crag's team — what changed, in plain language, with commit refs
+                # ═════════════════════════════════════════════════════════════════════
+                build_team_view(),
+                # ═════════════════════════════════════════════════════════════════════
+                # VIEW 3: FULL DETAIL
+                # Per-PR inventory, benchmarks, methodology
+                # ═════════════════════════════════════════════════════════════════════
+                build_detail_view(),
+                # ── Footer (always visible) ──
+                html.Div(
+                    style={
+                        "textAlign": "center",
+                        "marginTop": "64px",
+                        "paddingTop": "24px",
+                        "borderTop": f"1px solid {CARD_BORDER}",
+                    },
+                    children=[
+                        html.Div(
+                            "UNSTRUCTURED",
+                            style={
+                                "fontSize": "11px",
+                                "fontWeight": "700",
+                                "color": ACCENT,
+                                "letterSpacing": "0.15em",
+                                "marginBottom": "4px",
+                            },
+                        ),
+                        html.P(
+                            "Codeflash Engagement Report — April 2026",
+                            style={
+                                "color": LIGHT_GRAY,
+                                "fontSize": "13px",
+                                "margin": "0",
+                            },
+                        ),
+                    ],
+                ),
+            ],
+        ),
+    ],
+)
+
+
+# ── Toggle callback ──
+clientside_callback(
+    """
+    function(exec_c, team_c, detail_c) {
+        exec_c = exec_c || 0;
+        team_c = team_c || 0;
+        detail_c = detail_c || 0;
+        var base = {
+            "padding": "10px 24px", "border": "none", "borderRadius": "8px",
+            "cursor": "pointer", "fontSize": "14px", "fontWeight": "600",
+            "fontFamily": "'Inter', system-ui, -apple-system, sans-serif",
+            "transition": "all 0.2s"
+        };
+        var active = Object.assign({}, base, {"background": "#ffd227", "color": "#09090b"});
+        var inactive = Object.assign({}, base, {"background": "transparent", "color": "#a1a1aa"});
+        var show = {"display": "block"};
+        var hide = {"display": "none"};
+        var mx = Math.max(exec_c, team_c, detail_c);
+        if (detail_c === mx && detail_c > 0) return [hide, hide, show, inactive, inactive, active];
+        if (team_c === mx && team_c > 0) return [hide, show, hide, inactive, active, inactive];
+        return [show, hide, hide, active, inactive, inactive];
+    }
+    """,
+    Output("exec-view", "style"),
+    Output("team-view", "style"),
+    Output("detail-view", "style"),
+    Output("btn-exec", "style"),
+    Output("btn-team", "style"),
+    Output("btn-detail", "style"),
+    Input("btn-exec", "n_clicks"),
+    Input("btn-team", "n_clicks"),
+    Input("btn-detail", "n_clicks"),
+)
+
+server = app.server
+
+if __name__ == "__main__":
+    app.run(debug=False, port=8050)
diff --git a/reports/unstructured/pyproject.toml b/reports/unstructured/pyproject.toml
new file mode 100644
index 0000000..fc9c779
--- /dev/null
+++ b/reports/unstructured/pyproject.toml
@@ -0,0 +1,8 @@
+[project]
+name = "unstructured-report"
+version = "0.1.0"
+requires-python = ">=3.12"
+dependencies = [
+    "dash>=4.1",
+    "plotly>=6.7",
+]
diff --git a/reports/unstructured/theme.py b/reports/unstructured/theme.py
new file mode 100644
index 0000000..dec94a7
--- /dev/null
+++ b/reports/unstructured/theme.py
@@ -0,0 +1,59 @@
+"""Theme and styling constants for the Unstructured x Codeflash engagement report."""
+
+# ── Colors (Codeflash dark - amber/zinc) ────────────────────────────────────
+ACCENT = "#ffd227"
+DARK = "#09090b"
+CARD_BG = "#18181b"
+CARD_BORDER = "#27272a"
+SLATE = "#e4e4e7"
+GRAY = "#a1a1aa"
+LIGHT_GRAY = "#71717a"
+BG = "#09090b"
+WHITE = "#fafafa"
+GREEN = "#4ade80"
+LIGHT_GREEN = "rgba(74,222,128,0.12)"
+RED = "#f87171"
+LIGHT_RED = "rgba(248,113,113,0.12)"
+AMBER = "#fbbf24"
+BLUE = "#60a5fa"
+PURPLE = "#a78bfa"
+PINK = "#f472b6"
+
+# ── Component styles ────────────────────────────────────────────────────────
+CARD = {
+    "background": CARD_BG,
+    "borderRadius": "12px",
+    "padding": "28px 32px",
+    "border": f"1px solid {CARD_BORDER}",
+}
+FONT = "'Inter', system-ui, -apple-system, sans-serif"
+MONO = "'JetBrains Mono', 'Menlo', monospace"
+
+# ── Table styles ────────────────────────────────────────────────────────────
+TABLE_STYLE = {
+    "style_header": {
+        "backgroundColor": "#0f0f12",
+        "color": ACCENT,
+        "fontWeight": "600",
+        "fontSize": "13px",
+        "padding": "12px 16px",
+        "borderBottom": f"1px solid {CARD_BORDER}",
+    },
+    "style_cell": {
+        "textAlign": "left",
+        "padding": "12px 16px",
+        "fontSize": "13px",
+        "fontFamily": FONT,
+        "border": "none",
+        "color": SLATE,
+    },
+    "style_data": {"backgroundColor": CARD_BG, "color": SLATE},
+    "style_data_conditional": [
+        {"if": {"row_index": "odd"}, "backgroundColor": "#1f1f23"}
+    ],
+    "style_table": {
+        "borderRadius": "12px",
+        "overflow": "hidden",
+        "border": f"1px solid {CARD_BORDER}",
+    },
+}
diff --git a/scripts/claude_insights.py b/scripts/claude_insights.py
index bf13bfd..2604073 100644
--- a/scripts/claude_insights.py
+++ b/scripts/claude_insights.py
@@ -31,14 +31,14 @@ import re
 import statistics
 import subprocess
 from collections import Counter, defaultdict
+from collections.abc import Iterable
 from dataclasses import asdict, dataclass, field
 from datetime import datetime, timezone
 from functools import lru_cache
 from pathlib import Path
-from typing import Any, Iterable
+from typing import Any
 from uuid import UUID
 
-
 EXTENSION_TO_LANGUAGE: dict[str, str] = {
     ".ts": "TypeScript",
     ".tsx": "TypeScript",
@@ -142,150 +142,150 @@ AGENT_TOOL_NAMES = {"Agent", "Task"}
 
 GOAL_PATTERNS: dict[str, list[re.Pattern[str]]] = {
     "debug_investigate": [
-        re.compile(r"\bdebug\b", re.I),
-        re.compile(r"\binvestigat", re.I),
-        re.compile(r"\btrace\b", re.I),
-        re.compile(r"\bwhy\b", re.I),
-        re.compile(r"\berror\b", re.I),
-        re.compile(r"\bissue\b", re.I),
+        re.compile(r"\bdebug\b", re.IGNORECASE),
+        re.compile(r"\binvestigat", re.IGNORECASE),
+        re.compile(r"\btrace\b", re.IGNORECASE),
+        re.compile(r"\bwhy\b", re.IGNORECASE),
+        re.compile(r"\berror\b", re.IGNORECASE),
+        re.compile(r"\bissue\b", re.IGNORECASE),
     ],
     "implement_feature": [
-        re.compile(r"\bimplement\b", re.I),
-        re.compile(r"\bbuild\b", re.I),
-        re.compile(r"\bfeature\b", re.I),
-        re.compile(r"\badd\b", re.I),
-        re.compile(r"\bcreate\b", re.I),
+        re.compile(r"\bimplement\b", re.IGNORECASE),
+        re.compile(r"\bbuild\b", re.IGNORECASE),
+        re.compile(r"\bfeature\b", re.IGNORECASE),
+        re.compile(r"\badd\b", re.IGNORECASE),
+        re.compile(r"\bcreate\b", re.IGNORECASE),
     ],
     "fix_bug": [
-        re.compile(r"\bfix\b", re.I),
-        re.compile(r"\bbug\b", re.I),
-        re.compile(r"\bbroken\b", re.I),
-        re.compile(r"\bfailing\b", re.I),
+        re.compile(r"\bfix\b", re.IGNORECASE),
+        re.compile(r"\bbug\b", re.IGNORECASE),
+        re.compile(r"\bbroken\b", re.IGNORECASE),
+        re.compile(r"\bfailing\b", re.IGNORECASE),
     ],
     "write_script_tool": [
-        re.compile(r"\bscript\b", re.I),
-        re.compile(r"\bcli\b", re.I),
-        re.compile(r"\btool\b", re.I),
-        re.compile(r"\bautomation\b", re.I),
+        re.compile(r"\bscript\b", re.IGNORECASE),
+        re.compile(r"\bcli\b", re.IGNORECASE),
+        re.compile(r"\btool\b", re.IGNORECASE),
+        re.compile(r"\bautomation\b", re.IGNORECASE),
     ],
     "refactor_code": [
-        re.compile(r"\brefactor\b", re.I),
-        re.compile(r"\bcleanup\b", re.I),
-        re.compile(r"\breorgan", re.I),
-        re.compile(r"\bsimplif", re.I),
+        re.compile(r"\brefactor\b", re.IGNORECASE),
+        re.compile(r"\bcleanup\b", re.IGNORECASE),
+        re.compile(r"\breorgan", re.IGNORECASE),
+        re.compile(r"\bsimplif", re.IGNORECASE),
     ],
     "configure_system": [
-        re.compile(r"\bconfigure\b", re.I),
-        re.compile(r"\bsetup\b", re.I),
-        re.compile(r"\binstall\b", re.I),
-        re.compile(r"\bconfig\b", re.I),
-        re.compile(r"\benv\b", re.I),
-        re.compile(r"\bdocker\b", re.I),
-        re.compile(r"\bci\b", re.I),
+        re.compile(r"\bconfigure\b", re.IGNORECASE),
+        re.compile(r"\bsetup\b", re.IGNORECASE),
+        re.compile(r"\binstall\b", re.IGNORECASE),
+        re.compile(r"\bconfig\b", re.IGNORECASE),
+        re.compile(r"\benv\b", re.IGNORECASE),
+        re.compile(r"\bdocker\b", re.IGNORECASE),
+        re.compile(r"\bci\b", re.IGNORECASE),
     ],
     "create_pr_commit": [
-        re.compile(r"\bcommit\b", re.I),
-        re.compile(r"\bpull request\b", re.I),
-        re.compile(r"\bpr\b", re.I),
-        re.compile(r"\bmerge\b", re.I),
+        re.compile(r"\bcommit\b", re.IGNORECASE),
+        re.compile(r"\bpull request\b", re.IGNORECASE),
+        re.compile(r"\bpr\b", re.IGNORECASE),
+        re.compile(r"\bmerge\b", re.IGNORECASE),
     ],
     "analyze_data": [
-        re.compile(r"\banaly[sz]e\b", re.I),
-        re.compile(r"\bmetrics\b", re.I),
-        re.compile(r"\breport\b", re.I),
-        re.compile(r"\bdata\b", re.I),
+        re.compile(r"\banaly[sz]e\b", re.IGNORECASE),
+        re.compile(r"\bmetrics\b", re.IGNORECASE),
+        re.compile(r"\breport\b", re.IGNORECASE),
+        re.compile(r"\bdata\b", re.IGNORECASE),
     ],
     "understand_codebase": [
-        re.compile(r"\bunderstand\b", re.I),
-        re.compile(r"\bexplain\b", re.I),
-        re.compile(r"\bwalk ?through\b", re.I),
-        re.compile(r"\bhow does\b", re.I),
-        re.compile(r"\bwhere is\b", re.I),
+        re.compile(r"\bunderstand\b", re.IGNORECASE),
+        re.compile(r"\bexplain\b", re.IGNORECASE),
+        re.compile(r"\bwalk ?through\b", re.IGNORECASE),
+        re.compile(r"\bhow does\b", re.IGNORECASE),
+        re.compile(r"\bwhere is\b", re.IGNORECASE),
     ],
     "write_tests": [
-        re.compile(r"\btests?\b", re.I),
-        re.compile(r"\bpytest\b", re.I),
-        re.compile(r"\bunit test\b", re.I),
-        re.compile(r"\bintegration test\b", re.I),
+        re.compile(r"\btests?\b", re.IGNORECASE),
+        re.compile(r"\bpytest\b", re.IGNORECASE),
+        re.compile(r"\bunit test\b", re.IGNORECASE),
+        re.compile(r"\bintegration test\b", re.IGNORECASE),
     ],
     "write_docs": [
-        re.compile(r"\breadme\b", re.I),
-        re.compile(r"\bdocs?\b", re.I),
-        re.compile(r"\bdocument", re.I),
+        re.compile(r"\breadme\b", re.IGNORECASE),
+        re.compile(r"\bdocs?\b", re.IGNORECASE),
+        re.compile(r"\bdocument", re.IGNORECASE),
     ],
     "deploy_infra": [
-        re.compile(r"\bdeploy\b", re.I),
-        re.compile(r"\binfra\b", re.I),
-        re.compile(r"\bterraform\b", re.I),
-        re.compile(r"\bkubernetes\b", re.I),
-        re.compile(r"\bk8s\b", re.I),
+        re.compile(r"\bdeploy\b", re.IGNORECASE),
+        re.compile(r"\binfra\b", re.IGNORECASE),
+        re.compile(r"\bterraform\b", re.IGNORECASE),
+        re.compile(r"\bkubernetes\b", re.IGNORECASE),
+        re.compile(r"\bk8s\b", re.IGNORECASE),
     ],
 }
 
 
 REPEATED_INSTRUCTION_PATTERNS = [
-    re.compile(r"\balways\b", re.I),
-    re.compile(r"\bnever\b", re.I),
-    re.compile(r"\bdon't\b", re.I),
-    re.compile(r"\bdo not\b", re.I),
-    re.compile(r"\bplease\b", re.I),
-    re.compile(r"\bmake sure\b", re.I),
-    re.compile(r"\buse\b", re.I),
-    re.compile(r"\brun\b", re.I),
-    re.compile(r"\bavoid\b", re.I),
+    re.compile(r"\balways\b", re.IGNORECASE),
+    re.compile(r"\bnever\b", re.IGNORECASE),
+    re.compile(r"\bdon't\b", re.IGNORECASE),
+    re.compile(r"\bdo not\b", re.IGNORECASE),
+    re.compile(r"\bplease\b", re.IGNORECASE),
+    re.compile(r"\bmake sure\b", re.IGNORECASE),
+    re.compile(r"\buse\b", re.IGNORECASE),
+    re.compile(r"\brun\b", re.IGNORECASE),
+    re.compile(r"\bavoid\b", re.IGNORECASE),
 ]
 
 
 POSITIVE_STRONG_PATTERNS = [
-    re.compile(r"\bperfect\b", re.I),
-    re.compile(r"\bgreat\b", re.I),
-    re.compile(r"\bawesome\b", re.I),
-    re.compile(r"\bexcellent\b", re.I),
-    re.compile(r"\blove\b", re.I),
-    re.compile(r"\bship it\b", re.I),
+    re.compile(r"\bperfect\b", re.IGNORECASE),
+    re.compile(r"\bgreat\b", re.IGNORECASE),
+    re.compile(r"\bawesome\b", re.IGNORECASE),
+    re.compile(r"\bexcellent\b", re.IGNORECASE),
+    re.compile(r"\blove\b", re.IGNORECASE),
+    re.compile(r"\bship it\b", re.IGNORECASE),
 ]
 
 
 POSITIVE_MILD_PATTERNS = [
-    re.compile(r"\bthanks\b", re.I),
-    re.compile(r"\bthat works\b", re.I),
-    re.compile(r"\bworks\b", re.I),
-    re.compile(r"\blooks good\b", re.I),
-    re.compile(r"\bsolid\b", re.I),
+    re.compile(r"\bthanks\b", re.IGNORECASE),
+    re.compile(r"\bthat works\b", re.IGNORECASE),
+    re.compile(r"\bworks\b", re.IGNORECASE),
+    re.compile(r"\blooks good\b", re.IGNORECASE),
+    re.compile(r"\bsolid\b", re.IGNORECASE),
 ]
 
 
 NEGATIVE_STRONG_PATTERNS = [
-    re.compile(r"\bbroken\b", re.I),
-    re.compile(r"\bfrustrat", re.I),
-    re.compile(r"\bgive up\b", re.I),
-    re.compile(r"\buseless\b", re.I),
-    re.compile(r"\bterrible\b", re.I),
+    re.compile(r"\bbroken\b", re.IGNORECASE),
+    re.compile(r"\bfrustrat", re.IGNORECASE),
+    re.compile(r"\bgive up\b", re.IGNORECASE),
+    re.compile(r"\buseless\b", re.IGNORECASE),
+    re.compile(r"\bterrible\b", re.IGNORECASE),
 ]
 
 
 NEGATIVE_MILD_PATTERNS = [
-    re.compile(r"\bnot right\b", re.I),
-    re.compile(r"\bwrong\b", re.I),
-    re.compile(r"\btry again\b", re.I),
-    re.compile(r"\bstill failing\b", re.I),
-    re.compile(r"\bdoesn't work\b", re.I),
-    re.compile(r"\bdoes not work\b", re.I),
-    re.compile(r"\bproblem\b", re.I),
+    re.compile(r"\bnot right\b", re.IGNORECASE),
+    re.compile(r"\bwrong\b", re.IGNORECASE),
+    re.compile(r"\btry again\b", re.IGNORECASE),
+    re.compile(r"\bstill failing\b", re.IGNORECASE),
+    re.compile(r"\bdoesn't work\b", re.IGNORECASE),
+    re.compile(r"\bdoes not work\b", re.IGNORECASE),
+    re.compile(r"\bproblem\b", re.IGNORECASE),
 ]
 
 
 CONTINUATION_PATTERNS = [
-    re.compile(r"\bok\b", re.I),
-    re.compile(r"\bokay\b", re.I),
-    re.compile(r"\bnow\b", re.I),
-    re.compile(r"\bnext\b", re.I),
-    re.compile(r"\balso\b", re.I),
-    re.compile(r"\bthen\b", re.I),
+    re.compile(r"\bok\b", re.IGNORECASE),
+    re.compile(r"\bokay\b", re.IGNORECASE),
+    re.compile(r"\bnow\b", re.IGNORECASE),
+    re.compile(r"\bnext\b", re.IGNORECASE),
+    re.compile(r"\balso\b", re.IGNORECASE),
+    re.compile(r"\bthen\b", re.IGNORECASE),
 ]
 
 
-PROMPT_NOISE_RE = re.compile(r"^\s*<[a-z][^>]*>", re.I)
+PROMPT_NOISE_RE = re.compile(r"^\s*<[a-z][^>]*>", re.IGNORECASE)
 
 
 PROJECT_AREA_DESCRIPTIONS = {
@@ -407,7 +407,7 @@ class SessionMeta:
     user_message_timestamps: list[str]
 
     @classmethod
-    def from_dict(cls, payload: dict[str, Any]) -> "SessionMeta":
+    def from_dict(cls, payload: dict[str, Any]) -> SessionMeta:
         return cls(**payload)
 
 
@@ -427,7 +427,7 @@ class SessionFacets:
     user_instructions_to_claude: list[str] = field(default_factory=list)
 
     @classmethod
-    def from_dict(cls, payload: dict[str, Any]) -> "SessionFacets":
+    def from_dict(cls, payload: dict[str, Any]) -> SessionFacets:
         return cls(**payload)
 
 
@@ -2652,9 +2652,9 @@ def generate_time_of_day_chart(hours: list[int]) -> str:
         "Morning (6-12)": range(6, 12),
         "Afternoon (12-18)": range(12, 18),
         "Evening (18-24)": range(18, 24),
-        "Night (0-6)": range(0, 6),
+        "Night (0-6)": range(6),
     }
-    counts = {label: 0 for label in periods}
+    counts = dict.fromkeys(periods, 0)
     for hour in hours:
         for label, hour_range in periods.items():
             if hour in hour_range:
diff --git a/scripts/codex_insights.py b/scripts/codex_insights.py
index 8b75cbd..456f15e 100644
--- a/scripts/codex_insights.py
+++ b/scripts/codex_insights.py
@@ -32,7 +32,6 @@ from functools import lru_cache
 from pathlib import Path
 from typing import Any
 
-
 LABEL_MAP: dict[str, str] = {
     "debug_investigate": "Debug/Investigate",
     "implement_feature": "Implement Feature",
@@ -66,79 +65,79 @@ LABEL_MAP: dict[str, str] = {
 
 GOAL_PATTERNS: dict[str, list[re.Pattern[str]]] = {
     "debug_investigate": [
-        re.compile(r"\bdebug\b", re.I),
-        re.compile(r"\binvestigat", re.I),
-        re.compile(r"\btrace\b", re.I),
-        re.compile(r"\berror\b", re.I),
-        re.compile(r"\bwhy\b", re.I),
-        re.compile(r"\bfail", re.I),
+        re.compile(r"\bdebug\b", re.IGNORECASE),
+        re.compile(r"\binvestigat", re.IGNORECASE),
+        re.compile(r"\btrace\b", re.IGNORECASE),
+        re.compile(r"\berror\b", re.IGNORECASE),
+        re.compile(r"\bwhy\b", re.IGNORECASE),
+        re.compile(r"\bfail", re.IGNORECASE),
     ],
     "implement_feature": [
-        re.compile(r"\bimplement\b", re.I),
-        re.compile(r"\bbuild\b", re.I),
-        re.compile(r"\bfeature\b", re.I),
-        re.compile(r"\badd\b", re.I),
-        re.compile(r"\bcreate\b", re.I),
+        re.compile(r"\bimplement\b", re.IGNORECASE),
+        re.compile(r"\bbuild\b", re.IGNORECASE),
+        re.compile(r"\bfeature\b", re.IGNORECASE),
+        re.compile(r"\badd\b", re.IGNORECASE),
+        re.compile(r"\bcreate\b", re.IGNORECASE),
     ],
     "fix_bug": [
-        re.compile(r"\bfix\b", re.I),
-        re.compile(r"\bbug\b", re.I),
-        re.compile(r"\bbroken\b", re.I),
-        re.compile(r"\bfailing\b", re.I),
+        re.compile(r"\bfix\b", re.IGNORECASE),
+        re.compile(r"\bbug\b", re.IGNORECASE),
+        re.compile(r"\bbroken\b", re.IGNORECASE),
+        re.compile(r"\bfailing\b", re.IGNORECASE),
     ],
     "write_script_tool": [
-        re.compile(r"\bscript\b", re.I),
-        re.compile(r"\bcli\b", re.I),
-        re.compile(r"\btool\b", re.I),
-        re.compile(r"\bautomation\b", re.I),
+        re.compile(r"\bscript\b", re.IGNORECASE),
+        re.compile(r"\bcli\b", re.IGNORECASE),
+        re.compile(r"\btool\b", re.IGNORECASE),
+        re.compile(r"\bautomation\b", re.IGNORECASE),
     ],
     "refactor_code": [
-        re.compile(r"\brefactor\b", re.I),
-        re.compile(r"\bcleanup\b", re.I),
-        re.compile(r"\breorgan", re.I),
-        re.compile(r"\bsimplif", re.I),
+        re.compile(r"\brefactor\b", re.IGNORECASE),
+        re.compile(r"\bcleanup\b", re.IGNORECASE),
+        re.compile(r"\breorgan", re.IGNORECASE),
+        re.compile(r"\bsimplif", re.IGNORECASE),
     ],
     "configure_system": [
-        re.compile(r"\bconfigure\b", re.I),
-        re.compile(r"\bsetup\b", re.I),
-        re.compile(r"\binstall\b", re.I),
-        re.compile(r"\bconfig\b", re.I),
-        re.compile(r"\benv\b", re.I),
-        re.compile(r"\bci\b", re.I),
+        re.compile(r"\bconfigure\b", re.IGNORECASE),
+        re.compile(r"\bsetup\b", re.IGNORECASE),
+        re.compile(r"\binstall\b", re.IGNORECASE),
+        re.compile(r"\bconfig\b", re.IGNORECASE),
+        re.compile(r"\benv\b", re.IGNORECASE),
+        re.compile(r"\bci\b", re.IGNORECASE),
     ],
     "create_pr_commit": [
-        re.compile(r"\bcommit\b", re.I),
-        re.compile(r"\bpull request\b", re.I),
-        re.compile(r"\bpr\b", re.I),
-        re.compile(r"\bmerge\b", re.I),
-        re.compile(r"\bbranch\b", re.I),
+        re.compile(r"\bcommit\b", re.IGNORECASE),
+        re.compile(r"\bpull request\b", re.IGNORECASE),
+        re.compile(r"\bpr\b", re.IGNORECASE),
+        re.compile(r"\bmerge\b", re.IGNORECASE),
+        re.compile(r"\bbranch\b", re.IGNORECASE),
     ],
     "analyze_data": [
-        re.compile(r"\banaly[sz]e\b", re.I),
-        re.compile(r"\bmetrics\b", re.I),
-        re.compile(r"\breport\b", re.I),
-        re.compile(r"\binsights?\b", re.I),
-        re.compile(r"\bdata\b", re.I),
+        re.compile(r"\banaly[sz]e\b", re.IGNORECASE),
+        re.compile(r"\bmetrics\b", re.IGNORECASE),
+        re.compile(r"\breport\b", re.IGNORECASE),
+        re.compile(r"\binsights?\b", re.IGNORECASE),
+        re.compile(r"\bdata\b", re.IGNORECASE),
     ],
     "understand_codebase": [
-        re.compile(r"\bunderstand\b", re.I),
-        re.compile(r"\bexplain\b", re.I),
-        re.compile(r"\bwalk ?through\b", re.I),
-        re.compile(r"\bhow does\b", re.I),
-        re.compile(r"\bwhere is\b", re.I),
-        re.compile(r"\bfind\b", re.I),
+        re.compile(r"\bunderstand\b", re.IGNORECASE),
+        re.compile(r"\bexplain\b", re.IGNORECASE),
+        re.compile(r"\bwalk ?through\b", re.IGNORECASE),
+        re.compile(r"\bhow does\b", re.IGNORECASE),
+        re.compile(r"\bwhere is\b", re.IGNORECASE),
+        re.compile(r"\bfind\b", re.IGNORECASE),
     ],
     "write_tests": [
-        re.compile(r"\btests?\b", re.I),
-        re.compile(r"\bpytest\b", re.I),
-        re.compile(r"\bunit test\b", re.I),
-        re.compile(r"\bintegration test\b", re.I),
-        re.compile(r"\bbenchmark\b", re.I),
+        re.compile(r"\btests?\b", re.IGNORECASE),
+        re.compile(r"\bpytest\b", re.IGNORECASE),
+        re.compile(r"\bunit test\b", re.IGNORECASE),
+        re.compile(r"\bintegration test\b", re.IGNORECASE),
+        re.compile(r"\bbenchmark\b", re.IGNORECASE),
     ],
     "write_docs": [
-        re.compile(r"\breadme\b", re.I),
-        re.compile(r"\bdocs?\b", re.I),
-        re.compile(r"\bdocument", re.I),
+        re.compile(r"\breadme\b", re.IGNORECASE),
+        re.compile(r"\bdocs?\b", re.IGNORECASE),
+        re.compile(r"\bdocument", re.IGNORECASE),
     ],
 }
 
@@ -163,13 +162,13 @@ SHELL_TOOL_NAMES = {"exec_command", "shell", "shell_command"}
 
 TEST_COMMAND_RE = re.compile(
     r"\b(pytest|npm test|pnpm test|yarn test|cargo test|go test|vitest|jest|ruff|mypy|gradle test|mvn test)\b",
-    re.I,
+    re.IGNORECASE,
 )
 
 
-GIT_COMMIT_RE = re.compile(r"(^|[;&|]\s*|\s)git\s+commit\b", re.I)
-GIT_PUSH_RE = re.compile(r"(^|[;&|]\s*|\s)git\s+push\b", re.I)
-GH_RE = re.compile(r"(^|[;&|]\s*|\s)gh\b", re.I)
+GIT_COMMIT_RE = re.compile(r"(^|[;&|]\s*|\s)git\s+commit\b", re.IGNORECASE)
+GIT_PUSH_RE = re.compile(r"(^|[;&|]\s*|\s)git\s+push\b", re.IGNORECASE)
+GH_RE = re.compile(r"(^|[;&|]\s*|\s)gh\b", re.IGNORECASE)
 
 
 @dataclass(frozen=True)
diff --git a/scripts/gemini_insights.py b/scripts/gemini_insights.py
index 536e3c0..7dbfc70 100644
--- a/scripts/gemini_insights.py
+++ b/scripts/gemini_insights.py
@@ -33,7 +33,6 @@ from functools import lru_cache
 from pathlib import Path
 from typing import Any
 
-
 LABEL_MAP: dict[str, str] = {
     "debug_investigate": "Debug/Investigate",
     "implement_feature": "Implement Feature",
@@ -75,91 +74,91 @@ LABEL_MAP: dict[str, str] = {
 
 GOAL_PATTERNS: dict[str, list[re.Pattern[str]]] = {
     "debug_investigate": [
-        re.compile(r"\bdebug\b", re.I),
-        re.compile(r"\binvestigat", re.I),
-        re.compile(r"\btrace\b", re.I),
-        re.compile(r"\berror\b", re.I),
-        re.compile(r"\bwhy\b", re.I),
-        re.compile(r"\bfail", re.I),
+        re.compile(r"\bdebug\b", re.IGNORECASE),
+        re.compile(r"\binvestigat", re.IGNORECASE),
+        re.compile(r"\btrace\b", re.IGNORECASE),
+        re.compile(r"\berror\b", re.IGNORECASE),
+        re.compile(r"\bwhy\b", re.IGNORECASE),
+        re.compile(r"\bfail", re.IGNORECASE),
     ],
     "implement_feature": [
-        re.compile(r"\bimplement\b", re.I),
-        re.compile(r"\bbuild\b", re.I),
-        re.compile(r"\bfeature\b", re.I),
-        re.compile(r"\badd\b", re.I),
-        re.compile(r"\bcreate\b", re.I),
+        re.compile(r"\bimplement\b", re.IGNORECASE),
+        re.compile(r"\bbuild\b", re.IGNORECASE),
+        re.compile(r"\bfeature\b", re.IGNORECASE),
+        re.compile(r"\badd\b", re.IGNORECASE),
+        re.compile(r"\bcreate\b", re.IGNORECASE),
     ],
     "fix_bug": [
-        re.compile(r"\bfix\b", re.I),
-        re.compile(r"\bbug\b", re.I),
-        re.compile(r"\bbroken\b", re.I),
-        re.compile(r"\bfailing\b", re.I),
+        re.compile(r"\bfix\b", re.IGNORECASE),
+        re.compile(r"\bbug\b", re.IGNORECASE),
+        re.compile(r"\bbroken\b", re.IGNORECASE),
+        re.compile(r"\bfailing\b", re.IGNORECASE),
     ],
     "write_script_tool": [
-        re.compile(r"\bscript\b", re.I),
-        re.compile(r"\bcli\b", re.I),
-        re.compile(r"\btool\b", re.I),
-        re.compile(r"\bautomation\b", re.I),
+        re.compile(r"\bscript\b", re.IGNORECASE),
+        re.compile(r"\bcli\b", re.IGNORECASE),
+        re.compile(r"\btool\b", re.IGNORECASE),
+        re.compile(r"\bautomation\b", re.IGNORECASE),
     ],
     "refactor_code": [
-        re.compile(r"\brefactor\b", re.I),
-        re.compile(r"\bcleanup\b", re.I),
-        re.compile(r"\breorgan", re.I),
-        re.compile(r"\bsimplif", re.I),
+        re.compile(r"\brefactor\b", re.IGNORECASE),
+        re.compile(r"\bcleanup\b", re.IGNORECASE),
+        re.compile(r"\breorgan", re.IGNORECASE),
+        re.compile(r"\bsimplif", re.IGNORECASE),
     ],
     "configure_system": [
-        re.compile(r"\bconfigure\b", re.I),
-        re.compile(r"\bsetup\b", re.I),
-        re.compile(r"\binstall\b", re.I),
-        re.compile(r"\bconfig\b", re.I),
-        re.compile(r"\benv\b", re.I),
-        re.compile(r"\bci\b", re.I),
-        re.compile(r"\bauth\b", re.I),
-        re.compile(r"\blogin\b", re.I),
+        re.compile(r"\bconfigure\b", re.IGNORECASE),
+        re.compile(r"\bsetup\b", re.IGNORECASE),
+        re.compile(r"\binstall\b", re.IGNORECASE),
+        re.compile(r"\bconfig\b", re.IGNORECASE),
+        re.compile(r"\benv\b", re.IGNORECASE),
+        re.compile(r"\bci\b", re.IGNORECASE),
+        re.compile(r"\bauth\b", re.IGNORECASE),
+        re.compile(r"\blogin\b", re.IGNORECASE),
     ],
     "create_pr_commit": [
-        re.compile(r"\bcommit\b", re.I),
-        re.compile(r"\bpull request\b", re.I),
-        re.compile(r"\bpr\b", re.I),
-        re.compile(r"\bmerge\b", re.I),
-        re.compile(r"\bbranch\b", re.I),
+        re.compile(r"\bcommit\b", re.IGNORECASE),
+        re.compile(r"\bpull request\b", re.IGNORECASE),
+        re.compile(r"\bpr\b", re.IGNORECASE),
+        re.compile(r"\bmerge\b", re.IGNORECASE),
+        re.compile(r"\bbranch\b", re.IGNORECASE),
     ],
     "analyze_data": [
-        re.compile(r"\banaly[sz]e\b", re.I),
-        re.compile(r"\bmetrics\b", re.I),
-        re.compile(r"\breport\b", re.I),
-        re.compile(r"\binsights?\b", re.I),
-        re.compile(r"\bdata\b", re.I),
+        re.compile(r"\banaly[sz]e\b", re.IGNORECASE),
+        re.compile(r"\bmetrics\b", re.IGNORECASE),
+        re.compile(r"\breport\b", re.IGNORECASE),
+        re.compile(r"\binsights?\b", re.IGNORECASE),
+        re.compile(r"\bdata\b", re.IGNORECASE),
     ],
     "understand_codebase": [
-        re.compile(r"\bunderstand\b", re.I),
-        re.compile(r"\bexplain\b", re.I),
-        re.compile(r"\bwalk ?through\b", re.I),
-        re.compile(r"\bhow does\b", re.I),
-        re.compile(r"\bwhere is\b", re.I),
-        re.compile(r"\bfind\b", re.I),
-        re.compile(r"\breview\b", re.I),
+        re.compile(r"\bunderstand\b", re.IGNORECASE),
+        re.compile(r"\bexplain\b", re.IGNORECASE),
+        re.compile(r"\bwalk ?through\b", re.IGNORECASE),
+        re.compile(r"\bhow does\b", re.IGNORECASE),
+        re.compile(r"\bwhere is\b", re.IGNORECASE),
+        re.compile(r"\bfind\b", re.IGNORECASE),
+        re.compile(r"\breview\b", re.IGNORECASE),
     ],
     "write_tests": [
-        re.compile(r"\btests?\b", re.I),
-        re.compile(r"\bpytest\b", re.I),
-        re.compile(r"\bunit test\b", re.I),
-        re.compile(r"\bintegration test\b", re.I),
-        re.compile(r"\bbenchmark\b", re.I),
+        re.compile(r"\btests?\b", re.IGNORECASE),
+        re.compile(r"\bpytest\b", re.IGNORECASE),
+        re.compile(r"\bunit test\b", re.IGNORECASE),
+        re.compile(r"\bintegration test\b", re.IGNORECASE),
+        re.compile(r"\bbenchmark\b", re.IGNORECASE),
     ],
     "write_docs": [
-        re.compile(r"\breadme\b", re.I),
-        re.compile(r"\bdocs?\b", re.I),
-        re.compile(r"\bdocument", re.I),
+        re.compile(r"\breadme\b", re.IGNORECASE),
+        re.compile(r"\bdocs?\b", re.IGNORECASE),
+        re.compile(r"\bdocument", re.IGNORECASE),
     ],
     "manage_email": [
-        re.compile(r"\bgmail\b", re.I),
-        re.compile(r"\bemail\b", re.I),
-        re.compile(r"\binbox\b", re.I),
-        re.compile(r"\bunsubscrib", re.I),
-        re.compile(r"\bdeclutter\b", re.I),
-        re.compile(r"\bdraft\b", re.I),
-        re.compile(r"\bdelete\b", re.I),
+        re.compile(r"\bgmail\b", re.IGNORECASE),
+        re.compile(r"\bemail\b", re.IGNORECASE),
+        re.compile(r"\binbox\b", re.IGNORECASE),
+        re.compile(r"\bunsubscrib", re.IGNORECASE),
+        re.compile(r"\bdeclutter\b", re.IGNORECASE),
+        re.compile(r"\bdraft\b", re.IGNORECASE),
+        re.compile(r"\bdelete\b", re.IGNORECASE),
     ],
 }
 
@@ -177,17 +176,17 @@ FRICTION_DESCRIPTIONS: dict[str, str] = {
 
 GEMINI_GMAIL_PREFIX = "mcp_google-workspace_gmail."
 WORKSPACE_BOUNDARY_RE = re.compile(
-    r"workspace directories|project temp directory", re.I
+    r"workspace directories|project temp directory", re.IGNORECASE
 )
 HASH_DIR_RE = re.compile(r"^[0-9a-f]{64}$")
 EXIT_CODE_RE = re.compile(r"Exit Code:\s*(-?\d+)")
 TEST_COMMAND_RE = re.compile(
     r"\b(pytest|npm test|pnpm test|yarn test|cargo test|go test|vitest|jest|ruff|mypy|gradle test|mvn test)\b",
-    re.I,
+    re.IGNORECASE,
 )
-GIT_COMMIT_RE = re.compile(r"(^|[;&|]\s*|\s)git\s+commit\b", re.I)
-GIT_PUSH_RE = re.compile(r"(^|[;&|]\s*|\s)git\s+push\b", re.I)
-GH_RE = re.compile(r"(^|[;&|]\s*|\s)gh\b", re.I)
+GIT_COMMIT_RE = re.compile(r"(^|[;&|]\s*|\s)git\s+commit\b", re.IGNORECASE)
+GIT_PUSH_RE = re.compile(r"(^|[;&|]\s*|\s)git\s+push\b", re.IGNORECASE)
+GH_RE = re.compile(r"(^|[;&|]\s*|\s)gh\b", re.IGNORECASE)
 
 
 @dataclass(frozen=True)
diff --git a/scripts/versioning.py b/scripts/versioning.py
index 7f662eb..9132a1e 100644
--- a/scripts/versioning.py
+++ b/scripts/versioning.py
@@ -10,7 +10,6 @@ Usage:
 
 from __future__ import annotations
 
-import os
 import subprocess
 import sys
 from pathlib import Path
@@ -39,7 +38,7 @@ def _write_version(pyproject_path: Path, new_version: str) -> None:
 
 def _bump_patch(version: str) -> str:
     """Bump the patch component: 0.1.0 -> 0.1.1, 0.1.1.dev0 -> 0.1.2."""
-    base = version.split(".dev")[0]
+    base = version.split(".dev", maxsplit=1)[0]
     parts = base.split(".")
     parts[-1] = str(int(parts[-1]) + 1)
     return ".".join(parts)
@@ -62,7 +61,14 @@ def _changed_packages() -> list[str]:
     for pkg in VERSIONED_PACKAGES:
         pkg_path = f"packages/{pkg}/"
         result = subprocess.run(
-            ["git", "diff", "--name-only", "origin/main..HEAD", "--", pkg_path],
+            [
+                "git",
+                "diff",
+                "--name-only",
+                "origin/main..HEAD",
+                "--",
+                pkg_path,
+            ],
             capture_output=True,
             text=True,
         )
@@ -154,9 +160,7 @@ def cmd_version_dev(package: str) -> None:
     changelogs_dir.mkdir(exist_ok=True)
     safe_branch = branch.replace("_", "-").replace("/", "-")
     entry_path = changelogs_dir / f"{safe_branch}.md"
-    entry_path.write_text(
-        "### Enhancements\n\n### Features\n\n### Fixes\n"
-    )
+    entry_path.write_text("### Enhancements\n\n### Features\n\n### Fixes\n")
     subprocess.run(["git", "add", str(entry_path)], check=True)
     print(f"Created changelog entry: {entry_path.relative_to(REPO_ROOT)}")
 
diff --git a/uv.lock b/uv.lock
index 7588fa1..a950316 100644
--- a/uv.lock
+++ b/uv.lock
@@ -21,6 +21,7 @@ members = [
     "codeflash-python",
     "codeflash-service",
     "codeflash-workspace",
+    "unstructured-report",
 ]
 
 [[package]]
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 version = "7.0.5"
@@ -751,6 +761,26 @@ nvtx = [
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+[[package]]
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+    { name = "requests" },
+    { name = "retrying" },
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+dependencies = [
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+    { name = "click" },
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+    { name = "jinja2" },
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+]
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+[[package]]
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+source = { registry = "https://pypi.org/simple" }
+dependencies = [
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+[[package]]
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+version = "0.1.0"
+source = { virtual = "reports/unstructured" }
+dependencies = [
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+    { name = "plotly" },
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+
+[package.metadata]
+requires-dist = [
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+    { name = "plotly", specifier = ">=6.7" },
+]
+
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+[[package]]
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