cavemem

Bash input={"command":"git log --oneline -5; echo \"---\"; git push origin release/staging 2>&1 | tail -15","description":"Push merged release/staging to origin"} output={"stdout":"7c9dd6f Merge branch 'improve/full-llm-review-no-caps' into release/staging\na4ab85e Review every pull request whatever its size: shard it instead of refusing it\n9fbb159 Fix dashboard card alignment\ndd4bca5 Align chart filter controls\nd6725fc Add multi-select analytics chart legends\n---\nremote: \nremote: Create pull request for release/staging: \nremote: https://bitbucket.org/finaccelteam/osprey/pull-requests/new?source=release/staging&t=1 \nremote: \nTo https://b…

Bash input={"command":"git checkout release/staging 2>&1 && git merge --no-ff improve/full-llm-review-no-caps -m \"$(cat <<'MESSAGE'\nMerge branch 'improve/full-llm-review-no-caps' into release/staging\n\nReview every pull request whatever its size: shard it instead of refusing it.\nSee a4ab85e for full rationale.\n\nCo-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01S56yX4xq8hG4cQt7DbHSdz\nMSG\n)\" 2>&1 | tail -20","description":"Checkout release/stag… output={"stdout":"Switched to branch 'release/staging'\nYour branch is up to date with 'origin/release/staging'.\n tests/test_review_aggregate.py | 168 ++++++\n tests/test_review_incremental.py | 303 ++++++++++\n tests/test_review_prompt_composition.py | 25 +-\n tests/test_review_service.py | 289 +++++++---\n tests/test_review_sharder.py | 135 +++++\n tests/test_settings_config_backed.py | 34 +-…

Bash input={"command":"git fetch origin 2>&1 | tail -5; echo \"---\"; git log origin/release/staging --oneline -3 2>&1; echo \"---BEHIND/AHEAD---\"; git rev-list --left-right --count origin/release/staging...release/staging 2>&1","description":"Fetch and compare local vs remote release/staging"} output={"stdout":"---\n9fbb159 Fix dashboard card alignment\ndd4bca5 Align chart filter controls\nd6725fc Add multi-select analytics chart legends\n---BEHIND/AHEAD---\n0\t0","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"git status --short; echo \"---BRANCH---\"; git branch --show-current; echo \"---LOG---\"; git log --oneline -5","description":"Check current git status and branch"} output={"stdout":"?? frontend/src/components/ErrorBoundary.tsx\n---BRANCH---\nimprove/full-llm-review-no-caps\n---LOG---\na4ab85e Review every pull request whatever its size: shard it instead of refusing it\n9fbb159 Fix dashboard card alignment\ndd4bca5 Align chart filter controls\nd6725fc Add multi-select analytics chart legends\n68ae15f Align growth charts with analytics sizing","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Merge branch ke release/staging dan push

Bash input={"command":"git commit -F - <<'MESSAGE'\nReview every pull request whatever its size: shard it instead of refusing it\n\nA review was exactly one engine call carrying whole diff, and three ceilings\nexisted to protect that single call: 50-file cap, 130k-token diff budget, and\nan \"at most 10 findings\" instruction (plus 10-comment posting cap sized against\nit). All four are gone. diff too large for one call is now split into shards\ngrouped by call edges knowledge graph already… output={"stdout":"[improve/full-llm-review-no-caps a4ab85e] Review every pull request whatever its size: shard it instead of refusing it\n 37 files changed, 3354 insertions(+), 408 deletions(-)\n create mode 100644 application/integrations/prompts/synthesis_instruction.txt\n create mode 100644 application/services/review_aggregate.py\n create mode 100644 application/services/review_incremental.py\n create mode 100644 application/services/review_sharder.py\n create mode 100644 documentation/improver/full-llm-review-no-caps-assessment.md\n crea…

Bash input={"command":"git add \\\n.environment.example CLAUDE.md README.md \\\n application/config.py application/consumer/worker.py \\\n application/integrations/claude_code_client.py application/integrations/codex_client.py \\\n application/integrations/prompts/review_instruction.txt application/integrations/prompts/synthesis_instruction.txt \\\n application/integrations/review_engine.py application/integrations/review_prompt.py application/integrations/sqs_client.py \\\n application/models/finding.py application/repositories/review_event_repository.py \\\n application/services/graph_impact.py application… output={"stdout":"M.environment.example\nM CLAUDE.md\nM README.md\nM application/config.py\nM application/consumer/worker.py\nM application/integrations/claude_code_client.py\nM application/integrations/codex_client.py\nM application/integrations/prompts/review_instruction.txt\nA application/integrations/prompts/synthesis_instruction.txt\nM application/integrations/review_engine.py\nM application/integrations/review_prompt.py\nM application/integrations/sqs_client.py\nM application/models/finding.py\nM application/repositories/review_event_repository.py\nM application/services/graph_impac…

AskUserQuestion input={"answers":{"Commit sekarang secara lokal, atau dibiarkan agar kamu review dulu?":"Commit lokal sekarang","Mau saya update CLAUDE.md supaya permintaan improvement berikutnya otomatis pakai improver skill?":"Sudah ada — lewati"},"questions":[{"header":"Commit","multiSelect":false,"options":[{"description":"Tidak ada yang di-commit. 25 file dimodifikasi + 12 file baru siap kamu periksa dengan `git diff`. ErrorBoundary.tsx tetap untracked dan tidak ikut.","label":"Biarkan, saya review dulu (Recomme… output={"questions":[{"header":"Commit","multiSelect":false,"options":[{"description":"Tidak ada yang di-commit. 25 file dimodifikasi + 12 file baru siap kamu periksa dengan `git diff`. ErrorBoundary.tsx tetap untracked dan tidak ikut.","label":"Biarkan, saya review dulu (Recommended)"},{"description":"git add hanya file dari run ini (kode, test, migrasi, documentation/improver, README/CLAUDE.md/.env.example) — tidak termasuk ErrorBoundary.tsx. Tidak push; itu tetap keputusanmu.","label":"Commit lokal sekarang"…

Bash input={"command":"git worktree remove --force /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/baseline 2>&1 | tail -2; git worktree list; echo \"=== FINAL STATUS ===\"; git status --short","description":"Remove baseline worktree and show status"} output={"stdout":"/home/etc/claude-code/work/osprey 9fbb159 [improve/full-llm-review-no-caps]\n=== FINAL STATUS ===\n M.environment.example\n M CLAUDE.md\n M README.md\n M application/config.py\n M application/consumer/worker.py\n M application/integrations/claude_code_client.py\n M application/integrations/codex_client.py\n M application/integrations/prompts/review_instruction.txt\n M application/integrations/review_engine.py\n M application/integrations/review_prompt.py\n M application/integrations/sqs_client.py\n M application/models/finding.py\n M application/repositories/review_eve…

Bash input={"command":"timeout 600 python3 -m pytest tests/test_review_sharder.py tests/test_review_aggregate.py tests/test_review_incremental.py tests/test_migration_0029_finding_carried_from.py tests/test_graph_impact.py tests/test_worker.py tests/test_review_service.py tests/test_diff_tokens.py tests/test_settings_config_backed.py tests/test_review_prompt_composition.py tests/test_inline_comment_dedup.py tests/test_repo_context.py tests/test_graph_service.py tests/test_claude_code_client.py tests/test_r… output={"stdout":"INFO application.services.repo_context_service:repo_context_service.py:105 review evt-1: added repository conventions from AGENTS.md (4 line(s))\n=========================== short test summary info ============================\nFAILED tests/test_repo_context.py::test_an_unreadable_conventions_file_degrades_to_no_context\n1 failed, 302 passed in 30.06s","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"grep -E \"passed|failed\" /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/final.txt | tail -3; echo \"=== identical tallies ===\"; wc -l /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/before2.txt /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/after2.txt; echo \"=== new test files, all green ===\"; timeout 600 python3 -m pytest tests/test_re… output={"stdout":"FAILED tests/test_admin_events.py::test_failed_event_shows_its_error - assert...\nFAILED tests/test_chat_async.py::test_failed_turn_renders_a_visible_retry_message\nERROR tests/test_jira_context.py::test_a_failed_fetch_leaves_the_review_without_context\n=== identical tallies ===\n 34 /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/before2.txt\n 34 /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scra…

<task-notification>
<task-id>bps2t11pu</task-id>
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<output-file>/tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/bps2t11pu.output</output-file>
<status>completed</status>
<summary>Background command "Run full suite to file" completed (exit code 0)</summary>
</task-notification>

Bash input={"command":"until grep -q \"passed\\|failed\\|error\" /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/final.txt 2>/dev/null; do sleep 5; done; grep -E \"^(FAILED|ERROR)\" /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/final.txt | sed 's/::.*//' | sort | uniq -c | sort -rn > /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/after2.txt; tail -2 /tmp/claude-… output={"stdout":"ERROR tests/test_jira_context.py::test_the_transparency_page_documents_the_block\nERROR tests/test_jira_context.py::test_the_preview_does_not_invent_a_ticket\n=== DIFF vs BASELINE(.environment) ===","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cat > documentation/improver/full-llm-review-no-caps-implementation-log.md <<'MD'\n# Implementation Log — Full LLM review: no caps, graph-sharded, incremental\n\nBranch: `improve/full-llm-review-no-caps` (new, agent-named, off `release/staging` @ 9fbb159)\nTriage: **COMPLEX** — plan approved before any code was edited.\nKnowledge graph: used (COMPARE mode; drift written to `knowledge-graph.current.yaml`).\nkredivo-docs: not located (degraded) — no `$KDOCS` area touched by this change.\n\n## S… output={"stdout":"written\n.....................FFFFFFFFFF.F..............................FF....... [ 38%]\n..........................F...............FFF..FFF...FF.F............... [ 43%]\n....FFFFFF..FFFF....FFFFFFFFFFFFFFFFFFFFFFF..........................F.F [ 48%]\nF","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"timeout 1800 python3 -m pytest tests/ -q -p no:randomly 2>&1 > /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/final.txt; echo \"done\"","description":"Run full suite to file","run_in_background":true} output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"backgroundTaskId":"bps2t11pu"}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('README.md')\ns = p.read_text()\nanchor = '''### Codex engine\n'''\nassert anchor in s\nsection = '''### Every pull request is reviewed, whatever its size\n\nA review used to be exactly **one** engine call carrying whole diff, and three ceilings existed\nto protect that single call. All three are gone:\n\n| Removed | What it used to do |\n|---|---|\n| `REVIEW_SKIP_MAX_FILES` (50) | pull request over 50 files was never cloned or… output={"stdout":"192:### Webhook secret: one signing key per repository\n234:### Project access: one owner edits, viewers see\n306:### Which model reviews\n327:### Every pull request is reviewed, whatever its size\n368:### Re-pushed pull requests are reviewed incrementally\n385:### Codex engine\n407:### Jira ticket context\n449:### Repository clone cache\n499:### Runtime configuration (database-backed)","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"sed -n 285,330p README.md","description":"Read README configuration section"} output={"stdout":"## Configuration\n\nEvery variable is in `.env.example` (placeholders only — never commit real secrets). In prod each is\nsourced from SSM under `/kredivo-<account_group_id>-osprey/<env_id>/<KEY>`.\n\nTo run **real** review engine (needs Claude Code CLI, baked into worker image), set\n`REVIEW_ENGINE=claude` and pick how it authenticates with `CLAUDE_AUTH_MODE`:\n\n| `CLAUDE_AUTH_MODE` | Credential | Billing |\n|---|---|---|\n| `api_key` (default) | `ANTHROPIC_API_KEY` | pay-per-t…

Bash input={"command":"grep -n \"^## \\|^### \" README.md | head -40","description":"Read README structure"} output={"stdout":"11:## Architecture\n29:## Run locally\n53:## Access control (RBAC)\n120:## Review events (`/events`)\n150:## Integration (Bitbucket credentials)\n192:### Webhook secret: one signing key per repository\n234:### Project access: one owner edits, viewers see\n285:## Configuration\n306:### Which model reviews\n327:### Codex engine\n349:### Jira ticket context\n391:### Repository clone cache\n441:### Runtime configuration (database-backed)\n480:## Tests + quality gates\n492:## Migrations\n497:## Deploym…

Bash input={"command":"echo \"=== MINE ===\"; cat /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/mypy_after.txt","description":"Read my mypy result"} output={"stdout":"=== MINE ===\napp/services/config_service.py:193: error: Item \"None\" of \"Any | None\" has no attribute \"has_table\" [union-attr]\napp/integrations/aws.py:14: error: Unused \"type: ignore\" comment [unused-ignore]\napp/routers/review.py:131: error: \"object\" has no attribute \"started_at\" [attr-defined]\napp/routers/review.py:132: error: \"object\" has no attribute \"finished_at\" [attr-defined]\nFound 4 errors in 3 files (checked 118 source files)","stderr":"","interrupted":…

<task-notification>
<task-id>bmojqqodv</task-id>
<tool-use-id>toolu_01XcKAvFfVjutjFQWNqZHgye</tool-use-id>
<output-file>/tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/bmojqqodv.output</output-file>
<status>completed</status>
<summary>Background command "Run mypy to file" completed (exit code 0)</summary>
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<task-notification>
<task-id>ba8hslaqq</task-id>
<tool-use-id>toolu_015p77RWJcK4bCeF9ooAepMC</tool-use-id>
<output-file>/tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/ba8hslaqq.output</output-file>
<status>completed</status>
<summary>Background command "Rerun baseline mypy" completed (exit code 0)</summary>
</task-notification>

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('CLAUDE.md')\ns = p.read_text()\n\nold = '''Two things bound what reaches pull request, and neither ever hides finding — suppressed\nfinding is still persisted and still rendered on review page:\n\n- inline comments are posted **worst severity first** (`list_for_review_by_severity`; page, chat\n context and reply path keep reviewer order via plain `list_for_review`), filtered by\n `INLINE_COMMENT_MIN_SEVERITY` / `IN… output={"stdout":"ok\n155:### Sharded review: no pull request is ever refused for its size\n198:### Incremental review of a re-pushed pull request (`application/services/review_incremental.py`)","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

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<task-id>bb51buzb1</task-id>
<tool-use-id>toolu_015i2o3mjSLeaMzVFeGkH49c</tool-use-id>
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<status>failed</status>
<summary>Background command "Rerun mypy" failed with exit code 143</summary>
</task-notification>

Bash input={"command":"sed -n 125,155p CLAUDE.md","description":"Read CLAUDE.md review section"} output={"stdout":"render site is conditional, so pre-0015 row renders byte-identically to before — pinned by\n`test_inline_body_of_a_legacy_finding_is_byte_identical` and legacy-review page test.\nAn unrecognized `category` normalizes to NULL and missing `verdict` to `comment`, never `approve`:\nthe bot must not invent endorsement it never made.\n\nTwo things bound what reaches pull request, and neither ever hides finding — suppressed\nfinding is still persisted and still rendered on…

Bash input={"command":"mypy application > /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/mypy_after.txt 2>&1; tail -10 /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/mypy_after.txt","description":"Run mypy to file","run_in_background":true} output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"backgroundTaskId":"bmojqqodv"}

Bash input={"command":"cat /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/bb51buzb1.output; echo \"=== BASELINE ===\"; cat /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/ba8hslaqq.output","description":"Read mypy outputs"} output={"stdout":"=== BASELINE ===","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"echo \"=== MINE ===\"; tail -12 /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/bb51buzb1.output 2>/dev/null; echo \"=== BASELINE ===\"; tail -12 /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/ba8hslaqq.output 2>/dev/null","description":"Compare mypy results"} output={"stdout":"=== MINE ===\n=== BASELINE ===","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

<task-notification>
<task-id>bob2y4t1q</task-id>
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<status>completed</status>
<summary>Background command "Check aggregate and rerun mypy" completed (exit code 0)</summary>
</task-notification>

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('.environment.example')\ns = p.read_text()\nold = '''# Must exceed clone + GRAPH_BUILD_TIMEOUT_SECONDS + CLAUDE_REVIEW_TIMEOUT_SECONDS + posting, or\n# SQS redelivers message worker is still processing. QUEUE's own VisibilityTimeout\n# attribute must be raised to match (infra ticket — see documentation/builder/tickets-to-raise.md).\nSQS_VISIBILITY_TIMEOUT_SECONDS=1800\n'''\nnew = '''# Must exceed clone + GRAPH_BUILD_TIMEOUT_SECONDS + CLAUDE… output={"stdout":"# --- Runtime configuration (database-backed) ---\n# Non-secret, tunable variables stored in `configs` table and editable via admin UI\n# (/admin/configs). Loaded into memory + Redis cache on application startup. All changes are audited.\n# Examples: rate limits, timeouts, model names, feature flags, review output settings, etc.\n# Configure via admin screen after application starts. Sensible defaults are applied if not set.\n\n# --- Review sharding + incremental review ---\n# NO SIZE REFUSES…

Bash input={"command":"grep -n \"GRAPH_ANALYSIS_ENABLED\\|GRAPH_IMPACT_MAX_CALLERS\\|REPO_CACHE_ENABLED\".environment.example | head; echo \"---\"; sed -n 50,62p.environment.example","description":"Inspect.environment.example structure"} output={"stdout":"---\nSQS_QUEUE_URL=changeme\nSQS_DLQ_URL=changeme\nSQS_WAIT_TIME_SECONDS=20\n# Must exceed clone + GRAPH_BUILD_TIMEOUT_SECONDS + CLAUDE_REVIEW_TIMEOUT_SECONDS + posting, or\n# SQS redelivers message worker is still processing. QUEUE's own VisibilityTimeout\n# attribute must be raised to match (infra ticket — see documentation/builder/tickets-to-raise.md).\nSQS_VISIBILITY_TIMEOUT_SECONDS=1800\nS3_BUCKET=changeme\nS3_PREFIX=reviews\n\n# --- Bitbucket Cloud ---\nFERNET_KEY= # secret…

Bash input={"command":"grep -n \"REVIEW_SKIP_MAX_FILES\\|INLINE_COMMENT_MAX_PER_REVIEW\\|GRAPH_CACHE_ENABLED\\|SQS_VISIBILITY\".environment.example README.md CLAUDE.md 2>/dev/null | head -20","description":"Find doc references to removed knobs"} output={"stdout":".environment.example:56:SQS_VISIBILITY_TIMEOUT_SECONDS=1800\nCLAUDE.md:136: `INLINE_COMMENT_MAX_PER_REVIEW`. finding with NO confidence always clears confidence floor —","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"timeout 600 mypy application 2>&1 | tail -12","description":"Rerun mypy","run_in_background":true} output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"backgroundTaskId":"bb51buzb1"}

Bash input={"command":"tail -12 /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/bob2y4t1q.output 2>/dev/null","description":"Check my mypy result"} output={"stdout":"181: header = f\"===== shard {outcome.shard.position + 1}: {', '.join(outcome.shard.files)} =====\"\n---","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"bash -c 'cd /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/baseline; mypy application 2>&1 | tail -8' ","description":"Rerun baseline mypy","run_in_background":true} output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"backgroundTaskId":"ba8hslaqq"}

Bash input={"command":"head -20 /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/b8w1vfel1.output","description":"Read baseline mypy output head"} output={"stdout":"[exited with code 0]","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"echo \"=== BASELINE MYPY ===\"; tail -8 /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/b8w1vfel1.output","description":"Read baseline mypy result"} output={"stdout":"=== BASELINE MYPY ===\n\n[exited with code 0]","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

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<task-id>b8w1vfel1</task-id>
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<summary>Background command "Baseline mypy" completed (exit code 0)</summary>
</task-notification>

Bash input={"command":"grep -n \"outcome.shard\" application/services/review_aggregate.py; echo \"---\"; timeout 600 mypy application 2>&1 | tail -12","description":"Check aggregate and rerun mypy"} output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"backgroundTaskId":"bob2y4t1q","timedOutAfterMs":120000}

Bash input={"command":"sed -i 's/shard\\.index + 1/shard.position + 1/g' application/services/review_service.py\nsed -i 's/outcome\\.shard\\.index + 1/outcome.shard.position + 1/g' application/services/review_aggregate.py\ngrep -n \"shard.index\" application/services/review_aggregate.py\nsed -i 's/shard\\.index for shard in shards/shard.position for shard in shards/g' tests/test_review_sharder.py\npython3 - <<'PY'\nimport pathlib\np = pathlib.Path('tests/test_review_aggregate.py')\ns = p.read_text()\ns = s.replace(\n 'def _sha… output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\n\n# 1. Shard.index shadows tuple.index -> rename field\np = pathlib.Path('application/services/review_sharder.py')\ns = p.read_text()\ns = s.replace(\n ''' `files` is ordered and `index` is 0-based over returned list, so shard can be named in\n log line, audit payload or PR comment without caller re-deriving either.\n \"\"\"\n\n index: int''',\n ''' `files` is ordered and `position` is 0-based over returned list,… output={"stdout":"application/services/review_service.py:850: shard.index + 1,\napp/services/review_service.py:860: shard.index + 1,\napp/services/review_service.py:867: shard.index + 1,\ntests/test_review_aggregate.py:19:def _shard(index: int, *files: str) -> Shard:\ntests/test_review_aggregate.py:36: return ShardOutcome(_shard(index, *files), ReviewResult(**{\"summary\": \"s\", **kw}))\ntests/test_review_aggregate.py:40: return ShardOutcome(_shard(index, *fi…

Bash input={"command":"bash -c 'cd /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/baseline; timeout 600 mypy application 2>&1 | tail -8'","description":"Baseline mypy"} output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"backgroundTaskId":"b8w1vfel1","timedOutAfterMs":120000}

Bash input={"command":"timeout 600 mypy application 2>&1 | tail -25","description":"Run mypy"} output={"stdout":"application/services/review_sharder.py:51: error: Incompatible types in assignment (expression has type \"int\", base class \"tuple\" defined type as \"Callable[[tuple[int | tuple[str,...] | str,...], Any, SupportsIndex, SupportsIndex], int]\") [assignment]\napp/services/config_service.py:193: error: Item \"None\" of \"Any | None\" has no attribute \"has_table\" [union-attr]\napp/services/review_aggregate.py:130: error: Item \"None\" of \"str | None\" has no attribute \"strip\" [unio…

Bash input={"command":"git checkout -- \\\n application/repositories/analytics_repository.py \\\n application/repositories/dashboard_repository.py \\\n application/routers/admin.py \\\n application/routers/integration.py \\\n application/services/integration_service.py \\\n application/utils/diff_split.py \\\n application/utils/jsonable.py \\\n application/utils/response_negotiation.py \\\n migrations/versions/0023_seed_configs.py \\\n migrations/versions/0027_pull_request_events.py \\\n tests/test_admin_configs.py \\\n tests/test_analytics.py \\\n tests/t… output={"stdout":"application/config.py\napp/consumer/worker.py\napp/integrations/claude_code_client.py\napp/integrations/codex_client.py\napp/integrations/prompts/review_instruction.txt\napp/integrations/review_engine.py\napp/integrations/review_prompt.py\napp/integrations/sqs_client.py\napp/models/finding.py\napp/repositories/review_event_repository.py\napp/services/graph_impact.py\napp/services/graph_service.py\napp/services/review_service.py\napp/utils/diff_tokens.py\ntests/test_diff_tokens.py\ntests/test_…

Bash input={"command":"git status --short | grep \"^ M\" | awk '{print $2}' > /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/modified.txt; cat /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/modified.txt","description":"List modified tracked files"} output={"stdout":"application/config.py\napp/consumer/worker.py\napp/integrations/claude_code_client.py\napp/integrations/codex_client.py\napp/integrations/prompts/review_instruction.txt\napp/integrations/review_engine.py\napp/integrations/review_prompt.py\napp/integrations/sqs_client.py\napp/models/finding.py\napp/repositories/analytics_repository.py\napp/repositories/dashboard_repository.py\napp/repositories/review_event_repository.py\napp/routers/admin.py\napp/routers/integration.py\napp/services/graph_impa…

Bash input={"command":"ruff check application/ tests/ migrations/ 2>&1 | grep \"^\\(application\\|tests\\|migrations\\).*:\" | head -20; echo \"=== BLACK ===\"; black application/ tests/ migrations/ 2>&1 | tail -3","description":"Lint and format everything"} output={"stdout":"application/repositories/analytics_repository.py:87:101: E501 Line too long (102 > 100)\napp/utils/diff_split.py:57:101: E501 Line too long (106 > 100)\nmigrations/versions/0023_seed_configs.py:41:101: E501 Line too long (106 > 100)\nmigrations/versions/0023_seed_configs.py:42:101: E501 Line too long (101 > 100)\nmigrations/versions/0023_seed_configs.py:43:101: E501 Line too long (106 > 100)\nmigrations/versions/0023_seed_configs.py:44:101: E501 Line too long (105 > 100)\nmigrations/versions/…

Bash input={"command":"cat > tests/test_migration_0029_finding_carried_from.py <<'PY'\n\"\"\"Migration 0029 is hand-synced to Finding.carried_from_review_event_id.\n\npytest builds SQLite straight from models (Base.metadata.create_all, see conftest) and never\nruns Alembic, so column added to model but forgotten in migration passes entire suite\nand then fails in staging. Same guard as test_migration_0027_pull_request_events.py.\n\"\"\"\n\nfrom pathlib import Path\n\nfrom application.models.finding i… output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"sed -n 1,50p tests/test_migration_0027_pull_request_events.py","description":"Read migration test for house style"} output={"stdout":"\"\"\"Migration 0027 is hand-synced to PullRequestEvent.\n\npytest builds SQLite straight from models (Base.metadata.create_all, see conftest) and never\nruns Alembic, so column/table added to model but forgotten in migration passes entire\nsuite and then fails in staging. Same guard as test_migration_0022_repo_memory.py.\n\"\"\"\n\nfrom pathlib import Path\n\nfrom application.models.pull_request_event import PullRequestEvent\n\nMIGRATION = (\n Path(__file__).resolve().parent…

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('tests/test_worker.py')\ns = p.read_text()\nold = ''' def delete(self, receipt_handle: str) -> None:\n self.deleted.append(receipt_handle)\n'''\nnew = ''' def delete(self, receipt_handle: str) -> None:\n self.deleted.append(receipt_handle)\n\n def extend_visibility(self, receipt_handle: str, seconds: int) -> None:\n self.extended.append((receipt_handle, seconds))\n'''\nassert old in s; s = s.replace(old,… output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"grep -n \"def test_\" tests/test_worker.py | tail -8; echo \"---\"; grep -n \"_FakeQueue\\|class _Fake\" - 15 tests/test_worker.py | head -40","description":"Read worker test fakes"} output={"stdout":"67:def test_worker_loop_deletes_message_on_success(monkeypatch):\n86:def test_worker_loop_leaves_message_on_failure(monkeypatch):\n103:def test_worker_loop_exits_immediately_when_stop_event_already_set(monkeypatch):\n122:def test_worker_loop_survives_receive_errors_and_still_honors_stop_event(monkeypatch):\n196:def test_run_spawns_worker_concurrency_processes(monkeypatch):\n218:def test_run_default_worker_concurrency_is_two(monkeypatch):\n230:def test_run_fails_fast_on_bad_auth_withou…

Bash input={"command":"cat >> tests/test_graph_impact.py <<'PY'\n\n\n# ------------------------------------------------- shard scoping + neighbour-caller snippets\n#\n# These two arguments are what keep SHARDED review as accurate as unsharded one. Splitting \n# diff separates caller from callee it breaks; scoping stops shard's reviewer being shown\n# code it cannot see, and snippet gives it out-of-shard caller's real body than \n# bare name it cannot judge.\n\n_TWO_TOUCHED = _… output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"grep -n \"def _graph\\|def _func\\|def _caller\" - 12 tests/test_graph_impact.py | head -40","description":"Read graph test helpers"} output={"stdout":"29:def _graph(functions_by_file: dict, entry_points=None, hubs=None) -> dict:\n30- return {\n31- \"metadata\": {\"languages\": [\"python\"], \"total_files\": len(functions_by_file)},\n32- \"entry_points\": entry_points or [],\n33- \"hubs\": hubs or [],\n34- \"files\": [\n35- {\"path\": path, \"language\": \"python\", \"functions\": functions}\n36- for path, functions in functions_by_file.items()\n37- ],\n38- }\n39-\n40-\n4…

Bash input={"command":"tail -30 tests/test_graph_impact.py","description":"Read end of graph_impact tests"} output={"stdout":" {\n \"application/x.py\": [\n _func(\n \"handler\",\n 1,\n 50,\n called_by=[\n _caller(\"application/y.py\", \"\", 1.0, \"direct\"),\n _caller(\"application/z.py\", \"maybe\", 0.55, \"suffix_match\"),\n ],\n )\n ]\n },\n entry_points=[{\"file\": \"application/x.py\", \"function\": \"handler\"}],\n …

Bash input={"command":"cat > tests/test_review_incremental.py <<'PY'\n\"\"\"application/services/review_incremental.py + its wiring: re-review only what changed since last time.\n\nTwo things are under test and they matter for opposite reasons. planner must NARROW work\nwhen it can — that is whole point, and without it removing size caps multiplies cost of\nevery re-push by shard count. And it must FALL BACK to full review on every uncertainty,\nbecause being wrong in that direction costs… output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('tests/test_review_service.py')\ns = p.read_text()\nold = '''def test_max_per_review_caps_comments_but_never_findings(db_session, fake_blobs, monkeypatch):\n _make_review(db_session)\n _make_credential(db_session)\n db_session.commit()\n\n bitbucket = CleanBitbucket()\n service = ReviewService(\n db_session, bitbucket=bitbucket, engine=_scrambled_engine(), blobs=fake_blobs\n )\n _override(monkeypatch, serv… output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/services/review_aggregate.py')\ns = p.read_text()\n\nold = ''' __slots__ = (\"shard\", \"result\", \"error\")\n\n def __init__(self, shard: Shard, result: ReviewResult | None, error: str | None = None) -> None:\n self.shard = shard\n self.result = result\n self.error = error'''\nnew = ''' __slots__ = (\"shard\", \"result\", \"error\", \"model\")\n\n def __init__(\n self,\n shard: Sh… output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"timeout 200 python3 -m pytest tests/test_review_service.py::test_context_length_exceeded_posts_too_large_comment -q -p no:randomly 2>&1 | grep -E \"^E |assert\" | head -6","description":"Debug context-length test"} output={"stdout":" assert bitbucket.comments == [] # no inline comments — no findings ever ran\n assert len(bitbucket.pr_comments) == 1\n assert \"too large for configured review model\" in body\n assert refreshed.status == STATUS_SKIPPED_CONTEXT_TOO_LARGE\n> assert payload[\"model\"] == \"gpt-5.3-codex\"\nE AssertionError: assert None == 'gpt-5.3-codex'","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"grep -n \"def test_context_length_exceeded_posts_too_large_comment\" - 30 tests/test_review_service.py; echo \"=====\"; grep -n \"def test_max_per_review_caps_comments_but_never_findings\" - 30 tests/test_review_service.py","description":"Read two remaining failing tests"} output={"stdout":"773:def test_context_length_exceeded_posts_too_large_comment(db_session, fake_blobs):\n774- \"\"\"Distinct from ordinary degraded run: model itself rejected prompt as too big,\n775- so — unlike silent generic-degraded case above — PR gets one explanatory comment.\"\"\"\n776- _make_review(db_session)\n777- _make_credential(db_session)\n778- db_session.commit()\n779-\n780- engine = FixedEngine(\n781- ReviewResult(\n782- summary=\"Re…

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('tests/test_review_service.py')\ns = p.read_text()\n# both failing-shard tests use 6 files; 200 tokens fits them all in ONE shard\ns = s.replace(\n ''' bitbucket = OversizedBitbucket(6)\n engine = _FlakyEngine()\n service = ReviewService(db_session, bitbucket=bitbucket, engine=engine, blobs=fake_blobs)\n _override(monkeypatch, service, review_shard_max_tokens=200)''',\n ''' bitbucket = OversizedBitbucket(6)\n … output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport sys\nsys.path.insert(0, '.')\nfrom application.services.review_sharder import plan_shards\nparts = [\n f\"diff --git/app/f{i}.py b/app/f{i}.py\\n\"\n f\"---/app/f{i}.py\\n+++ b/app/f{i}.py\\n\"\n f\"@@ -1,1 +1,2 @@\\n x = 1\\n+y = {i}\\n\"\n for i in range(6)\n]\ndiff = \"\\n\".join(parts)\nfor mt in (200, 100, 50, 30):\n shards = plan_shards(diff, None, max_tokens=mt)\n print(mt, len(shards), [s.files for s in shards])\nPY","description":"Check… output={"stdout":"tiktoken encoding 'o200k_base' could not be loaded; falling back to chars-per-token estimate for diff token counting\nTraceback (most recent call last):\n File \"/home/etc/claude-code/work/osprey/app/utils/diff_tokens.py\", line 41, in _get_encoding\n import tiktoken\nModuleNotFoundError: No module named 'tiktoken'\n200 1 [('application/f0.py', 'application/f1.py', 'application/f2.py', 'application/f3.py', 'application/f4.py', 'application/f5.py')]\n100 2 [('application/f0.py', 'application/f1.py', 'application/f2.py', 'application/f3.py'), ('application/f4.py', '…

Bash input={"command":"timeout 200 python3 -m pytest tests/test_review_service.py::test_one_failing_shard_still_completes_the_review_and_names_what_it_missed -q -p no:randomly 2>&1 | grep -E \"^E |assert payload|shards\" | head -10","description":"Debug failing-shard test"} output={"stdout":"> assert payload[\"shards_failed\"] == 1\nE assert 0 == 1","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"timeout 400 python3 -m pytest tests/test_review_service.py tests/test_repo_context.py -q -p no:randomly 2>&1 | grep -E \"^FAILED|passed|failed\"; echo \"=== BASELINE repo_context ===\"; bash -c 'cd /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/baseline; python3 -m pytest tests/test_repo_context.py -q -p no:randomly 2>&1 | grep -E \"^FAILED|passed|failed\"'","description":"Run review_service and repo_context"} output={"stdout":"> assert payload[\"shards_failed\"] == 1\nFAILED tests/test_review_service.py::test_one_failing_shard_still_completes_the_review_and_names_what_it_missed\nFAILED tests/test_review_service.py::test_context_length_exceeded_posts_too_large_comment\nFAILED tests/test_review_service.py::test_max_per_review_caps_comments_but_never_findings\nFAILED tests/test_repo_context.py::test_an_unreadable_conventions_file_degrades_to_no_context\n=== BASELINE repo_context ===\nFAILED tests/test_re…

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('tests/test_inline_comment_dedup.py')\ns = p.read_text()\ns = s.replace(\n \"`INLINE_COMMENT_MAX_PER_REVIEW` bounds ONE review's comments and has no memory; these tests cover\\nthe memory.\",\n \" severity/confidence floors bound WHICH of one review's findings are worth comment and have\\nno memory (and there is no per-review ceiling any more); these tests cover memory.\",\n 1,\n)\np.write_text(s)\nPY\ndiff /tmp/cla… output={"stdout":"12a13\n> 6 FAILED tests/test_codex_client.py\n15a17\n> 5 FAILED tests/test_branding.py\n17c19\n< 4 FAILED tests/test_branding.py\n---\n> 4 FAILED tests/test_local_login.py\n20d21\n< 3 FAILED tests/test_local_login.py\n30a32,33\n> 1 FAILED tests/test_main_startup.py\n> 1 FAILED tests/test_claude_auth.py","stderr":"","interrupted":false,"isImage":false,"returnCodeInterpretation":"Files differ","noOutputExpected":false}

<task-notification>
<task-id>bw7wrauc1</task-id>
<tool-use-id>toolu_01V7LsfNSPNDPrea3tiCTHPP</tool-use-id>
<output-file>/tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/bw7wrauc1.output</output-file>
<status>completed</status>
<summary>Background command "Re-run baseline with.environment in background" completed (exit code 0)</summary>
</task-notification>

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('tests/test_inline_comment_dedup.py')\ns = p.read_text()\nold = '''def test_dedup_runs_before_the_per_review_ceiling(db_session, fake_blobs, monkeypatch):\n \"\"\" already-commented finding must not eat one of N slots — new problems are what\n second review's budget is for.\"\"\"\n _make_credential(db_session)\n _make_review(db_session, event_id=\"evt-1\")\n db_session.commit()\n bitbucket = CleanBitbu… output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"grep -n \"def test_dedup_runs_before_the_per_review_ceiling\" - 30 tests/test_inline_comment_dedup.py","description":"Read ceiling dedup test"} output={"stdout":"189:def test_dedup_runs_before_the_per_review_ceiling(db_session, fake_blobs, monkeypatch):\n190- \"\"\" already-commented finding must not eat one of N slots — new problems are what\n191- second review's budget is for.\"\"\"\n192- _make_credential(db_session)\n193- _make_review(db_session, event_id=\"evt-1\")\n194- db_session.commit()\n195- bitbucket = CleanBitbucket()\n196- old = _finding(title=\"Old problem\")\n197- _run(db_session, fake_blobs,…

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('tests/test_review_prompt_composition.py')\ns = p.read_text()\nold = '''def test_instruction_states_the_noise_budget_and_the_wording_rule():\n \"\"\" \"straightforward and easy to understand\" half of brief: cap on volume, cap on\n length, no hedging, and no style nits.\"\"\"\n assert \"At most 10 findings\" in REVIEW_INSTRUCTION\n assert \"highest-impact\" in REVIEW_INSTRUCTION\n assert \"at most 2 sentence… output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('tests/test_settings_config_backed.py')\ns = p.read_text()\ns = s.replace(\n \" assert len(Settings.PROPERTY_TO_RAW_FIELD) == 70\",\n \" # 70 before sharding: -2 removed caps (review_skip_max_files,\\n\"\n \" # inline_comment_max_per_review) +4 new knobs (review_shard_max_tokens,\\n\"\n \" # review_incremental_enabled, graph_caller_snippet_enabled/_max_lines).\\n\"\n \" assert len(Settings.PROPERTY_TO_RA… output={"stdout":"FAILED tests/test_review_prompt_composition.py::test_instruction_states_the_noise_budget_and_the_wording_rule\n---PROMPT TEST---\n130-def test_instruction_lists_exactly_the_seven_categories():\n131- enum = \"correctness|security|performance|reliability|maintainability|tests|style\"\n132-\n133- assert enum in REVIEW_INSTRUCTION\n134- assert set(CATEGORIES) == set(enum.split(\"|\"))\n135-\n136-\n137-def test_instruction_states_the_noise_budget_and_the_wording_rule():\n138- \…

Bash input={"command":"timeout 200 python3 -m pytest tests/test_settings_config_backed.py::test_every_wired_property_has_a_settable_raw_field -q -p no:randomly 2>&1 | grep -E \"^E |assert\" | head -10; echo \"---\"; grep -n \"def test_every_wired_property_has_a_settable_raw_field\" - 25 tests/test_settings_config_backed.py","description":"Diagnose wired property test"} output={"stdout":"> assert len(Settings.PROPERTY_TO_RAW_FIELD) == 70\nE AssertionError: assert 72 == 70\nE + where 72 = len({'agent_status_cache_seconds': 'agent_status_cache_seconds_default', 'anthropic_status_url': 'anthropic_status_url_def...t_api_base': 'bitbucket_api_base_default', 'bitbucket_comment_event_keys': 'bitbucket_comment_event_keys_default',...})\nE + where {'agent_status_cache_seconds': 'agent_status_cache_seconds_default', 'anthropic_status_url': 'anthro…

Bash input={"command":"python3 - <<'PY'\nimport pathlib\n\n# --- test_diff_tokens.py: budget is gone, counter stays ---\np = pathlib.Path('tests/test_diff_tokens.py')\ns = p.read_text()\nold = '''def test_diff_fits_budget_true_under_the_threshold(monkeypatch):\n monkeypatch.setattr(diff_tokens, \"DIFF_TOKEN_BUDGET\", 100)\n fits, tokens = diff_tokens.diff_fits_budget(\" short diff\")\n assert fits is True\n assert tokens > 0\n\n\ndef test_diff_fits_budget_false_over_the_threshold(monke… output={"stdout":"ok\nFAILED tests/test_settings_config_backed.py::test_every_wired_property_has_a_settable_raw_field","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cat tests/test_diff_tokens.py; echo \"=====\"; grep -n \"review_skip_max_files\\|inline_comment_max_per_review\" -B 6 - 12 tests/test_settings_config_backed.py | head -70","description":"Read diff_tokens and settings tests"} output={"stdout":"from application.utils import diff_tokens\n\n\ndef test_count_tokens_is_zero_for_empty_text():\n assert diff_tokens.count_tokens(\"\") == 0\n\n\ndef test_count_tokens_is_positive_for_non_empty_text():\n assert diff_tokens.count_tokens(\"hello world, this is diff\") > 0\n\n\ndef test_diff_fits_budget_true_under_the_threshold(monkeypatch):\n monkeypatch.setattr(diff_tokens, \"DIFF_TOKEN_BUDGET\", 100)\n fits, tokens = diff_tokens.diff_fits_budget(\" short diff\")\n assert fits…

Bash input={"command":"bash -c 'cd /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/baseline; python3 -m pytest tests/ -q -p no:randomly 2>&1 | grep -E \"^(FAILED|ERROR)\" | sed \"s/::.*//\" | sort | uniq -c | sort -rn > /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/before2.txt; echo done'","description":"Re-run baseline with.environment in background","run_in_background":true} output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"backgroundTaskId":"bw7wrauc1"}

Bash input={"command":"ls - | grep -i \"^\\.environment\"; cp.environment.environment.local /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/baseline/ 2>/dev/null; bash -c 'cd /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/baseline; python3 -m pytest tests/test_codex_client.py tests/test_main_startup.py tests/test_claude_auth.py -q -p no:randomly 2>&1 | grep -E \"^FAILED|passed|failed\" | head'","description":"Re-run baseline with.… output={"stdout":".environment\n.environment.example\n.environment.local\nFAILED tests/test_codex_client.py::test_large_diff_uses_the_primary_model -...\nFAILED tests/test_codex_client.py::test_simple_diff_drops_to_the_spark_model\nFAILED tests/test_codex_client.py::test_codex_tiering_can_be_switched_off -...\nFAILED tests/test_codex_client.py::test_codex_tiering_uses_the_shared_thresholds\nFAILED tests/test_codex_client.py::test_chat_always_uses_the_primary_model -...\nFAILED tests/test_codex_client.py::test_degraded_co…

Bash input={"command":"grep -rn \"gpt-5.6-terra\\|gpt-5.3-codex\" application/ tests/ migrations/.env* 2>/dev/null | head","description":"Find codex model strings"} output={"stdout":"application/config.py:408: codex_model_default: str = Field(default=\"gpt-5.3-codex\", validation_alias=\"CODEX_MODEL\")\napp/config.py:412: default=\"gpt-5.3-codex-spark\", validation_alias=\"CODEX_MODEL_SIMPLE\"\ntests/test_codex_client.py:159: client = _client(text=json.dumps(PAYLOAD), codex_model=\"gpt-5.3-codex\")\ntests/test_codex_client.py:161: assert client.run_review(\"/tmp/repo\", BIG_DIFF).model == \"gpt-5.3-codex\"\ntests/test_codex_client.py:294: client._re…

Bash input={"command":"timeout 300 python3 -m pytest tests/test_settings_config_backed.py -q -p no:randomly 2>&1 | grep -E \"^E |assert|Error\" | head -30","description":"Diagnose settings configuration test"} output={"stdout":"> assert settings.inline_comment_max_per_review == 10\n except KeyError as exc:\n raise AttributeError(f'{type(self).__name__!r} object has no attribute {item!r}') from exc\n except AttributeError:\n except KeyError as exc:\n raise AttributeError(f'{type(self).__name__!r} object has no attribute {item!r}') from exc\n return super().__getattribute__(item) # Raises AttributeError if appropri…

Bash input={"command":"bash -c 'cd /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/baseline; python3 -m pytest tests/test_codex_client.py tests/test_main_startup.py tests/test_claude_auth.py -q -p no:randomly 2>&1 | tail -15'","description":"Baseline subset run in worktree"} output={"stdout":"/usr/local/lib/python3.12/dist-packages/pytest_asyncio/plugin.py:208: PytestDeprecationWarning: configuration option \"asyncio_default_fixture_loop_scope\" is unset.\nThe event loop scope for async fixtures will default to fixture caching scope. Future versions of pytest-asyncio will default loop scope for async fixtures to function scope. Set default fixture loop scope explicitly avoid unexpected behavior in future. Valid fixture loop sco…

Bash input={"command":"timeout 300 python3 -m pytest tests/test_codex_client.py tests/test_main_startup.py tests/test_claude_auth.py -q -p no:randomly --rootdir=/tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/baseline 2>&1 | grep -E \"^(FAILED|ERROR)|passed|failed\" | head\necho \"=== via subshell ===\"\nbash -c 'cd /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/baseline && timeout 300 python3 -m pytest tests/t… output={"stdout":"FAILED../../../../../tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/baseline::test_large_diff_uses_the_primary_model\nFAILED../../../../../tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/baseline::test_simple_diff_drops_to_the_spark_model\nFAILED../../../../../tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/baseline::test_codex_tiering_can_be…

Bash input={"command":"cd /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/baseline && timeout 300 python3 -m pytest tests/test_codex_client.py tests/test_main_startup.py tests/test_claude_auth.py -q -p no:randomly 2>&1 | grep -E \"^(FAILED|ERROR)|passed|failed\" | head","description":"Same three files at baseline"} output={"stdout":"","stderr":"\nShell cwd was reset to /home/etc/claude-code/work/osprey","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"timeout 300 python3 -m pytest tests/test_codex_client.py tests/test_main_startup.py tests/test_claude_auth.py -q -p no:randomly 2>&1 | grep -E \"^(FAILED|ERROR)|passed|failed\" | head","description":"Run codex/startup/auth in isolation"} output={"stdout":"FAILED tests/test_codex_client.py::test_large_diff_uses_the_primary_model -...\nFAILED tests/test_codex_client.py::test_simple_diff_drops_to_the_spark_model\nFAILED tests/test_codex_client.py::test_codex_tiering_can_be_switched_off -...\nFAILED tests/test_codex_client.py::test_codex_tiering_uses_the_shared_thresholds\nFAILED tests/test_codex_client.py::test_chat_always_uses_the_primary_model -...\nFAILED tests/test_codex_client.py::test_degraded_codex_review_still_records_the_mod…

Bash input={"command":"timeout 300 python3 -m pytest tests/test_codex_client.py::test_large_diff_uses_the_primary_model tests/test_main_startup.py::test_seed_skipped_when_seed_on_start_disabled -q -p no:randomly 2>&1 | grep -E \"Error|assert|^E \" | head -20","description":"Diagnose codex and startup failures"} output={"stdout":"> assert client.client().responses.kwargs[\"model\"] == \"gpt-5.3-codex\"\nE AssertionError: assert 'gpt-5.6-terra' == 'gpt-5.3-codex'\nE \nE - gpt-5.3-codex\nE + gpt-5.6-terra\ntests/test_codex_client.py:364: AssertionError\n> assert calls == []\nE assert [True] == []\nE \nE Left contains one more item: True\nE Use -v to get more diff\ntests/test_main_startup.py:135: AssertionError","stderr":"","interrupted":fals…

Bash input={"command":"timeout 600 python3 -m pytest tests/test_review_service.py tests/test_codex_client.py tests/test_settings_config_backed.py tests/test_diff_tokens.py tests/test_review_prompt_composition.py tests/test_inline_comment_dedup.py tests/test_main_startup.py tests/test_claude_auth.py tests/test_repo_context.py -q -p no:randomly 2>&1 | grep -E \"^(FAILED|ERROR)|passed|failed\" | head -40","description":"Run affected test files"} output={"stdout":"> assert payload[\"shards_failed\"] == 1\nFAILED tests/test_review_service.py::test_one_failing_shard_still_completes_the_review_and_names_what_it_missed\nFAILED tests/test_review_service.py::test_context_length_exceeded_posts_too_large_comment\nFAILED tests/test_review_service.py::test_max_per_review_caps_comments_but_never_findings\nFAILED tests/test_codex_client.py::test_large_diff_uses_the_primary_model -...\nFAILED tests/test_codex_client.py::test_simple_diff_drops_to_the…

Bash input={"command":"echo \"=== BASELINE (HEAD) ===\"; cat /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/before.txt","description":"Read baseline failures"} output={"stdout":"=== BASELINE (HEAD) ===\n 58 ERROR tests/test_jira_context.py\n 29 FAILED tests/test_integration_page.py\n 29 FAILED tests/test_admin_events.py\n 27 FAILED tests/test_integration_repo_page.py\n 18 FAILED tests/test_webhook_secret_rotation.py\n 13 FAILED tests/test_agent_status.py\n 8 FAILED tests/test_integration_review_prompt.py\n 8 FAILED tests/test_dashboard_activity_feed.py\n 8 FAILED tests/test_dashboard.py\n 8 FAILED tests/test_admin_c…

<task-notification>
<task-id>bas0hpa8q</task-id>
<tool-use-id>toolu_01BjvpruH42L8m2n1o5D1AkS</tool-use-id>
<output-file>/tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/bas0hpa8q.output</output-file>
<status>completed</status>
<summary>Background command "Run baseline suite in worktree" completed (exit code 0)</summary>
</task-notification>

Bash input={"command":"python3 - <<'PY'\nimport pathlib\nfor path in (\"tests/test_repo_context.py\", \"tests/test_review_service.py\"):\n p = pathlib.Path(path)\n s = p.read_text()\n old = \"\"\" repo_context: str | None = None,\n repo_context_file: str | None = None,\n memory_context: str | None = None,\n ) -> ReviewResult:\"\"\"\n new = \"\"\" repo_context: str | None = None,\n repo_context_file: str | None = None,\n memory_context: str | None = N… output={"stdout":"patched tests/test_repo_context.py\npatched tests/test_review_service.py\ntests/test_repo_context.py:74: tiering_diff: str | None = None,\ntests/test_review_service.py:84: tiering_diff: str | None = None,\ntests/test_review_service.py:247: self.tiering_diffs: list[str | None] = []\ntests/test_review_service.py:256: self.tiering_diffs.append(kwargs.get(\"tiering_diff\"))\ntests/test_review_service.py:366: assert len(engine.tiering_diffs) > 1\ntests/test_r…

Bash input={"command":"for f in tests/test_inline_comment_dedup.py tests/test_diff_context.py tests/test_memory_service.py tests/test_repo_context.py; do echo \"=== $f ===\"; grep -n \"def run_review\" - 4 $f; done","description":"Inspect each fake's run_review signature"} output={"stdout":"=== tests/test_inline_comment_dedup.py ===\n42: def run_review(self, *arguments, **kwargs) -> ReviewResult:\n43- return self.result\n44-\n45-\n46-def _make_review(database, *, event_id: str, pr_id: int = 10, repo_slug: str = \"theropods\"):\n=== tests/test_diff_context.py ===\n401: def run_review(self, repo_dir, diff_text, *arguments, **kwargs) -> ReviewResult:\n402- self.diff_text = diff_text\n403- return ReviewResult(summary=\"ok\", strengths=\"fine\", verdict=\"approve\"…

Bash input={"command":"grep -rln \"def run_review\" tests/; echo \"---\"; grep -rn \"memory_context: str | None = None,$\" tests/*.py | head -20","description":"Find test engine fakes"} output={"stdout":"tests/test_inline_comment_dedup.py\ntests/test_diff_context.py\ntests/test_review_service.py\ntests/test_memory_service.py\ntests/test_repo_context.py\n---\ntests/test_repo_context.py:73: memory_context: str | None = None,\ntests/test_review_service.py:83: memory_context: str | None = None,","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"timeout 400 python3 -m pytest tests/test_review_service.py::test_persists_every_senior_review_field -q -p no:randomly 2>&1 | grep -B5 - 20 \"Error\\|assert\" | head -50","description":"Diagnose one failing test"} output={"stdout":"------------------------------ Captured log call -------------------------------\nWARNING application.utils.diff_tokens:diff_tokens.py:45 tiktoken encoding 'o200k_base' could not be loaded; falling back to chars-per-token estimate for diff token counting\nTraceback (most recent call last):\n File \"/home/etc/claude-code/work/osprey/app/utils/diff_tokens.py\", line 41, in _get_encoding\n import tiktoken\nModuleNotFoundError: No module named 'tiktoken'\nWARNING application.services.review_servi…

Bash input={"command":"timeout 400 python3 -m pytest tests/test_review_service.py -q -p no:randomly 2>&1 | grep -E \"^(FAILED|ERROR)|passed|failed\" | head -40","description":"Run review_service tests"} output={"stdout":"> assert payload[\"shards_failed\"] == 1\nWARNING application.services.review_service:review_service.py:644 jira context lookup failed for review evt-1; reviewing without it: jira blew up\nFAILED tests/test_review_service.py::test_one_failing_shard_still_completes_the_review_and_names_what_it_missed\nFAILED tests/test_review_service.py::test_mixed_pr_under_budget_sends_the_engine_only_the_needs_review_diff\nFAILED tests/test_review_service.py::test_uncommentable_findings_get_a_summary_…

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('tests/test_review_service.py')\ns = p.read_text()\n\ns = s.replace(\n '''# ---- token-budget gate: classification + DIFF_TOKEN_BUDGET (replaces file-count for what's\n# reviewed; REVIEW_SKIP_MAX_FILES above stays as outer ceiling) ----''',\n '''# ---- classification: generated/trivial files never reach engine ----\n#\n# This is NOT cap and never refuses review — it is noise removal, and what it excluded is… output={"stdout":"All checks passed!","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

<task-notification>
<task-id>bp4zrt6pp</task-id>
<tool-use-id>toolu_01NCsnVuRkQ1xqDfteKyEAui</tool-use-id>
<output-file>/tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/bp4zrt6pp.output</output-file>
<status>completed</status>
<summary>Background command "Collect failure summary after changes" completed (exit code 0)</summary>
</task-notification>

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('tests/test_review_service.py')\ns = p.read_text()\n\nstart = s.index('# ---- PR too large to review (REVIEW_SKIP_MAX_FILES) ----')\nend = s.index('# ---- token-budget gate: classification + DIFF_TOKEN_BUDGET')\n\nnew = '''# ---- no size cap: big pull request is SHARDED, never refused ----\n\n\ndef _diff_touching(n: int) -> str:\n \"\"\" synthetic unified diff touching exactly `n` files. Each hunk trips none of stub\n en… output={"stdout":"replaced\nok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cd /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/baseline && timeout 1800 python3 -m pytest tests/ -q -p no:randomly 2>&1 | grep -E \"^(FAILED|ERROR)\" | sed 's/::.*//' | sort | uniq -c | sort -rn > /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/before.txt; echo done","description":"Run baseline suite in worktree","run_in_background":true} output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"backgroundTaskId":"bas0hpa8q","backgroundCwdHint":"Session cwd remains /home/etc/claude-code/work/osprey; directory changes made by backgrounded command do not apply to subsequent commands."}

Bash input={"command":"git worktree add /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/baseline HEAD 2>&1 | tail -3","description":"Create baseline worktree at HEAD"} output={"stdout":"Preparing worktree (detached HEAD 9fbb159)\nHEAD is now at 9fbb159 Fix dashboard card alignment","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cat /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/after.txt 2>/dev/null","description":"Read failure tally"} output={"stdout":" 58 ERROR tests/test_jira_context.py\n 29 FAILED tests/test_review_service.py\n 29 FAILED tests/test_integration_page.py\n 29 FAILED tests/test_admin_events.py\n 27 FAILED tests/test_integration_repo_page.py\n 18 FAILED tests/test_webhook_secret_rotation.py\n 13 FAILED tests/test_agent_status.py\n 8 FAILED tests/test_integration_review_prompt.py\n 8 FAILED tests/test_dashboard_activity_feed.py\n 8 FAILED tests/test_dashboard.py\n 8 FAILE…

Bash input={"command":"tail -6 /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/bp4zrt6pp.output 2>/dev/null","description":"Check background suite"} output={"stdout":" 1 FAILED tests/test_inline_comment_dedup.py\n 1 FAILED tests/test_claude_auth.py\n 1 FAILED tests/test_admin_users.py\n=== SUMMARY ===","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"sed -n 200,245p tests/test_review_service.py; echo \"=====TOKEN SECTION=====\"; sed -n 340,445p tests/test_review_service.py","description":"Read OversizedBitbucket and token budget tests"} output={"stdout":" assert stages[STAGE_CLONING].finished_at is None\n assert STAGE_REVIEWING not in stages\n assert STAGE_POSTING not in stages\n\n # retried attempt (SQS redelivery) logs fresh set of rows than overwriting\n with pytest.raises(ReviewProcessingError):\n service.process(\"evt-1\")\n logs_after_retry = db_session.execute(select(PullRequestProcessLog)).scalars().all()\n assert len(logs_after_retry) == 2 * len(logs)\n\n\n# ---- PR too large to review (…

Bash input={"command":"sed -n 60,140p tests/test_review_service.py; echo \"=====CAP TESTS=====\"; sed -n 240,340p tests/test_review_service.py","description":"Read test helpers and cap tests"} output={"stdout":" return CLEAN_DIFF\n\n\nclass ExplodingPrCommentBitbucket(CleanBitbucket):\n def post_pr_comment(self, **kwargs):\n raise RuntimeError(\"bitbucket 500\")\n\n\nclass FixedEngine:\n \"\"\"Engine stub returning preset ReviewResult, for paths stub engine can't produce.\"\"\"\n\n def __init__(self, result: ReviewResult) -> None:\n self.result = result\n\n def run_review(\n self,\n repo_dir: str,\n diff_text: str,\n graph_co…

Bash input={"command":"sed -n 1,60p tests/test_review_service.py","description":"Read review_service test harness"} output={"stdout":"\"\"\"ReviewService.process happy path + failure branch.\n\nUses stub review engine and fake Bitbucket/S3 clients — no network. Verifies findings\nare persisted, inline comment is posted, blobs are stored, status is completed, and audit\nrecords are written. Failure path: missing credential marks event failed and re-raises.\n\nAlso covers \"no concern\" PR-level comment posted when review is clean, and cases where\nit must stay silent (findings present, engine…

Bash input={"command":"timeout 1800 python3 -m pytest tests/ -q -p no:randomly 2>&1 | grep -E \"^(FAILED|ERROR)\" | sed 's/::.*//' | sort | uniq -c | sort -rn > /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/after.txt; tail -3 /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/after.txt; echo \"=== SUMMARY ===\"; timeout 1800 python3 -m pytest tests/ -q -p no:randomly 2>&1 | tail -3","description":"Collect failure… output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"backgroundTaskId":"bp4zrt6pp","timedOutAfterMs":120000}

Bash input={"command":"timeout 300 python3 -m pytest tests/test_jira_context.py -q -p no:randomly 2>&1 | grep - 20 \"ERROR at setup\\|AttributeError\" | head -30","description":"Diagnose jira_context errors"} output={"stdout":"____________ ERROR at setup of test_a_ticket_in_the_title_is_found _____________\n\n @pytest.fixture(autouse=True)\n def _reset_circuit():\n \"\"\" client's breaker is process-global; test that trips it must not fail next one.\n \n Addressed BY NAME than by iterating registry: breakers are registered under \n decorated function's qualname, and `provider_status._get` would otherwise answer to same\n key — resetting that on…

<task-notification>
<task-id>bwsiuqyrt</task-id>
<tool-use-id>toolu_016ZayvFjUG4S3yt5Niqo4XG</tool-use-id>
<output-file>/tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/bwsiuqyrt.output</output-file>
<status>completed</status>
<summary>Background command "Run full suite without -x" completed (exit code 0)</summary>
</task-notification>

Bash input={"command":"ls -la /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/ 2>/dev/null; timeout 1800 python3 -m pytest tests/ -q -p no:randomly 2>&1 | tail -45","description":"Rerun full suite in foreground"} output={"stdout":"total 88\ndrwxr-xr-x 2 root root 4096 Sep 5 02:32.\ndrwx------ 4 root root 4096 Sep 5 01:47..\n-rw-r--r-- 1 root root 39763 Sep 5 01:51 bhx0l8npm.output\n-rw-r--r-- 1 root root 39763 Sep 5 01:51 bjq1zixm2.output\n-rw-r--r-- 1 root root 0 Sep 5 02:32 bnfzmytnx.output\n-rw-r--r-- 1 root root 0 Sep 5 02:31 bwsiuqyrt.output\nERROR tests/test_jira_context.py::test_every_allowlisted_project_is_accepted[DATA]\nERROR tests/test_jira_context.py::test_every_allowlisted_project…

Bash input={"command":"cat /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/bwsiuqyrt.output 2>/dev/null | tail -50","description":"Check full suite progress"} output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cat > tests/test_review_aggregate.py <<'PY'\n\"\"\"application/services/review_aggregate.py: N shard results -> one ReviewResult.\n\nEverything except prose is deterministic on purpose, so these tests are guard against \nmerge quietly becoming second place finding can disappear. rules under test:\nfindings dedupe but never drop, verdict is WORST any shard returned, and zero successful\nshards means review failed than that code is clean.\n\"\"\"\n\nfrom… output={"stdout":"/usr/local/lib/python3.12/dist-packages/pytest_asyncio/plugin.py:208: PytestDeprecationWarning: configuration option \"asyncio_default_fixture_loop_scope\" is unset.\nThe event loop scope for async fixtures will default to fixture caching scope. Future versions of pytest-asyncio will default loop scope for async fixtures to function scope. Set default fixture loop scope explicitly avoid unexpected behavior in future. Valid fixture loop sco…

Bash input={"command":"cat > tests/test_review_sharder.py <<'PY'\n\"\"\"application/services/review_sharder.py: how one diff becomes N engine calls.\n\nThe guarantee these tests exist to protect is CHEAP one: pull request that fits in single\nshard must still be exactly one engine call carrying whole diff, byte-identical to what \npipeline sent before sharding existed. Everything else here is about not losing or duplicating \nfile while splitting one that does not fit.\n\"\"\"\n\nfrom application.services.… output={"stdout":"/usr/local/lib/python3.12/dist-packages/pytest_asyncio/plugin.py:208: PytestDeprecationWarning: configuration option \"asyncio_default_fixture_loop_scope\" is unset.\nThe event loop scope for async fixtures will default to fixture caching scope. Future versions of pytest-asyncio will default loop scope for async fixtures to function scope. Set default fixture loop scope explicitly avoid unexpected behavior in future. Valid fixture loop sco…

Bash input={"command":"timeout 1800 python3 -m pytest tests/ -q 2>&1 | tail -60","description":"Run full suite without -x","run_in_background":true} output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"backgroundTaskId":"bwsiuqyrt"}

Bash input={"command":"timeout 900 python3 -m pytest tests/ -x -q 2>&1 | tail -40","description":"Run full test suite"} output={"stdout":"/usr/local/lib/python3.12/dist-packages/pytest_asyncio/plugin.py:208: PytestDeprecationWarning: configuration option \"asyncio_default_fixture_loop_scope\" is unset.\nThe event loop scope for async fixtures will default to fixture caching scope. Future versions of pytest-asyncio will default loop scope for async fixtures to function scope. Set default fixture loop scope explicitly avoid unexpected behavior in future. Valid fixture loop sco…

Bash input={"command":"ruff check application/ 2>&1 | grep \"^application.*:\"; black application/consumer/worker.py application/integrations/sqs_client.py application/services/review_service.py application/services/review_sharder.py application/services/review_aggregate.py application/services/graph_impact.py 2>&1 | tail -2; echo \"=== IMPORT SMOKE ===\"; python3 -c \"\nimport application.services.review_service, application.services.review_sharder, application.services.review_aggregate, application.services.review_incremental, application.consumer.worker\nprint('imports ok')\n\" 2>&1 | tail -20","descripti… output={"stdout":"application/repositories/analytics_repository.py:87:101: E501 Line too long (102 > 100)\napp/services/review_service.py:1272:101: E501 Line too long (107 > 100)\napp/utils/diff_split.py:57:101: E501 Line too long (106 > 100)\nAll done! ✨ 🍰 ✨\n1 file reformatted, 5 files left unchanged.\n=== IMPORT SMOKE ===\nimports ok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"staleReadFileStateHint":"[This command modified 1 file you've previously read: application/services/review_s…

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/consumer/worker.py')\ns = p.read_text()\n\nold = ''' for message in messages:\n try:\n _handle_message(queue, message)\n except Exception as exc: # noqa: BLE001 - leave message for redelivery/DLQ\n logger.error(\n \"worker[%s] job failed, leaving message for redrive: %s\", worker_id, exc\n )'''\nnew = ''' for message in messages:… output={"stdout":"66:logger = logging.getLogger(__name__)","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/integrations/sqs_client.py')\ns = p.read_text()\nold = ''' def delete(self, receipt_handle: str) -> None:\n sqs_client().delete_message(QueueUrl=self.queue_url, ReceiptHandle=receipt_handle)'''\nnew = ''' def delete(self, receipt_handle: str) -> None:\n sqs_client().delete_message(QueueUrl=self.queue_url, ReceiptHandle=receipt_handle)\n\n def extend_visibility(self, receipt_handle: str, seconds: int) -> No… output={"stdout":"ok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"black application/config.py application/integrations/review_engine.py application/services/review_incremental.py 2>&1 | tail -3; ruff check application/ 2>&1 | grep \"^application.*:\"","description":"Format new files"} output={"stdout":"All done! ✨ 🍰 ✨\n3 files reformatted.\napp/repositories/analytics_repository.py:87:101: E501 Line too long (102 > 100)\napp/services/review_service.py:1272:101: E501 Line too long (107 > 100)\napp/utils/diff_split.py:57:101: E501 Line too long (106 > 100)","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"staleReadFileStateHint":"[This command modified 2 files you've previously read: application/config.py, application/integrations/review_engine.py. Call Read before editing.]"…

Bash input={"command":"git stash -u -q && black --check application/ 2>&1 | grep \"would reformat\" | sort > /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/black_before.txt; git stash pop -q; black --check application/ 2>&1 | grep \"would reformat\" | sort > /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/black_after.txt; diff /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/scratchpad/black… output={"stdout":"0a1,2\n> would reformat /home/etc/claude-code/work/osprey/app/config.py\n> would reformat /home/etc/claude-code/work/osprey/app/integrations/review_engine.py\n5a8\n> would reformat /home/etc/claude-code/work/osprey/app/services/review_incremental.py\n8d10\n< would reformat /home/etc/claude-code/work/osprey/app/utils/diff_tokens.py","stderr":"","interrupted":false,"isImage":false,"returnCodeInterpretation":"Files differ","noOutputExpected":false,"staleReadFileStateHint":"[This command …

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/services/review_aggregate.py')\ns = p.read_text()\ns = s.replace(\n ' summaries = [o.result.summary.strip() for o in outcomes if o.result and o.result.summary.strip()]',\n ' summaries = [\\n'\n ' o.result.summary.strip() for o in outcomes if o.result and o.result.summary.strip()\\n'\n ' ]',\n 1,\n)\np.write_text(s)\nPY\nruff check application/ 2>&1 | grep \"^application.*:\"; echo \"---\"; black --check application/ 2>&1… output={"stdout":"application/repositories/analytics_repository.py:87:101: E501 Line too long (102 > 100)\napp/services/review_service.py:1272:101: E501 Line too long (107 > 100)\napp/utils/diff_split.py:57:101: E501 Line too long (106 > 100)\n---\nwould reformat /home/etc/claude-code/work/osprey/app/utils/jsonable.py\nwould reformat /home/etc/claude-code/work/osprey/app/utils/response_negotiation.py\n\nOh no! 💥 💔 💥\n12 files would be reformatted, 106 files would be left unchanged.","stderr":"","interrupted…

Bash input={"command":"git stash -u -q && ruff check application/ 2>&1 | grep -c \"E501\\|error\"; ruff check application/ 2>&1 | grep \"^application.*:\" | head; git stash pop -q && echo restored","description":"Check pre-existing lint baseline"} output={"stdout":"9\napp/repositories/analytics_repository.py:87:101: E501 Line too long (102 > 100)\napp/services/review_service.py:1008:101: E501 Line too long (107 > 100)\napp/utils/diff_split.py:57:101: E501 Line too long (106 > 100)\napp/utils/diff_tokens.py:32:101: E501 Line too long (101 > 100)\nrestored","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/services/review_service.py')\ns = p.read_text()\n\nold = ''' review_url: str,\n classification: DiffClassification | None = None,\n ) -> bool:\n \"\"\" summary comment on PR itself. Returns whether it was posted.\n\n Three gates, in order:\n - DEGRADED run posts nothing, ever: it produced no findings because review failed,\n so it has no verdict to announce and zero… output={"stdout":"ok\napp/repositories/analytics_repository.py:87:101: E501 Line too long (102 > 100)\n |\n85 | @property\n86 | def total_label(self) -> str:\n87 | return f\"${self.total_value:,.2f}\" if self.value_kind == \"usd\" else str(int(self.total_value))\n | ^^ E501\n88 | \n89 | @property\n |\n\napp/services/review_aggregate.py:182:101: E501 Line too long (101 > 100)\n …

Bash input={"command":"sed -n 1359,1430p application/services/review_service.py","description":"Read _post_pr_level_comment"} output={"stdout":" def _post_pr_level_comment(\n self,\n review: ReviewEvent,\n credential: ResolvedCredential,\n result: ReviewResult,\n findings: list[Finding],\n review_url: str,\n classification: DiffClassification | None = None,\n ) -> bool:\n \"\"\" summary comment on PR itself. Returns whether it was posted.\n\n Three gates, in order:\n - DEGRADED run posts nothing, ever: it produced no findings because re…

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/services/review_service.py')\ns = p.read_text()\n\n# _post_comments: accept failed shards, thread into PR-level comment\nold = ''' def _post_comments(\n self,\n review: ReviewEvent,\n credential: ResolvedCredential,\n result: ReviewResult,\n classification: DiffClassification | None = None,\n ) -> PostingOutcome:'''\nnew = ''' def _post_comments(\n self,\n review: Rev… output={"stdout":"1359: def _post_pr_level_comment(\n1360- self,\n1361- review: ReviewEvent,\n1362- credential: ResolvedCredential,\n1363- result: ReviewResult,\n1364- findings: list[Finding],\n1365- review_url: str,\n1366- classification: DiffClassification | None = None,\n1367- ) -> bool:\n1368- \"\"\" summary comment on PR itself. Returns whether it was posted.\n1369-\n1370- Three gates, in order:\n1371- - DEGRADE…

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/repositories/review_event_repository.py')\ns = p.read_text()\nanchor = ''' def find_by_review_comment_id(self, comment_id: int) -> ReviewEvent | None:'''\nassert anchor in s\nmethod = ''' def previous_for_pr(self, review: ReviewEvent) -> ReviewEvent | None:\n \"\"\" review of same pull request immediately BEFORE this one, or None.\n\n `latest_for_pr` returns newest row, which during review is … output={"stdout":"ok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/services/review_service.py')\ns = p.read_text()\n\nanchor = ''' def _persist_result(\n self, review: ReviewEvent, result: ReviewResult, impact: GraphImpact | None = None\n ) -> None:'''\nassert anchor in s\n\nmethods = ''' # ---- sharded review ----\n def _run_shard(\n self,\n review: ReviewEvent,\n shard: Shard,\n expansion: ExpansionResult,\n repo_dir: str | None,\n … output={"stdout":"ok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/services/review_service.py')\ns = p.read_text()\n\n# module-level helper, next to other module functions\nanchor = 'def _context_too_large_body(review_url: str) -> str:'\nassert anchor in s\nhelper = '''def _failed(outcomes: list[ShardOutcome]) -> list[ShardOutcome]:\n \"\"\" shards that produced no result. Kept as list, not count, because PR comment\n names FILES review did not manage to cover — cou… output={"stdout":"ok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/services/review_service.py')\ns = p.read_text()\n\nold = ''' posted = self._post_comments(review, credential, result, classification)\n self.pr_logs.finish_stage(posting_log)\n\n self.reviews.set_status(review, STATUS_COMPLETED)'''\nnew = ''' posted = self._post_comments(\n review, credential, result, classification, failed_shards=_failed(outcomes)\n )\n … output={"stdout":"ok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/services/review_service.py')\ns = p.read_text()\n\nstart = s.index(' impact = self._graph_stage(review, repo_dir, classification.needs_review_diff)')\nend = s.index(' self.pr_logs.finish_stage(review_log)\\n', start) + len(' self.pr_logs.finish_stage(review_log)\\n')\n\nnew = ''' impact, graph = self._graph_stage(review, repo_dir, classification.needs_review_diff)\n\n jira_c… output={"stdout":"ok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/services/review_service.py')\ns = p.read_text()\n\nold = ''' def _graph_stage(\n self, review: ReviewEvent, repo_dir: str | None, diff_text: str\n ) -> GraphImpact | None:'''\nnew = ''' def _graph_stage(\n self, review: ReviewEvent, repo_dir: str | None, diff_text: str\n ) -> tuple[GraphImpact | None, dict | None]:'''\nassert old in s; s = s.replace(old, new, 1)\n\nold = ''' than leaving … output={"stdout":"ok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/services/graph_service.py')\ns = p.read_text()\n\nold = ''' def analyze(\n self, review: ReviewEvent, repo_dir: str | None, diff_text: str\n ) -> tuple[GraphImpact | None, KnowledgeGraph | None]:\n \"\"\"Graph + impact for one review, or (None, None) if anything went wrong.\n\n Fail-soft is whole point: caller uses result when present and reviews\n exactly as before when it is absent… output={"stdout":"ok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"grep -rn \"\\.analyze(\" application/ tests/ --include=*.py | head","description":"Find analyze callers"} output={"stdout":"application/services/review_service.py:699: impact, graph_row = self.graphs.analyze(review, repo_dir, diff_text)\ntests/test_graph_service.py:75: impact, row = GraphService(db_session, blobs=blobs).analyze(review, None, DIFF)\ntests/test_graph_service.py:92: GraphService(db_session, blobs=FakeBlobs()).analyze(review, None, DIFF)\ntests/test_graph_service.py:108: _, row_one = service.analyze(first, None, DIFF)\ntests/test_graph_service.py:110: _, row_two = service.analyze(se…

Bash input={"command":"grep -n \"def _graph_stage\" - 45 application/services/review_service.py; echo \"=====GRAPH SERVICE ANALYZE=====\"; grep -n \"def analyze\" - 40 application/services/graph_service.py | head -50","description":"Read _graph_stage and GraphService.analyze"} output={"stdout":"679: def _graph_stage(\n680- self, review: ReviewEvent, repo_dir: str | None, diff_text: str\n681- ) -> GraphImpact | None:\n682- \"\"\"Build/reuse knowledge graph and compute this diff's impact.\n683-\n684- Deliberately has no failure branch of its own: GraphService returns None on anything\n685- going wrong, and stage is still logged either way so fail-softed run is visible in\n686- latency log than silently absent.\n687-…

Bash input={"command":"sed -n 420,500p application/services/review_service.py","description":"Read rest of engine-call block"} output={"stdout":" # What TICKET says this change is for. None whenever lookup is off, PR\n # cites no allowlisted ticket, or Jira could not be read — all of which produce \n # prompt this repository got before feature existed. Keyword for same reason \n # two above are.\n jira_context=jira_context,\n # What REPOSITORY OWNER has committed about how this codebase is built — its\n # …

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/services/review_service.py')\ns = p.read_text()\n\nold = ''' # Outer sanity ceiling: PR touching more files than REVIEW_SKIP_MAX_FILES is never\n # even classified or tokenized — cheap circuit-breaker before any of that work runs.\n # Checked here because this is earliest point diff (and therefore file\n # count) is available, strictly before two token-costing steps… output={"stdout":"ok\n\n # There is NO SIZE AT WHICH PULL REQUEST IS REFUSED. 50-file cap and \n # 130k-token diff budget that used to return here, unreviewed, are both gone: diff\n # too large for one engine call is sharded below and reviewed in pieces instead.\n #\n # Classification stays, and it is not cap: it drops generated and whitespace-only\n # files (lockfiles, protobuf output, reformatting) so review spends its…

Bash input={"command":"sed -n 340,420p application/services/review_service.py","description":"Read current process body region"} output={"stdout":" self.blobs = blobs or S3Blobs()\n self.graphs = graphs or GraphService(database, blobs=self.blobs)\n self.jira = jira or JiraContextService(database)\n self.repo_context = repo_context or RepoContextService(database)\n self.memory = memory or MemoryService(database, engine=self.engine, blobs=self.blobs)\n\n def process(self, event_id: str) -> None:\n review = self.reviews.get_by_event_id(event_id)\n if review is None:\n raise ReviewProcessingErr…

Bash input={"command":"python3 - <<'PY'\nimport pathlib, re\np = pathlib.Path('application/services/review_service.py')\ns = p.read_text()\n\ndef cut(start_marker, end_marker, label):\n global s\n i = s.index(start_marker)\n j = s.index(end_marker, i)\n s = s[:i] + s[j:]\n print(\"cut\", label)\n\n# module-level bodies\ncut('def _skipped_too_large_body(', 'def _skipped_token_budget_body(', '_skipped_too_large_body')\ncut('def _skipped_token_budget_body(', 'def _context_too_large_body(', '_skipped_to… output={"stdout":"cut _skipped_too_large_body\ncut _skipped_token_budget_body\ncut _skip_too_large\ncut _skip_token_budget\n232: context window — distinct from `_skipped_too_large_body`: that one fires from file-count\n380: self._skip_too_large(review, credential, file_count)\n395: self._skip_token_budget(review, credential, classification, diff_tokens)\n983: exceeding its context window — distinct from `_skip_too_large`'s file-count PRE-check,","stderr":"","in…

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/services/review_service.py')\ns = p.read_text()\n\n# ---------- imports ----------\ns = s.replace(\n \"from application.services.graph_impact import render_context\\n\",\n \"from application.services.graph_impact import render_context\\n\",\n 1,\n)\ns = s.replace(\n \"from application.utils import diff_tokens as diff_tokens_module\\n\"\n \"from application.utils.diff_classify import DiffClassification, classify_diff\\n\"\n \"from application.utils.di… output={"stdout":"imports done\n51: STATUS_SKIPPED_CONTEXT_TOO_LARGE,\n68:from application.services.review_aggregate import (\n73:from application.services.review_incremental import IncrementalPlan\n74:from application.services.review_incremental import plan as plan_incremental\n75:from application.services.review_sharder import Shard, plan_shards\n247: classification: DiffClassification, diff_tokens: int, budget: int, review_url: str\n266: f\" remaining {needs_review} file(s) still total ~{diff_tokens} tokens, above …

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/config.py')\ns = p.read_text()\n\n# --- graph caller snippet knobs, next to other graph ones ---\nold = ''' # Off = rebuild graph every review (debugging escape hatch).\n graph_cache_enabled_default: bool = Field(default=True, validation_alias=\"GRAPH_CACHE_ENABLED\")'''\nnew = ''' # Off = rebuild graph every review (debugging escape hatch).\n graph_cache_enabled_default: bool = Field(default=True, valida… output={"stdout":"ok\nparsed","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/config.py')\ns = p.read_text()\n\n# --- remove review_skip_max_files ---\nold = ''' # --- Review size guard (token-cost cap, distinct from model-tiering thresholds above) ---\n # PR touching MORE than this many files (changed_file_count — added + modified + deleted,\n # same primitive simple_change_max_files uses) is never cloned and never sent to review\n # engine at all: worker posts one PR-level comm… output={"stdout":"ok","stderr":"","interrupted":false,"isImage":false,"returnCodeInterpretation":"No matches found","noOutputExpected":false}

Bash input={"command":"grep -n \"down_revision\" migrations/versions/0028_seed_model_pricing.py; grep -n \"^revision\" migrations/versions/0028_seed_model_pricing.py\ncat > migrations/versions/0029_finding_carried_from.py <<'PY'\n\"\"\"findings.carried_from_review_event_id — provenance for finding incremental re-review carried.\n\nPostgres dialect (DATABASE_URL is postgresql+psycopg; compose runs postgres:16), hand-written\nagainst application/models/finding.py — no autogenerate, per CLAUDE.md.\n\nADDITIVE ON… output={"stdout":"24:down_revision: str | None = \"0027_pull_request_events\"\n23:revision: str = \"0028_seed_model_pricing\"\nok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"sed -n 1,45p migrations/versions/0027_pull_request_events.py","description":"Read migration for house style"} output={"stdout":"\"\"\"pull_request_events table — analytics ledger for every Bitbucket PR webhook event type.\n\nPostgres dialect (DATABASE_URL is postgresql+psycopg; compose runs postgres:16), hand-written\nagainst application/models/pull_request_event.py — no autogenerate, per CLAUDE.md.\n\nADDITIVE ONLY: brand-new table, no existing table altered, no backfill (there is no historical\nwebhook payload to reconstruct rows from — analytics coverage starts from deploy of this\nmigration forward).\n\nNO FOR…

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/models/finding.py')\ns = p.read_text()\nold = ''' review_event_id: Mapped[int] = mapped_column(\n BigInteger, ForeignKey(\"review_events.id\"), nullable=False\n )'''\nnew = ''' review_event_id: Mapped[int] = mapped_column(\n BigInteger, ForeignKey(\"review_events.id\"), nullable=False\n )\n # EARLIER review this finding was copied from, when incremental re-review carried it\n # forward beca… output={"stdout":"106: Index(\"idx_findings_carried_from\", \"carried_from_review_event_id\"),\n121: carried_from_review_event_id: Mapped[int | None] = mapped_column(BigInteger, nullable=True)","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cat > application/services/review_incremental.py <<'PY'\n\"\"\"Review only what changed since this pull request was last reviewed.\n\nA pull request is reviewed once per push. Before this module, every push re-reviewed ENTIRE\ndiff from scratch: 60-file pull request pushed five times cost five full reviews, and\n`INLINE_COMMENT_CROSS_RUN_DEDUP_ENABLED` only stopped same COMMENT being posted twice — it\nnever saved single token. With size caps removed and reviews sharded, that… output={"stdout":"ok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"grep -n \"def \" application/integrations/s3_client.py | head","description":"Check S3Blobs interface"} output={"stdout":"21: def __init__(self) -> None:\n25: def _key(self, event_id: str, name: str) -> str:\n28: def memory_key(\n43: def put_text(self, event_id: str, name: str, text: str) -> str:\n49: def put_at(self, key: str, text: str) -> str:\n63: def get_text(self, key: str) -> str:","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/integrations/review_engine.py')\ns = p.read_text()\nold = ''' repo_context: str | None = None,\n repo_context_file: str | None = None,\n memory_context: str | None = None,\n ) -> ReviewResult:...\n\n def run_chat(self, repo_dir: str | None, context: str, question: str) -> str | None:...'''\nnew = ''' repo_context: str | None = None,\n repo_context_file: str | None = None,\n memor… output={"stdout":"ok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/integrations/codex_client.py')\ns = p.read_text()\ns = s.replace(\n \"from application.integrations.review_prompt import build_chat_prompt, build_review_prompt, extract_json\",\n \"from application.integrations.review_prompt import (\\n\"\n \" build_chat_prompt,\\n\"\n \" build_review_prompt,\\n\"\n \" build_synthesis_prompt,\\n\"\n \" extract_json,\\n\"\n \")\",\n 1,\n)\np.write_text(s)\nPY\npython3 -c \"imp… output={"stdout":"from application.integrations.review_prompt import (\n build_chat_prompt,\n build_review_prompt,\n build_synthesis_prompt,\n extract_json,\n)\nfrom application.schemas import FindingInput, ReviewResult, ReviewUsage","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"grep -n \"build_chat_prompt\\|build_review_prompt\\|extract_json\" application/integrations/codex_client.py | head -5","description":"Check codex import block"} output={"stdout":"29:from application.integrations.review_prompt import build_chat_prompt, build_review_prompt, extract_json\n121: title/description and cited Jira ticket all go through SAME build_review_prompt as\n134: prompt = build_review_prompt(\n179: parsed = extract_json(raw_text) if raw_text else None\n214: build_chat_prompt(context, question),","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/integrations/codex_client.py')\ns = p.read_text()\n\nold = ''' repo_context: str | None = None,\n repo_context_file: str | None = None,\n memory_context: str | None = None,\n ) -> ReviewResult:\n \"\"\"`repo_dir` is accepted for engine parity'''\nnew = ''' repo_context: str | None = None,\n repo_context_file: str | None = None,\n memory_context: str | None = None,\n tier… output={"stdout":"113: tiering_diff: str | None = None,\n126: `tiering_diff` sizes MODEL on different diff than one being reviewed, and it\n133: model = self._select_model(tiering_diff if tiering_diff is not None else diff_text)\n242: build_synthesis_prompt(digests),","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"grep -n \"def run_chat\" - 30 application/integrations/codex_client.py | head -40","description":"Read codex run_chat"} output={"stdout":"197: def run_chat(self, repo_dir: str | None, context: str, question: str) -> str | None:\n198- \"\"\" answer, or None when call produced nothing.\n199-\n200- None than apology string, for same reason as claude engine: worker\n201- has to tell \" model answered\" from \" run failed\" to decide between completing \n202- turn and leaving it for SQS redelivery.\n203- \"\"\"\n204- try:\n205- answ…

Bash input={"command":"sed -n 85,180p application/integrations/codex_client.py","description":"Read codex_client run_review"} output={"stdout":" return ReviewUsage(\n input_tokens=_as_int(_get(usage, \"input_tokens\")),\n cache_read_tokens=_as_int(_get(details, \"cached_tokens\")),\n output_tokens=_as_int(_get(usage, \"output_tokens\")),\n )\n\n\nclass CodexClient:\n \"\"\"Same surface as ClaudeCodeClient: `run_review` / `run_chat` (see `ReviewEngine`).\"\"\"\n\n def __init__(self, client: OpenAI | None = None) -> None:\n self.settings = get_settings()\n self._client = client\n\n…

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/integrations/claude_code_client.py')\ns = p.read_text()\n\nanchor = ''' # ---- model selection ----\n def _select_model(self, diff_text: str) -> str:'''\nassert anchor in s\nmethod = ''' def run_synthesis(self, repo_dir: str | None, digests: list[str]) -> tuple[str, str] | None:\n \"\"\"(summary, strengths) for review that was sharded across several calls, or None.\n\n None on every failure — no digests,… output={"stdout":"33: build_synthesis_prompt,\n228: def run_synthesis(self, repo_dir: str | None, digests: list[str]) -> tuple[str, str] | None:\n243: build_synthesis_prompt(digests),","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/integrations/claude_code_client.py')\ns = p.read_text()\n\nold = ''' repo_context: str | None = None,\n repo_context_file: str | None = None,\n memory_context: str | None = None,\n ) -> ReviewResult:\n \"\"\"Every addendum defaults to None so all pre-existing calls still work, and so '''\nnew = ''' repo_context: str | None = None,\n repo_context_file: str | None = None,\n memo… output={"stdout":"written\nok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"grep -n \"memory_context=memory_context,\" application/integrations/claude_code_client.py","description":"Count memory_context occurrences"} output={"stdout":"188: memory_context=memory_context,\n260: memory_context=memory_context,","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/integrations/claude_code_client.py')\ns = p.read_text()\n\n# --- run_review: add tiering_diff ---\nold = ''' repo_context: str | None = None,\n repo_context_file: str | None = None,\n memory_context: str | None = None,\n ) -> ReviewResult:\n \"\"\"Every addendum defaults to None so all pre-existing calls still work, and so '''\nnew = ''' repo_context: str | None = None,\n repo_contex… output={"stdout":"Traceback (most recent call last):\n File \"<stdin>\", line 46, in <module>\nAssertionError\nok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"sed -n 140,190p application/integrations/claude_code_client.py; echo \"=====STUB REVIEW=====\"; sed -n 360,400p application/integrations/claude_code_client.py","description":"Read claude run_review and stub"} output={"stdout":"class ClaudeCodeClient:\n def __init__(self) -> None:\n self.settings = get_settings()\n\n # ---- public API ----\n def run_review(\n self,\n repo_dir: str,\n diff_text: str,\n graph_context: str | None = None,\n custom_instruction: str | None = None,\n pr_title: str | None = None,\n pr_description: str | None = None,\n jira_context: str | None = None,\n *,\n repo_context: str | None = None,\n …

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/integrations/review_prompt.py')\ns = p.read_text()\n\n# 1. load new prompt next to others\nanchor = '_CHAT_PROMPT_TEMPLATE = _load_prompt(\"chat_prompt.txt\")'\nassert anchor in s\ns = s.replace(anchor, '''_CHAT_PROMPT_TEMPLATE = _load_prompt(\"chat_prompt.txt\")\n\n# instruction SYNTHESIS call sends when review was sharded across several engine calls\n# (see application/services/review_sharder.py). It asks for ove… output={"stdout":"90:SYNTHESIS_INSTRUCTION = _load_prompt(\"synthesis_instruction.txt\")\n388:def build_synthesis_prompt(digests: list[str]) -> str:\n399: return SYNTHESIS_INSTRUCTION.format(digests=\"\\n\\n\".join(digests))","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cat > application/integrations/prompts/synthesis_instruction.txt <<'TXT'\nYou reviewed one pull request in several parts, because it was too large for single pass. Below are per-part summaries you already wrote. Write ONE overall account of whole change that engineer will read at top of pull request.\n\nJudge change as whole, not part by part. Do not restate parts in order, do not name parts at all, and do not invent anything parts did not say. If t… output={"stdout":"ok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/integrations/prompts/review_instruction.txt')\ns = p.read_text()\nold = \"- At most 10 findings. If you have more, report only 10 highest-impact ones, ordered highest impact first.\\n- One finding per real problem. Never restate same problem twice, and never pad list to look thorough. Zero findings is valid, useful answer.\\n\"\nnew = \"- Report every real problem you find. There is no limit on how many findings yo… output={"stdout":"HOW TO WRITE IT\n- Report every real problem you find. There is no limit on how many findings you may return; order them highest impact first.\n- One finding per real problem. Never restate same problem twice, and never pad list to look thorough. Zero findings is valid, useful answer.\n- Drop pure style nits. formatting preference that linter or formatter would catch is not worth engineer's attention.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected"…

Bash input={"command":"python3 - <<'PY'\nimport pathlib\np = pathlib.Path('application/services/review_aggregate.py')\ns = p.read_text()\ntail = '''\n\n# `error` caller records on shard model rejected for size. Named than literal\n# so `aggregate` and caller cannot drift on spelling.\nCONTEXT_LENGTH_ERROR = \"context_length_exceeded\"\n'''\ns = s.replace(tail, \"\\n\")\ns = s.replace(\n '_USAGE_FIELDS = (\"input_tokens\", \"cache_write_tokens\", \"cache_read_tokens\", \"output_token… output={"stdout":"194: def normalized_severity(self) -> str:\n198: def normalized_category(self) -> str | None:\n205: def normalized_confidence(self) -> float | None:","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cat > application/services/review_aggregate.py <<'PY'\n\"\"\"Merge N shard results into one `ReviewResult` rest of pipeline expects.\n\nA sharded review (see `review_sharder.py`) makes one engine call per shard, so pipeline has\nto answer questions single call answered by itself: which findings survive, what overall\nverdict is, how much review cost, and whether review happened.\n\nEverything here except prose is DETERMINISTIC, and that is deliberat… output={"stdout":"ok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"grep -n \"VERDICT_\\|RISK_LEVEL\\|^VERDICTS\\|^RISK_LEVELS\" application/models/review_event.py | head -20; echo \"===USAGE===\"; grep -n \"class ReviewUsage\" - 30 application/schemas.py | grep -n \"tokens\\|class\" | head","description":"Check verdict/risk constants and usage fields"} output={"stdout":"67:VERDICT_APPROVE = \"approve\"\n68:VERDICT_COMMENT = \"comment\"\n69:VERDICT_REQUEST_CHANGES = \"request_changes\"\n70:VERDICTS: tuple[str,...] = (VERDICT_APPROVE, VERDICT_COMMENT, VERDICT_REQUEST_CHANGES)\n74:RISK_LEVELS: tuple[str,...] = (\"low\", \"medium\", \"high\")\n138: # \"low\" | \"medium\" | \"high\" — how risky merging this change is overall. See RISK_LEVELS.\n===USAGE===\n1:214:class ReviewUsage(BaseModel):\n6:219- still spent tokens and should record them, while…

Bash input={"command":"python3 - <<'PY'\nimport re, pathlib\np = pathlib.Path('application/services/graph_impact.py')\nsrc = p.read_text()\nold = src[src.index('def render_context(impact: GraphImpact) -> str:'):]\nnew = '''def render_context(\n impact: GraphImpact,\n *,\n files: set[str] | tuple[str,...] | None = None,\n caller_source: Callable[[str, str], list[str] | None] | None = None,\n) -> str:\n \"\"\" compact block handed to review engine.\n\n Only this summary reaches prompt —… output={"stdout":"import logging\nfrom collections.abc import Callable\n\nfrom application.schemas import GraphImpact, ImpactedCaller, TouchedFunction\nfrom application.utils.diff_files import changed_base_lines\n\nlogger = logging.getLogger(__name__)","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cat > application/services/review_sharder.py <<'PY'\n\"\"\"Split one pull request's reviewable diff into engine-sized shards.\n\nThis module exists because caps are gone. review used to be exactly one engine call\ncarrying whole diff, and three ceilings ( 50-file cap, 130k-token diff budget, and \n\"report at most 10 findings\" instruction) existed to protect that single call. Removing them\nwithout changing shape would only move rejection to model, so shape cha… output={"stdout":"syntax ok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"cat > application/utils/diff_tokens.py <<'PY'\n\"\"\"Token counting for diff content.\n\nOne job: estimate how many tokens piece of diff text costs, so `review_sharder.py` can pack\nfiles into engine-sized shards. Deliberately engine-agnostic, like `diff_stats.select_model`:\nneither engine has perfect offline tokenizer (Claude has none published; Codex's own model\nnames aren't registered in tiktoken either), so this uses one shared tiktoken encoding as \nreasonable, consistent approxi… output={"stdout":"ok","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"sed -n 759,940p application/services/review_service.py","description":"Read _persist_result and _post_comments"} output={"stdout":" def _persist_result(\n self, review: ReviewEvent, result: ReviewResult, impact: GraphImpact | None = None\n ) -> None:\n review.summary = result.summary\n # reviewer's overall call. Normalized here than trusted: engine that omitted\n # verdict gets neutral \"comment\" and one that omitted risk gets NULL, so neither\n # endorsement nor risk assessment is ever invented on reviewer's behalf.\n review.verd…

Bash input={"command":"sed -n 1,100p application/services/review_service.py","description":"Read review_service imports"} output={"stdout":"\"\"\"Review orchestration — worker's unit of work for one review event.\n\nSequence: load event -> resolve+decrypt credential -> fetch diff (S3) -> [checkout repository: \nrepo's cached clone refreshed, else fresh clone] ->\n[build/reuse knowledge graph + compute dependency impact] -> [resolve cited Jira ticket] ->\nrun Claude Code -> persist findings\n+ transcript (S3) -> post inline comments (worst severity first, bounded by INLINE_COMMENT_*\nnoise budget) -> post ONE PR…

AskUserQuestion input={"answers":{"Plan disetujui untuk diimplementasikan? (belum ada satu baris kode pun yang disentuh)":"Setuju, implementasikan"},"questions":[{"header":"Approval","multiSelect":false,"options":[{"description":"Kerjakan –G lengkap dengan 40 test case, lalu jalankan test dan tanya lagi sebelum commit.","label":"Setuju, implementasikan"},{"description":"Semua dikerjakan kecuali kolom carried_from_review_event_id — temuan lama tetap dibawa maju tapi tanpa penanda asal. Nol perubahan skema.","label":"… output={"questions":[{"header":"Approval","multiSelect":false,"options":[{"description":"Kerjakan –G lengkap dengan 40 test case, lalu jalankan test dan tanya lagi sebelum commit.","label":"Setuju, implementasikan"},{"description":"Semua dikerjakan kecuali kolom carried_from_review_event_id — temuan lama tetap dibawa maju tapi tanpa penanda asal. Nol perubahan skema.","label":"Setuju, tapi tanpa migrasi 0029"},{"description":"Kerjakan –D, F, G dulu (sharding + hapus cap + heartbeat). Incremental revi…

ToolSearch input={"query":"select:ExitPlanMode","max_results":1} output={"matches":["ExitPlanMode"],"query":"select:ExitPlanMode","total_deferred_tools":89}

Bash input={"command":"cat > documentation/improver/full-llm-review-no-caps-improvement-plan.md <<'MD'\n# Improvement Plan — Full LLM review: no caps, graph-sharded, incremental\n\nBranch: `improve/full-llm-review-no-caps` · Triage: **COMPLEX** · kredivo-docs: not located\n(degraded — no `$KDOCS` area is touched)\n\n## Goal\n\nEvery pull request is reviewed by LLM, whatever its size. Specifically:\n\n1. Remove 50-file cap (`REVIEW_SKIP_MAX_FILES`) — no PR is ever refused for file count.\n2. Remove \"At most… output={"stdout":"done","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"grep -n \"depth\\|fetch\\|clone\\|def \" application/integrations/git_ops.py | head -40","description":"Inspect git_ops clone depth"} output={"stdout":"5:- EPHEMERAL — `tempfile.mkdtemp` + `git clone --depth 1`, deleted by caller after review.\n8:- CACHED — directory under REPO_CACHE_DIR reused across reviews of same repository: fetch base\n10: indistinguishable from fresh clone; reused tree is never merely \"probably fine\".\n13:degrades one rung (reuse -> re-clone entry -> ephemeral clone), and last rung is exactly\n23:2. CREDENTIAL SCRUB. git persists clone URL — credential included — into.git/config.…

Bash input={"command":"sed -n 90,175p application/models/finding.py","description":"Read findings model columns"} output={"stdout":" _normalize(title) or _normalize(reason),\n ]\n return hashlib.sha256(\"\\x00\".join(parts).encode(\"utf-8\")).hexdigest()\n\n\nclass Finding(IdMixin, TimestampMixin, Base):\n __tablename__ = \"findings\"\n __table_args__ = (\n CheckConstraint(\"id > 0\", name=\"ck_findings_id_unsigned\"),\n Index(\"idx_findings_review_event_id\", \"review_event_id\"),\n Index(\"idx_findings_created_at\", \"created_at\"),\n # Looked up per inbound comment…

AskUserQuestion input={"answers":{"Incremental review untuk PR yang di-push ulang — masuk plan ini atau dipisah?":"Masuk plan ini (Recommended)","Kalau incremental masuk: temuan lama pada file yang TIDAK berubah diperlakukan bagaimana?":"Dibawa maju, ditandai asalnya (Recommended)","Kapan incremental TIDAK dipakai (jatuh ke review penuh)?":"Force-push / commit lama hilang, Review sebelumnya tidak COMPLETED"},"questions":[{"header":"Incremental","multiSelect":false,"options":[{"description":"Dikerjakan bersama shardin… output={"questions":[{"header":"Incremental","multiSelect":false,"options":[{"description":"Dikerjakan bersama sharding. Alasannya: keduanya memakai mesin yang sama (shard planner + konteks caller dari KG), dan tanpa ini penghapusan cap justru mengalikan biaya push berulang — keluhan pertama yang akan muncul di produksi. Tidak butuh migrasi.","label":"Masuk plan ini (Recommended)"},{"description":"Selesaikan sharding + penghapusan cap dulu, incremental menyusul sebagai improvement terpisah. Plan ini ja…

Bash input={"command":"sed -n 26,40p application/repositories/review_event_repository.py; echo \"===FINDING REPOSITORY===\"; grep -n \"def \" application/repositories/finding_repository.py | head","description":"Read latest_for_pr and finding repository"} output={"stdout":" def latest_for_pr(self, workspace: str, repo_slug: str, pr_id: int) -> ReviewEvent | None:\n stmt = (\n select(ReviewEvent)\n.where(\n ReviewEvent.workspace == workspace,\n ReviewEvent.repo_slug == repo_slug,\n ReviewEvent.pr_id == pr_id,\n )\n.order_by(ReviewEvent.created_at.desc())\n.limit(1)\n )\n return self.database.execute(stmt).scalar_one_or_none()\n\n de…

Bash input={"command":"grep -n \"commit\\|source_branch\\|destination\\|pr_id\" application/models/review_event.py | head -25; echo \"===REPOSITORY METHODS===\"; grep -n \"def \" application/repositories/review_event_repository.py | head -30","description":"Check commit columns and repository methods"} output={"stdout":"82: Index(\"idx_review_events_pr\", \"workspace\", \"repo_slug\", \"pr_id\"),\n93: pr_id: Mapped[int] = mapped_column(BigInteger, nullable=False)\n100: source_branch: Mapped[str | None] = mapped_column(String(512), nullable=True)\n102: commit_hash: Mapped[str | None] = mapped_column(String(64), nullable=True)\n148: workspace, repo_slug and pr_id are all NOT NULL, so this is always well-formed — which\n153: return f\"{BITBUCKET_WEB_BASE}/{self.workspace}/{…

Untuk PR yang udah pernah di review sama osprey, terus ada update commit, supaya hemat token tapi tetap akurat baiknya gimana ya?

Bash input={"command":"cat application/integrations/prompts/chat_prompt.txt; echo \"=====GRAPH INSTR=====\"; cat application/integrations/prompts/graph_instruction.txt; echo \"=====STUB=====\"; grep -n \"_stub_review\\|_stub_chat\" - 25 application/integrations/claude_code_client.py | sed -n 1,50p","description":"Read chat prompt and stub"} output={"stdout":"You are reviewer bot answering follow-up question about your review.\nReview context:\n{context}\n\nUser question: {question}\nAnswer concisely for engineer.=====GRAPH INSTR=====\nUse KNOWLEDGE GRAPH DEPENDENCY CONTEXT below to fill \"graph_impact\" on any finding whose change could affect listed callers: name specific caller(s) at risk and what would break there. Also raise NEW finding when graph shows caller that this change breaks ( changed signature,…

Bash input={"command":"grep -n \"class ReviewResult\" - 60 application/schemas.py | head -75","description":"Read ReviewResult schema"} output={"stdout":"234:class ReviewResult(BaseModel):\n235- \"\"\" full output of review-engine run.\n236-\n237- `strengths` is what reviewer found genuinely good about change; it is body of \n238- PR-level comment on clean review, and section of it on review with findings. It is now\n239- persisted to review_events.strengths as well, so review page can show it after run.\n240-\n241- `verdict` and `risk_level` are reviewer's overall call. Both are opt…

Bash input={"command":"sed -n 75,136p application/consumer/worker.py","description":"Read _handle_message"} output={"stdout":"def _handle_message(queue: ReviewQueue, message: dict) -> None:\n set_trace_id(None)\n body = json.loads(message[\"Body\"])\n # message with no `type` predates discriminator and is always review — treating it\n # as one keeps messages already in flight working across deploy.\n message_type = body.get(\"type\", MESSAGE_TYPE_REVIEW)\n event_id = body[\"event_id\"]\n\n if message_type == MESSAGE_TYPE_CHAT:\n chat_message_id = body[\"chat_message_id…

Bash input={"command":"grep -n \"def _worker_loop\\|def _handle\\|receipt\\|ReceiptHandle\\|def run(\" application/consumer/worker.py | head -20; echo \"---\"; sed -n '/def _worker_loop/,/^def /p' application/consumer/worker.py | head -70","description":"Read worker loop"} output={"stdout":"75:def _handle_message(queue: ReviewQueue, message: dict) -> None:\n96: queue.delete(message[\"ReceiptHandle\"])\n104: queue.delete(message[\"ReceiptHandle\"])\n108:def _handle_memory_reflect(body: dict) -> None:\n137:def _worker_loop(worker_id: int, stop_event: EventType) -> None:\n170:def run() -> None:\n---\ndef _worker_loop(worker_id: int, stop_event: EventType) -> None:\n \"\"\"One child process's body: its own SQS receive loop, its own DATABASE session per message.\n\n …

Bash input={"command":"cat application/integrations/review_engine.py; echo \"=====SQS=====\"; sed -n 90,125p application/integrations/sqs_client.py; echo \"=====WORKER=====\"; sed -n 1,40p application/consumer/worker.py","description":"Read engine protocol, sqs client, worker"} output={"stdout":"\"\"\"Which engine reviews, chosen by REVIEW_ENGINE.\n\n`ReviewEngine` is surface both providers implement and type services hold. It is \nProtocol than base class so `ClaudeCodeClient` needed no change to satisfy it, and so \ntest can still inject plain fake with two methods (several already do).\n\n`get_engine()` is only place that maps configuration to class:\n\n stub | claude -> ClaudeCodeClient ( stub lives *inside* that client and short-circuits\n …

AskUserQuestion input={"answers":{"Berapa besar satu shard (target token diff per engine call)?":"~40k token, bisa dikonfigurasi (Recommended)","Inti akurasi: saat sebuah fungsi yang diubah punya caller di file yang TIDAK ada di shard yang sama, apa yang dikirim ke prompt shard itu?":"Daftar caller + potongan kode caller (Recommended)"},"questions":[{"header":"Cross-file","multiSelect":false,"options":[{"description":"render_context hari ini hanya menulis \"called by file:fungsi() (confidence 0.9)\". Ditambah: baris … output={"questions":[{"header":"Cross-file","multiSelect":false,"options":[{"description":"render_context hari ini hanya menulis \"called by file:fungsi() (confidence 0.9)\". Ditambah: baris kode caller yang sebenarnya, dibaca dari working tree. Reviewer jadi bisa menilai \"apakah pemanggil ini rusak\", bukan sekadar tahu namanya. Ini yang membuat pemecahan diff tidak menurunkan akurasi.","label":"Daftar caller + potongan kode caller (Recommended)"},{"description":"render_context dipakai apa adanya, ha…

AskUserQuestion input={"answers":{"Hasil per-shard disimpan ke DATABASE?":"Tidak — agregat saja","Shard-shard dalam SATU review dijalankan bagaimana?":"Sekuensial","Status lama `skipped_too_large` & `skipped_token_budget` — jalur kodenya dihapus (big-bang). Konstanta status-nya?":"Simpan konstantanya, hapus jalur kodenya (Recommended)","`classify_diff` menyaring file generated/lockfile/whitespace-only sebelum review. Itu bukan cap ukuran — itu penyaring noise. Tetap dipakai?":"Tetap dipakai (Recommended)"},"questions":[{"h… output={"questions":[{"header":"Concurrency","multiSelect":false,"options":[{"description":"Mis. REVIEW_SHARD_CONCURRENCY=4 thread per review. PR 40 shard: ~10x lebih cepat dari sekuensial. Perlu hati-hati: kedua engine jalan di dalam working tree yang sama (git_ops flock dipegang sepanjang review), jadi shard tidak boleh menulis ke tree.","label":"Paralel terbatas (Recommended)"},{"description":"Satu shard demi satu. Paling sederhana dan paling aman terhadap working tree, tapi PR besar bisa memakan pu…

AskUserQuestion input={"answers":{"Baris \"At most 10 findings\" di review_instruction.txt — diganti apa?":"Hapus angkanya, pertahankan aturan kualitas (Recommended)","Cap komentar yang benar-benar sampai ke PR (INLINE_COMMENT_MAX_PER_REVIEW=10, MIN_SEVERITY=info)?":"Hilangkan cap posting juga","SQS visibility 1800s vs review tanpa cap — bagaimana menutupnya?":"Heartbeat perpanjang visibility (Recommended)","Satu shard gagal (timeout/JSON tak terparse) dari 30 shard — apa yang terjadi?":"Selesai parsial + jujur (Reco… output={"questions":[{"header":"SQS","multiSelect":false,"options":[{"description":"Thread heartbeat memanggil ChangeMessageVisibility berkala selama review berjalan, jadi pesan tidak pernah kedaluwarsa berapa pun lamanya. Cara standar; tidak memaksakan cap apa pun. Perlu method baru di sqs_client.py + wiring di consumer/worker.py.","label":"Heartbeat perpanjang visibility (Recommended)"},{"description":"Set sqs_visibility_timeout_seconds ke maksimum SQS (43200s / 12 jam). Satu baris configuration, tanpa kode…

Bash input={"command":"find. -name \"worker*.py\" -not -path \"./.git/*\" -not -path \"*/node_modules/*\" | head; echo \"---\"; sed -n 1,60p tests/test_worker.py | head -30","description":"Locate worker entrypoint"} output={"stdout":"./app/consumer/worker.py\n---\n\"\"\"application/consumer/worker.py: parallel worker orchestration + per-child loop semantics.\n\nReal `multiprocessing.Process` spawning is not exercised here: genuinely spawned child gets \nfresh interpreter and cannot share this test process's in-memory SQLite fixture (see\ndocs/improver/assessment.md), so it would silently see empty DATABASE. Instead:\n\n - `_worker_loop` is called directly, in-process, with fake queue and real\n `threading.Event`-s…

Bash input={"command":"ls application/*.py; echo \"---\"; grep -rn \"ChangeMessageVisibility\\|change_message_visibility\\|delete_message\\|receive\" application/integrations/sqs_client.py | head","description":"Find worker and SQS API surface"} output={"stdout":"application/__init__.py\napp/config.py\napp/db.py\napp/deps.py\napp/logging_config.py\napp/main.py\napp/redis_client.py\napp/schemas.py\napp/schemas_api.py\napp/seed.py\napp/tracing.py\n---\napp/integrations/sqs_client.py:103: def receive(self, max_messages: int = 1) -> list[dict]:\napp/integrations/sqs_client.py:104: response = sqs_client().receive_message(\napp/integrations/sqs_client.py:116: sqs_client().delete_message(QueueUrl=self.queue_url, ReceiptHandle=receipt_handle)","s…

Bash input={"command":"sed -n 360,392p application/config.py; echo \"===STUB/CONCURRENCY===\"; grep -n \"max_workers\\|ThreadPool\\|concurren\\|Thread\" application/worker.py application/services/*.py | head","description":"Read inline comment defaults and check concurrency"} output={"stdout":" # Defaults are deliberately pre-change behaviour: lowest severity, no confidence floor,\n # and ceiling equal to cap review instruction already asks model for. So \n # deployment that sets none of these posts exactly what it posted before these knobs existed.\n inline_comment_min_severity_default: str = Field(\n default=\"info\", validation_alias=\"INLINE_COMMENT_MIN_SEVERITY\"\n ) # info | low | medium | high | critical\n inline_comme…

AskUserQuestion input={"answers":{"\"Hilangkan cap token budget\" — seberapa literal? (SQS visibility 1800s adalah batas keras yang tetap ada apa pun jawabannya)":"Benar-benar tanpa cap apa pun","Cara rilisnya?":"Big-bang, hapus jalur lama","N hasil shard → satu summary/verdict/risk_level/strengths. Digabung bagaimana?":"Deterministik + 1 synthesis call (Recommended)","Unit shard-nya apa?":"Token-packed + cohesion KG (Recommended)"},"questions":[{"header":"Ceiling","multiSelect":false,"options":[{"description":"Tidak… output={"questions":[{"header":"Ceiling","multiSelect":false,"options":[{"description":"Tidak ada PR ditolak karena ukuran. Cap-nya jadi USD per review (REVIEW_MAX_COST_USD), pakai review_*_tokens + MODEL_PRICING yang sudah ada. Lewat batas → review tetap selesai dgn shard prioritas tertinggi + catatan jujur, bukan ditolak.","label":"Ganti jadi cap biaya (Recommended)"},{"description":"Semua shard direview berapa pun jumlahnya/biayanya. Satu PR 500 file bisa jadi ratusan engine call. Hanya SQS visibili…

Bash input={"command":"grep -rn \"MODEL_PRICING\\|model_pricing\\|price\" migrations/versions/0028_seed_model_pricing.py | head -12; echo \"===USAGE COLS===\"; sed -n 115,145p application/models/review_event.py","description":"Inspect pricing seed and usage columns"} output={"stdout":"migrations/versions/0028_seed_model_pricing.py:5:Rates are placeholder public list-price figures for 4 models application/config.py currently defaults\nmigrations/versions/0028_seed_model_pricing.py:8:extend them from /admin/configs (MODEL_PRICING_USD_PER_1M_TOKENS is plain string-typed configuration\nmigrations/versions/0028_seed_model_pricing.py:9:value, parsed as JSON by application/utils/model_pricing.py). This INSERT changes nothing about how\nmigrations/versions/0028_seed_model_pricing.py:11:no …

Bash input={"command":"grep -rn \"class ModelPricing\\|model_pricing\\|input_tokens\\|cost\" application/models/review_event.py application/models/*.py 2>/dev/null | grep -i \"cost\\|pricing\" | head -10; echo \"===0028===\"; ls migrations/versions/ | tail -8","description":"Check pricing model"} output={"stdout":"application/models/review_event.py:126: # cost. NULL means \"no envelope/response at all\" (CLI timeout, stub engine, every pre-existing\napp/models/review_event.py:126: # cost. NULL means \"no envelope/response at all\" (CLI timeout, stub engine, every pre-existing\n===0028===\n0022_repo_memory.py\n0023_seed_configs.py\n0024_user_password_hash.py\n0025_seed_auth_mode.py\n0026_auth_mode_default_sso.py\n0027_pull_request_events.py\n0028_seed_model_pricing.py\n__pycache__","stderr":"","in…

Bash input={"command":"grep -n \"visibility\\|VISIBILITY\" application/config.py application/integrations/sqs_client.py application/worker.py 2>/dev/null | head; echo \"===COST===\"; grep -n \"model_pricing\\|cost_usd\\|token_usage\" application/config.py application/models/*.py 2>/dev/null | head -20; echo \"===FINGERPRINT===\"; grep -rn \"finding_fingerprint\" application/ --include=*.py | head -5","description":"Check SQS visibility, cost tracking, fingerprint"} output={"stdout":"application/integrations/sqs_client.py:12:Fleet defaults: WaitTimeSeconds=20 (long poll), visibility timeout sized for multi-minute\napp/integrations/sqs_client.py:108: VisibilityTimeout=self.settings.sqs_visibility_timeout_seconds,\napp/config.py:261: sqs_visibility_timeout_seconds: int = 1800\napp/config.py:573: # Hard cap on builder subprocess. Counted inside SQS visibility window above.\n===COST===\n===FINGERPRINT===\napp/models/finding.py:61:def finding_fingerpri…

Bash input={"command":"mkdir -p documentation/improver && cat > documentation/improver/full-llm-review-no-caps-assessment.md <<'MD'\n# Assessment — Full LLM review, no caps (per-file + knowledge-graph context)\n\nBranch: `improve/full-llm-review-no-caps` (new, agent-named, off `release/staging` @ 9fbb159)\nKnowledge graph: used — script re-run, mode **COMPARE** (baseline `knowledge-graph.yaml` is\nwrite-once from ec87678; drift written to `knowledge-graph.current.yaml`).\nkredivo-docs: not located (degraded) — no `$KDOCS` … output={"stdout":"written","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"grep -n \"inline_comment_max_per_review\\|inline_comment_min_severity\\|inline_comment_min_confidence\\|summary_comment_enabled\\|diff_context_lines\\|diff_expand\" application/config.py | head -20; echo \"===EXPANDED===\"; sed -n 641,700p application/services/review_service.py","description":"Read inline caps and _expanded_diff"} output={"stdout":"89: \"inline_comment_max_per_review\": \"inline_comment_max_per_review_default\",\n90: \"inline_comment_min_confidence\": \"inline_comment_min_confidence_default\",\n91: \"inline_comment_min_severity\": \"inline_comment_min_severity_default\",\n125: \"summary_comment_enabled\": \"summary_comment_enabled_default\",\n363: inline_comment_min_severity_default: str = Field(\n366: inline_comment_max_per_review_default: int = Field(\n369: inline_comment_m…

Bash input={"command":"python3 - <<'EOF'\nimport yaml, sys\ng = yaml.safe_load(open('knowledge-graph.current.yaml'))\ntargets = {'run_review','build_review_prompt','diff_fits_budget','compute_impact','render_context','process','classify_diff','_expanded_diff','_persist_result'}\nfor f in g.get('files',[]):\n p = f.get('path','')\n if not (p.startswith('application/')): continue\n for function in f.get('functions',[]) or []:\n if function.get('name') in targets:\n cb = function.get('called_by') or []\n … output={"stdout":"application/integrations/claude_code_client.py:run_review() line=147 callers=0\napp/integrations/codex_client.py:run_review() line=100 callers=0\napp/integrations/review_engine.py:run_review() line=30 callers=0\napp/integrations/review_prompt.py:build_review_prompt() line=209 callers=51\n <- application/integrations/claude_code_client.py:_cli_review (1.0, direct)\n <- application/integrations/codex_client.py:run_review (1.0, direct)\n <- application/integrations/review_prompt.py:preview_prompt (0.9, same_mo…

Bash input={"command":"grep -n \"review_skip_max_files\\|DIFF_TOKEN_BUDGET\\|skipped_too_large\\|skipped_token_budget\\|At most 10\\|maximum.*10.*finding\" tests/test_diff_tokens.py tests/test_review_prompt_composition.py tests/test_review_service.py tests/test_settings_config_backed.py | head -50","description":"Grep cap assertions in tests"} output={"stdout":"tests/test_review_prompt_composition.py:140: assert \"At most 10 findings\" in REVIEW_INSTRUCTION\ntests/test_diff_tokens.py:13: monkeypatch.setattr(diff_tokens, \"DIFF_TOKEN_BUDGET\", 100)\ntests/test_diff_tokens.py:20: monkeypatch.setattr(diff_tokens, \"DIFF_TOKEN_BUDGET\", 1)\ntests/test_review_service.py:262: _override(monkeypatch, service, review_skip_max_files=50)\ntests/test_review_service.py:277: payload = _audit_payload(db_session, \"review_skipped_too_large\")…

Bash input={"command":"ls tests/ | tail -12; echo \"===GREP CAPS IN TESTS===\"; grep -rln \"review_skip_max_files\\|DIFF_TOKEN_BUDGET\\|skipped_too_large\\|skipped_token_budget\\|At most 10\" tests/ | sort","description":"Find tests pinning caps"} output={"stdout":"test_review_prompt_composition.py\ntest_review_service.py\ntest_settings_config_backed.py\ntest_shell_layout.py\ntest_signature.py\ntest_sso_login_url.py\ntest_user_service.py\ntest_webhook_parser.py\ntest_webhook_secret.py\ntest_webhook_secret_rotation.py\ntest_webhook_service.py\ntest_worker.py\n===GREP CAPS IN TESTS===\ntests/test_diff_tokens.py\ntests/test_review_prompt_composition.py\ntests/test_review_service.py\ntests/test_settings_config_backed.py","stderr":"","interrupted":fa…

Bash input={"command":"ls tests/ | head -80; echo \"---COUNT---\"; ls tests/ | wc -l","description":"List tests"} output={"stdout":"__init__.py\n__pycache__\nconftest.py\ntest_actor_identity.py\ntest_admin_configs.py\ntest_admin_events.py\ntest_admin_users.py\ntest_agent_status.py\ntest_analytics.py\ntest_bitbucket_client.py\ntest_bitbucket_reply_posting.py\ntest_branch_filter.py\ntest_branding.py\ntest_chat_async.py\ntest_chat_service.py\ntest_claude_auth.py\ntest_claude_code_client.py\ntest_codex_client.py\ntest_comment_reply_service.py\ntest_confirm_dialog.py\ntest_crypto.py\ntest_dashboard.py\ntest_dashboard_a…

Bash input={"command":"sed -n 200,300p application/services/review_service.py; echo \"=====940-1110=====\"; sed -n 940,1110p application/services/review_service.py","description":"Read review_service skip helpers"} output={"stdout":" if generated:\n parts.append(f\"{generated} generated\")\n if trivial:\n parts.append(f\"{trivial} trivial\")\n return f\"_{' and '.join(parts)} file(s) were excluded from deep review._\"\n\n\ndef _clean_review_body(\n review: ReviewEvent,\n result: ReviewResult,\n review_url: str,\n classification: DiffClassification | None = None,\n) -> str:\n \"\"\" PR-level comment on review that found nothing. Unchanged wording: silence never has to\n …

Bash input={"command":"cat application/services/graph_impact.py","description":"Read graph_impact.py"} output={"stdout":"\"\"\"Turn (knowledge graph + diff) into dependency-impact answer, deterministically.\n\nThis runs BEFORE review engine, and model never gets to invent answer: which\nfunctions diff touches and who calls them is computed from parsed code here, and model is\nasked only to reason about what could break in those callers.\n\nLine mapping is base-side (see application/utils/diff_files) against graph of base tree:\n - Python functions carry exact `end_line` (real AST), so…

Bash input={"command":"sed -n 190,330p application/integrations/claude_code_client.py","description":"Read claude client run_review"} output={"stdout":" def run_chat(self, repo_dir: str | None, context: str, question: str) -> str | None:\n \"\"\" answer, or None when CLI produced nothing (timeout, crash, bad authentication).\n\n None is deliberately NOT collapsed into apology string here: caller runs in \n worker and has to tell \" model answered\" from \" run failed\" to decide between\n completing turn and leaving it for SQS redelivery.\n \"\"\"\n if self.settings.review…

Bash input={"command":"sed -n 1,120p application/integrations/claude_code_client.py","description":"Read claude_code_client head"} output={"stdout":"\"\"\"Claude Code review engine, run as subprocess.\n\nTwo modes (configuration REVIEW_ENGINE):\n - \"claude\": invoke `claude` CLI headless (--output-format json) in cloned repository.\n - \"stub\": deterministic canned findings from diff — no API key, for local/demo/tests.\n\nIn \"claude\" mode subprocess environment is built explicitly by `app.integrations.claude_auth`\nso configured CLAUDE_AUTH_MODE (API key vs Pro/Max subscription token) is what \nauthenticate…

Bash input={"command":"sed -n 140,390p application/integrations/review_prompt.py","description":"Read rest of review_prompt.py"} output={"stdout":" review with no title and no description is asked byte-identically to pre-feature prompt.\n That path is what every replayed legacy row takes, since description can never be recovered\n for review created before it was persisted.\n\n description is clipped HERE than at storage: row keeps what author wrote, so\n budget is configuration change and never migration. Title is not clipped — webhook_parser\n already bounds it to its column, well …

Bash input={"command":"wc -l application/integrations/review_prompt.py application/integrations/claude_code_client.py application/integrations/codex_client.py application/services/graph_impact.py application/services/graph_service.py application/services/review_service.py application/utils/diff_expand.py 2>/dev/null; echo \"=====PROMPT=====\"; sed -n 1,140p application/integrations/review_prompt.py","description":"Read review_prompt.py"} output={"stdout":" 390 application/integrations/review_prompt.py\n 463 application/integrations/claude_code_client.py\n 282 application/integrations/codex_client.py\n 169 application/services/graph_impact.py\n 269 application/services/graph_service.py\n 1202 application/services/review_service.py\n 2775 total\n=====PROMPT=====\n\"\"\" review request/response contract, shared by every engine.\n\nLifted verbatim out of `claude_code_client` when Codex engine was added. Both halves live\nhere so two providers cannot drift: STR…

<task-notification>
<task-id>bhx0l8npm</task-id>
<tool-use-id>toolu_01Qmi3EWRD6B68fTdYJrdGKE</tool-use-id>
<output-file>/tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/bhx0l8npm.output</output-file>
<status>completed</status>
<summary>Background command "Refresh knowledge graph" completed (exit code 0)</summary>
</task-notification>

Bash input={"command":"cat /tmp/claude-0/-home-etc-claude-code-work-osprey/f4fcee19-d064-43fa-a662-c84c07c5959e/tasks/bhx0l8npm.output 2>/dev/null | tail -20","description":"Check KG build progress"} output={"stdout":"SCAN: COMPARE\nDRIFT REPORTED base <ec87678092d0b82af8e2781ecdda26cb559a4e1c> -> head <9fbb159eaf1efba6a248b249a7374cc3f3a0111f>\n\nEntry points +1: [('.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py', 'main')] -0: []\nFunctions +476: [('.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py', '__init__'), ('.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py', '_assign_targets_and_value'), ('.claude/skills/knowledge-graph/scripts/build_k…

Bash input={"command":"cat application/integrations/prompts/review_instruction.txt","description":"Read review instruction prompt"} output={"stdout":"You are senior software engineer reviewing colleague's pull request. Review diff below way senior engineer would: lead with what matters, say it plainly, and make every point actionable.\n\nHOW TO REVIEW\nJudge change against these, in this order of importance:\n1. correctness — does it do what it intends? wrong logic, off-by-one, unhandled None/error, broken edge case, race.\n2. security — injection, missing authorization/authn, secret or token exposure, unsafe deserializat…

Bash input={"command":"sed -n 380,560p application/services/review_service.py","description":"Read review_service.process"} output={"stdout":" self.engine = engine or get_engine()\n self.blobs = blobs or S3Blobs()\n self.graphs = graphs or GraphService(database, blobs=self.blobs)\n self.jira = jira or JiraContextService(database)\n self.repo_context = repo_context or RepoContextService(database)\n self.memory = memory or MemoryService(database, engine=self.engine, blobs=self.blobs)\n\n def process(self, event_id: str) -> None:\n review = self.reviews.get_by_event_id(event_id)\n if review i…

Bash input={"command":"cat application/utils/diff_tokens.py; echo \"=====SPLIT=====\"; cat application/utils/diff_split.py; echo \"=====CLASSIFY=====\"; sed -n 1,60p application/utils/diff_classify.py","description":"Read diff token utils"} output={"stdout":"\"\"\"Token-budget check for review-worthy portion of diff.\n\nFeeds one decision: whether diff that survived classification (`diff_classify.py`) is small\nenough to send to review engine at all — token-driven replacement for old pure\nfile-count PRE-check in `ReviewService.process()`. Deliberately engine-agnostic, like\n`diff_stats.select_model`: neither engine has perfect offline tokenizer (Claude has none\npublished; Codex's own model names aren't registered…

Bash input={"command":"grep -n \"token_budget\\|TOKEN_BUDGET\\|max_tokens\\|MAX_TOKENS\\|diff_tokens\" application/config.py application/services/review_service.py application/utils/*.py | head -50","description":"Find token budget configuration"} output={"stdout":"application/services/review_service.py:52: STATUS_SKIPPED_TOKEN_BUDGET,\napp/services/review_service.py:70:from application.utils import diff_tokens as diff_tokens_module\napp/services/review_service.py:74:from application.utils.diff_tokens import diff_fits_budget\napp/services/review_service.py:243:def _skipped_token_budget_body(\napp/services/review_service.py:244: classification: DiffClassification, diff_tokens: int, budget: int, review_url: str\napp/services/review_service.py:263: f\" rem…

Bash input={"command":"sed -n 480,600p application/config.py","description":"Read configuration token budget section"} output={"stdout":" )\n\n # --- Repository conventions file (AGENTS.md / CLAUDE.md as review context) ---\n # Master switch. OFF BY DEFAULT, so deployment that sets nothing gets exactly prompt it\n # got before this existed. Unlike jira_context_enabled reason is NOT egress — file is\n # read from working tree worker already cloned, with no network call at all — it is\n # that this block carries OWNER AUTHORITY in prompt, and repository should opt into having its\n…

Bash input={"command":"grep -rn \"MAX_FILES\\|max_files\\|50\\b.*file\\|TOKEN_BUDGET\\|token_budget\\|MAX_DIFF\\|max_diff\\|truncat\" application/ --include=*.py | head -60","description":"Find caps in application code"} output={"stdout":"application/schemas.py:118: truncated_callers: int = 0\napp/config.py:85: \"graph_max_files\": \"graph_max_files_default\",\napp/config.py:122: \"review_skip_max_files\": \"review_skip_max_files_default\",\napp/config.py:123: \"simple_change_max_files\": \"simple_change_max_files_default\",\napp/config.py:344: simple_change_max_files_default: int = Field(\napp/config.py:345: default=3, validation_alias=\"SIMPLE_CHANGE_MAX_FILES\"\napp/config.py:505: # same…

Bash input={"command":"timeout 600 python3./.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py --root. 2>&1 | tail -25","description":"Refresh knowledge graph","run_in_background":true} output={"stdout":"","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false,"backgroundTaskId":"bhx0l8npm"}

Bash input={"command":"ls ~/.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py./.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py 2>/dev/null; echo \"---\"; ls -d \"$HOME\"/Documents/confidential/*/kredivo-docs \"$HOME\"/Documents/*/kredivo-docs 2>/dev/null | head -1","description":"Locate KG script and kredivo-docs"} output={"stdout":"./.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py\n/root/.claude/skills/knowledge-graph/scripts/build_knowledge_graph.py\n---","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

AskUserQuestion input={"questions":[{"question":"Repository ini sudah punya `knowledge-graph.yaml` (baseline 31 Aug) + `knowledge-graph.current.yaml` (3 Sep). Pakai untuk scoping blast-radius perubahan ini?","header":"Knowledge graph","options":[{"label":"Pakai — refresh dulu (Recommended)","description":"Jalankan build_knowledge_graph.py agar current.yaml up-to-date, lalu pakai call-graph untuk melacak semua caller dari fungsi yang disentuh (cap file, prompt, token budget)."},{"label":"Pakai yang ada saja","description":"… output={"questions":[{"question":"Repository ini sudah punya `knowledge-graph.yaml` (baseline 31 Aug) + `knowledge-graph.current.yaml` (3 Sep). Pakai untuk scoping blast-radius perubahan ini?","header":"Knowledge graph","options":[{"label":"Pakai — refresh dulu (Recommended)","description":"Jalankan build_knowledge_graph.py agar current.yaml up-to-date, lalu pakai call-graph untuk melacak semua caller dari fungsi yang disentuh (cap file, prompt, token budget)."},{"label":"Pakai yang ada saja","description":"…

Bash input={"command":"git checkout -b improve/full-llm-review-no-caps 2>&1 && git branch --show-current && ls -d./.claude/kredivo-docs ~/.claude/kredivo-docs 2>/dev/null | head -1 && echo \"---KG---\" && ls -la knowledge-graph*.yaml 2>/dev/null","description":"Create branch, locate kredivo-docs and knowledge graph"} output={"stdout":"Switched to new branch 'improve/full-llm-review-no-caps'\nimprove/full-llm-review-no-caps\n---KG---\n-rw-r--r-- 1 root root 2963443 Sep 3 15:21 knowledge-graph.current.yaml\n-rw-r--r-- 1 root root 28262 Aug 31 13:03 knowledge-graph.index.yaml\n-rw-r--r-- 1 root root 3217942 Aug 31 13:03 knowledge-graph.yaml","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Bash input={"command":"git pull --ff-only 2>&1 | tail -20","description":"Pull latest from origin"} output={"stdout":"Already up to date.","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

AskUserQuestion input={"questions":[{"question":"Branch mana yang dipakai untuk pekerjaan ini? (saat ini di `release/staging`, ada 1 file untracked: `frontend/src/components/ErrorBoundary.tsx`)","header":"Branch","options":[{"label":"Branch baru, saya usulkan namanya (Recommended)","description":"Saya buat `improve/full-llm-review-no-caps` dari HEAD saat ini. File untracked ErrorBoundary.tsx ikut terbawa (untracked, tidak hilang) dan tidak akan saya commit."},{"label":"Branch baru, nama dari kamu","description":"Kamu… output={"questions":[{"question":"Branch mana yang dipakai untuk pekerjaan ini? (saat ini di `release/staging`, ada 1 file untracked: `frontend/src/components/ErrorBoundary.tsx`)","header":"Branch","options":[{"label":"Branch baru, saya usulkan namanya (Recommended)","description":"Saya buat `improve/full-llm-review-no-caps` dari HEAD saat ini. File untracked ErrorBoundary.tsx ikut terbawa (untracked, tidak hilang) dan tidak akan saya commit."},{"label":"Branch baru, nama dari kamu","description":"Kamu…

Bash input={"command":"git status --short && echo \"---BRANCH---\" && git branch --show-current && echo \"---REMOTE---\" && git log --oneline -3","description":"Check git status and branch"} output={"stdout":"?? frontend/src/components/ErrorBoundary.tsx\n---BRANCH---\nrelease/staging\n---REMOTE---\n9fbb159 Fix dashboard card alignment\ndd4bca5 Align chart filter controls\nd6725fc Add multi-select analytics chart legends","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}

Skill input={"skill":"improver","arguments":"Objective: semua review diproses oleh LLM tanpa pemotongan — hilangkan cap 50 file maximum, hilangkan batasan \"≤ 10 findings\" di prompt review, dan hilangkan cap token budget. Ide awal: review per-file, dengan konteks hubungan antar file diambil dari knowledge graph agar akurasi tetap terjaga. Juga diminta mengusulkan ide perbaikan proses PR review secara umum."} output={"success":true,"commandName":"improver"}

Objective: kami ingin semua review di proses oleh LLM, hilangkan cap 50 file maximum, batasan 10 review di prompt, dan hilangkan cap token budget. Salah satu ide nya adalah review per file, tapi supaya akurasi tetap terjaga harus melihat hubungan dengan file lain menggunakan knowledge graph.

Jika kamu punya ide bagus untuk improve proses PR, propose!