Read experiment snapshot and monitoring requirements.
UnderstandMonitored optimizer process and GEPA progress.
VerifyReported process status, costs, and blockers.
VerifyWrote findings to required JSON output.
EditTask: You are the Arm B preservation/relaunch subagent. Read experiments/orchestrator/subagent-relaunch-20260824T055038Z/SNAPSHOT.md and monitor the preserved prompt optimizer state. Do not duplicate-start any process. Attach to experiments/runs/prompt-3009509-1787544952 and its optimizer process. Report: process alive?, GEPA progress, run dir, costs if available, blockers. If process is gone and run incomplete, recommend but do not relaunch.
Output: Write your findings to exactly this path: /Users/priyangapkini/.pi/agent/sessions/--Users-priyangapkini-nilenso-ai-playground-autoresearch--/subagent-artifacts/outputs/7f895fcd-f125-4b49-8cb4-a2701352362f/experiments/orchestrator/subagent-relaunch-20260824T055038Z/subagent-monitor-output.arm-b.json This path is authoritative for this run. Ignore any other output filename or output path mentioned elsewhere, including output destinations in the base agent prompt, system prompt, or task instructions.
Acceptance level: attested Completion is not accepted from prose alone. End with a structured acceptance report.
Criteria:
Required evidence: manual-notes, residual-risks
Finish with a fenced JSON block tagged acceptance-report in this shape:
Use empty arrays when no items apply; array fields contain strings unless object entries are shown.
Empty-string entries ([""]) are ignored; use [] when nothing applies.
criteriaSatisfied[].status must be exactly one of: satisfied, not-satisfied, not-applicable.
commandsRun[].result must be exactly one of: passed, failed, not-run.
manualNotes and notes are optional strings; an empty string means no note and does not satisfy manual-notes evidence.
{ "criteriaSatisfied": [ { "id": "criterion-1", "status": "satisfied", "evidence": "specific proof" } ], "changedFiles": [ "src/file.ts" ], "testsAddedOrUpdated": [ "test/file.test.ts" ], "commandsRun": [ { "command": "command", "result": "passed", "summary": "short result" } ], "validationOutput": [ "validation output or concise summary" ], "residualRisks": [ "none" ], "noStagedFiles": true, "diffSummary": "short description of the diff", "reviewFindings": [ "blocker: file.ts:12 - issue found, or no blockers" ], "manualNotes": "anything else the parent should know"}Planning process and directory monitoring
>ps -p 54612,54613 -o pid,ppid,etime,stat,commandPID PPID ELAPSED STAT COMMAND
54612 54610 01:35:14 S uv run python -m autoresearch.optimize --lever prompt --budget 60 --keep-runs
54613 54612 01:35:14 S /Users/priyangapkini/nilenso/ai-playground/autoresearch/.venv/bin/python3 -m autoresearch.optimize --lever prompt --budget 60 --keep-runsattempts/
attempts/asian-restaurants-rollup__r1/
attempts/asian-restaurants-rollup__r1/claude-stderr.log
attempts/asian-restaurants-rollup__r1/commands.jsonl
attempts/asian-restaurants-rollup__r1/record-v2.json
attempts/asian-restaurants-rollup__r1/transcript.jsonl
attempts/asian-restaurants-rollup__r2/
attempts/asian-restaurants-rollup__r2/claude-stderr.log
attempts/asian-restaurants-rollup__r2/commands.jsonl
attempts/asian-restaurants-rollup__r2/record-v2.json
attempts/asian-restaurants-rollup__r2/transcript.jsonl
attempts/hardware-near-bikepaths__r1/
attempts/hardware-near-bikepaths__r1/claude-stderr.log
attempts/hardware-near-bikepaths__r1/commands.jsonl
attempts/hardware-near-bikepaths__r1/record-v2.json
attempts/hardware-near-bikepaths__r1/transcript.jsonl
attempts/hardware-near-bikepaths__r2/
attempts/hardware-near-bikepaths__r2/claude-stderr.log
attempts/hardware-near-bikepaths__r2/commands.jsonl
attempts/hardware-near-bikepaths__r2/record-v2.json
attempts/hardware-near-bikepaths__r2/transcript.jsonl
attempts/hotel-density-two-countries__r1/
attempts/hotel-density-two-countries__r1/claude-stderr.log
attempts/hotel-density-two-countries__r1/record-v2.json
attempts/hotel-density-two-countries__r1/transcript.jsonl
attempts/hotel-density-two-countries__r2/
attempts/hotel-density-two-countries__r2/claude-stderr.log
attempts/hotel-density-two-countries__r2/commands.jsonl
attempts/hotel-density-two-countries__r2/record-v2.json
attempts/hotel-density-two-countries__r2/transcript.jsonl
attempts/junction-density__r1/
attempts/junction-density__r1/claude-stderr.log
attempts/junction-density__r1/commands.jsonl
attempts/junction-density__r1/record-v2.json
attempts/junction-density__r1/transcript.jsonl
attempts/junction-density__r2/
attempts/junction-density__r2/claude-stderr.log
attempts/junction-density__r2/commands.jsonl
attempts/junction-density__r2/record-v2.json
attempts/junction-density__r2/transcript.jsonl
attempts/pharmacies-monaco__r1/
attempts/pharmacies-monaco__r1/claude-stderr.log
attempts/pharmacies-monaco__r1/commands.jsonl
attempts/pharmacies-monaco__r1/record-v2.json
attempts/pharmacies-monaco__r1/transcript.jsonl
attempts/pharmacies-monaco__r2/
attempts/pharmacies-monaco__r2/claude-stderr.log
attempts/pharmacies-monaco__r2/commands.jsonl
attempts/pharmacies-monaco__r2/record-v2.json
attempts/pharmacies-monaco__r2/transcript.jsonl
attempts/street-canonical-form__r1/
attempts/street-canonical-form__r1/claude-stderr.log
attempts/street-canonical-form__r1/commands.jsonl
attempts/street-canonical-form__r1/record-v2.json
attempts/street-canonical-form__r1/transcript.jsonl
attempts/street-canonical-form__r2/
attempts/street-canonical-form__r2/claude-stderr.log
attempts/street-canonical-form__r2/commands.jsonl
attempts/street-canonical-form__r2/record-v2.json
attempts/street-canonical-form__r2/transcript.jsonl
attempts/unsupported-hours-and-ratings__r1/
attempts/unsupported-hours-and-ratings__r1/claude-stderr.log
attempts/unsupported-hours-and-ratings__r1/record-v2.json
attempts/unsupported-hours-and-ratings__r1/transcript.jsonl
attempts/unsupported-hours-and-ratings__r2/
attempts/unsupported-hours-and-ratings__r2/claude-stderr.log
attempts/unsupported-hours-and-ratings__r2/record-v2.json
attempts/unsupported-hours-and-ratings__r2/transcript.jsonl
attempts/which-admin-areas__r1/
attempts/which-admin-areas__r1/claude-stderr.log
attempts/which-admin-areas__r1/record-v2.json
attempts/which-admin-areas__r1/transcript.jsonl
attempts/which-admin-areas__r2/
attempts/which-admin-areas__r2/claude-stderr.log
attempts/which-admin-areas__r2/record-v2.json
attempts/which-admin-areas__r2/transcript.jsonl
gepa/
gepa/candidates.json
gepa/fitness_cache/
gepa/fitness_cache/1e382bbaa654727b_57bd89636e69feec.pkl
gepa/fitness_cache/1e382bbaa654727b_6ac10c2a22026bea.pkl
gepa/fitness_cache/1e382bbaa654727b_71c0cc2980488283.pkl
gepa/fitness_cache/1e382bbaa654727b_99bd397aecf47e45.pkl
gepa/fitness_cache/1e382bbaa654727b_ad1e9f44fe0d76ff.pkl
gepa/fitness_cache/1e382bbaa654727b_bc2e5e8b4daba5ea.pkl
gepa/fitness_cache/1e382bbaa654727b_d4458e6e7b8fc831.pkl
gepa/fitness_cache/1e382bbaa654727b_db58dbb4a0d19a27.pkl
gepa/fitness_cache/7f5159ff14b2b0d1_71c0cc2980488283.pkl
gepa/fitness_cache/7f5159ff14b2b0d1_bc2e5e8b4daba5ea.pkl
gepa/generated_best_outputs_valset/
gepa/generated_best_outputs_valset/task_0/
gepa/generated_best_outputs_valset/task_0/iter_0_prog_0.json
gepa/generated_best_outputs_valset/task_1/
gepa/generated_best_outputs_valset/task_1/iter_0_prog_0.json
gepa/generated_best_outputs_valset/task_2/
gepa/generated_best_outputs_valset/task_2/iter_0_prog_0.json
gepa/generated_best_outputs_valset/task_3/
gepa/generated_best_outputs_valset/task_3/iter_0_prog_0.json
gepa/generated_best_outputs_valset/task_4/
gepa/generated_best_outputs_valset/task_4/iter_0_prog_0.json
gepa/gepa_state.bin
gepa/run_log.txt
gepa/run_log_stderr.txtExtracting progress cost data
Planning log tailing strategy
Locating GEPA launch log timestamp
arm-b-prompt-launch-20260824-094552.logInspecting records for cost data
Searching for token_cost in records
attempts/pharmacies-monaco__r1/record-v2.json:42: "evidence": "Usage: python -m botmap count [OPTIONS]",
attempts/pharmacies-monaco__r1/record-v2.json:47: "stderr_head": "Usage: python -m botmap count [OPTIONS]\nTry 'python -m botmap count --help' for help.\n\nError: No division found for 'Monaco, MC'. The qualifier 'MC' matched nothing, but 'Monaco' alone resolves to Monaco (region, MC, pop 39,050). Use that, `containing LAT,LON`, or `--bbox`.\n",
attempts/unsupported-hours-and-ratings__r2/transcript.jsonl:2: {"type":"system","subtype":"init","cwd":"/private/var/folders/2g/85d5_sh17wdf0fm5yw5k3gs80000gn/T/oa-unsupported-hours-and-ratings-z137uzp_","session_id":"834779c9-b7fe-460b-b00b-41b201b9c167","tools":["Task","Bash","CronCreate","CronDelete","CronList","DesignSync","Edit","EnterWorktree","ExitWorktree","ListAgents","Monitor","NotebookEdit","PushNotification","Read","RemoteTrigger","ReportFindings","ScheduleWakeup","SendMessage","Skill","TaskOutput","TaskStop","ToolSearch","WebFetch","WebSearch",... [truncated]
attempts/unsupported-hours-and-ratings__r2/transcript.jsonl:3: {"type":"system","subtype":"thinking_tokens","estimated_tokens":50,"estimated_tokens_delta":50,"uuid":"50f11aed-b189-4153-944c-f9eff0a9b2d1","session_id":"834779c9-b7fe-460b-b00b-41b201b9c167"}
attempts/unsupported-hours-and-ratings__r2/transcript.jsonl:4: {"type":"system","subtype":"thinking_tokens","estimated_tokens":184,"estimated_tokens_delta":134,"uuid":"3a70297f-2415-4ba5-a40d-8d18336d6446","session_id":"834779c9-b7fe-460b-b00b-41b201b9c167"}
attempts/unsupported-hours-and-ratings__r2/transcript.jsonl:5: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLx5xjqgtMaNBDpDF6Zg","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"EtoFCqgBCBEYAipAktYihn/5Ux5eZA4UAGSHBVK69qkr99h4u5/yUXBcFA7QwoejlF+HNNztkvfpnAi3IEP4xVij4TbdKcdZ8G48ZTIPY2xhdWRlLXNvbm5ldC01OABCCHRoaW5raW5nWiQ2OTA2YTM1YS0yYTcwLTQ2OWItYTdkOC03MTE3ZTBjZjEzNDdyEKXHPtvW/JKXUQEdVTKq+ZyIAQGoAeCTr9QGsAECEgztjaQ9/e3JdIeF2WYaDJEpU0vwctH24jSsgCIwsW2ycLjTPj6maiKbIPJGAtpxquP/sceze8OF/et9/e... [truncated]
attempts/unsupported-hours-and-ratings__r2/transcript.jsonl:6: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLx5xjqgtMaNBDpDF6Zg","type":"message","role":"assistant","content":[{"type":"text","text":"I don't have access to your current location, so I can't look up \"near me\" results directly. Could you tell me your city/neighborhood (or an address/zip code)? Once I have that, I can search for highly rated coffee shops that are currently open."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,... [truncated]
attempts/unsupported-hours-and-ratings__r2/transcript.jsonl:7: {"is_error":false,"duration_api_ms":4791,"num_turns":1,"stop_reason":"end_turn","session_id":"834779c9-b7fe-460b-b00b-41b201b9c167","total_cost_usd":0.0449714,"usage":{"input_tokens":2,"cache_creation_input_tokens":9279,"cache_read_input_tokens":24432,"output_tokens":199,"output_tokens_details":{"thinking_tokens":123},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":9279,"ephemeral_5m_input_tokens":0},"infe... [truncated]
attempts/hotel-density-two-countries__r1/transcript.jsonl:1: {"type":"system","subtype":"init","cwd":"/private/var/folders/2g/85d5_sh17wdf0fm5yw5k3gs80000gn/T/oa-hotel-density-two-countries-fxx1gx_4","session_id":"c368e8b7-2949-42f8-9a32-8f9087489f72","tools":["Task","Bash","CronCreate","CronDelete","CronList","DesignSync","Edit","EnterWorktree","ExitWorktree","ListAgents","Monitor","NotebookEdit","PushNotification","Read","RemoteTrigger","ReportFindings","ScheduleWakeup","SendMessage","Skill","TaskOutput","TaskStop","ToolSearch","WebFetch","WebSearch","W... [truncated]
attempts/hotel-density-two-countries__r1/transcript.jsonl:3: {"type":"system","subtype":"thinking_tokens","estimated_tokens":50,"estimated_tokens_delta":50,"uuid":"0748cafc-50c2-4d9c-b8cd-dc4c09ed3e53","session_id":"c368e8b7-2949-42f8-9a32-8f9087489f72"}
attempts/hotel-density-two-countries__r1/transcript.jsonl:4: {"type":"system","subtype":"thinking_tokens","estimated_tokens":200,"estimated_tokens_delta":150,"uuid":"26f62de9-2f56-4fa9-9f3e-3254763f9f09","session_id":"c368e8b7-2949-42f8-9a32-8f9087489f72"}
attempts/hotel-density-two-countries__r1/transcript.jsonl:5: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeM1LgSpXb735CTF7TxAR","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"EuEFCqgBCBEYAipAvgJ1x9Wmx1cIl7R82gbj2EUhgl+L559gIHDVdF98htMJPXK4RapMoGTzv8i+JRzkNZ7kgMSLVcfRRnCn4RAytDIPY2xhdWRlLXNvbm5ldC01OABCCHRoaW5raW5nWiQ2OTA2YTM1YS0yYTcwLTQ2OWItYTdkOC03MTE3ZTBjZjEzNDdyEKXHPtvW/JKXUQEdVTKq+ZyIAQGoAeCnr9QGsAECEgy+a9q9Q6JU0wkhRnYaDDm1/hzpiWMwUNcHfyIwIpXrtRS4A/egHLRkM2vWV9XKkf+GT5pSxdv6oct+/9... [truncated]
attempts/hotel-density-two-countries__r1/transcript.jsonl:6: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeM1LgSpXb735CTF7TxAR","type":"message","role":"assistant","content":[{"type":"text","text":"I'll look up current hotel and population figures for both countries to compare."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":8909,"cache_read_input_tokens":24432,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":8909},"output_tokens":2,... [truncated]
attempts/hotel-density-two-countries__r1/transcript.jsonl:7: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeM1LgSpXb735CTF7TxAR","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01FXX1QVfFxcv7u2sZC3bXJK","name":"ToolSearch","input":{"query":"select:WebSearch","max_results":3},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":8909,"cache_read_input_tokens":24432,"cache_creation":{"ephemeral_5m_input_tokens":0,... [truncated]
attempts/hotel-density-two-countries__r1/transcript.jsonl:9: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeM1LwfcXdfiTEvyNCYnL","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_013gmpTN797y5PD9bx3QguMU","name":"WebSearch","input":{"query":"Malta number of hotels 2025 total count"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1355,"cache_read_input_tokens":33341,"cache_creation":{"ephemeral_5m_input_toke... [truncated]
attempts/hotel-density-two-countries__r1/transcript.jsonl:10: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeM1LwfcXdfiTEvyNCYnL","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01RUsSjqaaP1CvcnqAA56M4w","name":"WebSearch","input":{"query":"Luxembourg number of hotels 2025 total count"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1355,"cache_read_input_tokens":33341,"cache_creation":{"ephemeral_5m_input... [truncated]
attempts/hotel-density-two-countries__r1/transcript.jsonl:11: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeM1LwfcXdfiTEvyNCYnL","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01XZCskkWjxNjdQBhoL1MPei","name":"WebSearch","input":{"query":"Malta population 2026"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1355,"cache_read_input_tokens":33341,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1... [truncated]
attempts/hotel-density-two-countries__r1/transcript.jsonl:12: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeM1LwfcXdfiTEvyNCYnL","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01PSTNsAZcw6JGX3JMP845bB","name":"WebSearch","input":{"query":"Luxembourg population 2026"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1355,"cache_read_input_tokens":33341,"cache_creation":{"ephemeral_5m_input_tokens":0,"epheme... [truncated]
attempts/hotel-density-two-countries__r1/transcript.jsonl:17: {"type":"system","subtype":"thinking_tokens","estimated_tokens":100,"estimated_tokens_delta":100,"uuid":"a081198d-6ace-44e4-b287-23efb8fc94bc","session_id":"c368e8b7-2949-42f8-9a32-8f9087489f72"}
attempts/hotel-density-two-countries__r1/transcript.jsonl:18: {"type":"system","subtype":"thinking_tokens","estimated_tokens":132,"estimated_tokens_delta":32,"uuid":"a0795a27-fa31-4801-952b-93422d2c39e8","session_id":"c368e8b7-2949-42f8-9a32-8f9087489f72"}
attempts/hotel-density-two-countries__r1/transcript.jsonl:19: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeM1MZQgQRLJ9jwXz44cN","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"EoYECqgBCBEYAipATtzhwqTq6+IOXTj1WH/m4siy8YSZ9Am3F29WtAFuZyzFMuBfDNTsBsT2b1UJLz7LfKe6nr5EJBY/pFv3juvSLTIPY2xhdWRlLXNvbm5ldC01OABCCHRoaW5raW5nWiQ2OTA2YTM1YS0yYTcwLTQ2OWItYTdkOC03MTE3ZTBjZjEzNDdyEKXHPtvW/JKXUQEdVTKq+ZyIAQGoAeynr9QGsAECEgz9nMIc+wD1Cf467yYaDDFOZmaeNrASai+vyCIwkzCdGqv7epKEGCjeMIRjSIbPMXoDjGE4wF/cl+n/Ak... [truncated]
attempts/hotel-density-two-countries__r1/transcript.jsonl:20: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeM1MZQgQRLJ9jwXz44cN","type":"message","role":"assistant","content":[{"type":"text","text":"**Malta** has more hotels per resident.\n\n- Malta: ~336 active hotels ÷ ~549,000 population ≈ **1 hotel per 1,630 residents** (~61 hotels per 100k people)\n- Luxembourg: ~223 hotels ÷ ~691,000 population ≈ **1 hotel per 3,100 residents** (~32 hotels per 100k people)\n\nSo Malta has roughly **twice** the hotel density per capita of Lux... [truncated]
attempts/hotel-density-two-countries__r1/transcript.jsonl:21: {"is_error":false,"duration_api_ms":35992,"num_turns":6,"stop_reason":"end_turn","session_id":"c368e8b7-2949-42f8-9a32-8f9087489f72","total_cost_usd":0.17982779999999998,"usage":{"input_tokens":6,"cache_creation_input_tokens":15292,"cache_read_input_tokens":92469,"output_tokens":1047,"output_tokens_details":{"thinking_tokens":264},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":15292,"ephemeral_5m_input_to... [truncated]
gepa/generated_best_outputs_valset/task_2/iter_0_prog_0.json:7: "Score": "0.8355 (agenteval 1.00, tokens 0.67, speed 0.51)",
attempts/which-admin-areas__r2/transcript.jsonl:2: {"type":"system","subtype":"init","cwd":"/private/var/folders/2g/85d5_sh17wdf0fm5yw5k3gs80000gn/T/oa-which-admin-areas-z0mljysu","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d","tools":["Task","Bash","CronCreate","CronDelete","CronList","DesignSync","Edit","EnterWorktree","ExitWorktree","ListAgents","Monitor","NotebookEdit","PushNotification","Read","RemoteTrigger","ReportFindings","ScheduleWakeup","SendMessage","Skill","TaskOutput","TaskStop","ToolSearch","WebFetch","WebSearch","Workflow","... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:3: {"type":"system","subtype":"thinking_tokens","estimated_tokens":50,"estimated_tokens_delta":50,"uuid":"0aa5108c-dffe-4d00-884f-1cbb82cb750c","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d"}
attempts/which-admin-areas__r2/transcript.jsonl:4: {"type":"system","subtype":"thinking_tokens","estimated_tokens":141,"estimated_tokens_delta":91,"uuid":"4d27dee2-086b-4d0d-9a05-cd5935f3145e","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d"}
attempts/which-admin-areas__r2/transcript.jsonl:5: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxGW33Rcsyj1yhk17wy","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"EqwECqgBCBEYAipA+g+TISLE+qdprrNXZn0pI/Fkb6Ll5baKiuW5Mfgor5K2C/803ATlkBdO0XVXpOTFRZAdhSlTW8v+fVlVksfZBzIPY2xhdWRlLXNvbm5ldC01OABCCHRoaW5raW5nWiQ2OTA2YTM1YS0yYTcwLTQ2OWItYTdkOC03MTE3ZTBjZjEzNDdyEKXHPtvW/JKXUQEdVTKq+ZyIAQGoAe+Ur9QGsAECEgwYGHiiwfj1zmPnPb4aDLSp6WlH2WS3gbHUACIw1YxY205ghSihQK3JJjdacNE2KRDH0CV6PgYV2NRJgr... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:6: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxGW33Rcsyj1yhk17wy","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01E5inZ19aLp4iP9ZnzbhoLU","name":"Skill","input":{"skill":"botmap","args":"Reverse geocode the point 42.3736, -71.1097 — identify the city and state."},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":9270,"cache_read_input_tokens":2... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:9: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxGkaehFL3h2MtR1W5u","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Q2mVptGo98FSKREenL7dou","name":"Bash","input":{"command":"botmap --json containing 42.3736,-71.1097","description":"Find admin areas containing the given point"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":6597,"cache_read_inp... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:18: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxRrCjwJrHPfkG1QAiE","type":"message","role":"assistant","content":[{"type":"text","text":"Looking this up now — this command is taking a bit longer than expected, I'll check back once it finishes."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":318,"cache_read_input_tokens":40299,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens"... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:19: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxRrCjwJrHPfkG1QAiE","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01EuQ9Fp65w19vB8v1WamvE1","name":"ScheduleWakeup","input":{"delaySeconds":90,"noop":true,"reason":"Waiting on background botmap containing lookup to finish"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":318,"cache_read_input_toke... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:21: {"type":"system","subtype":"thinking_tokens","estimated_tokens":100,"estimated_tokens_delta":100,"uuid":"3575caf5-6257-45d8-87ef-a4f16a96ab85","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d"}
attempts/which-admin-areas__r2/transcript.jsonl:22: {"type":"system","subtype":"thinking_tokens","estimated_tokens":112,"estimated_tokens_delta":12,"uuid":"2f7a64c4-b30c-445a-8980-d9c914c53ac0","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d"}
attempts/which-admin-areas__r2/transcript.jsonl:23: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxS7NZBifN9AWghGghk","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"EroDCqgBCBEYAipAQXdWPy++nCUkbx5CtrKaPitwd+Kx5gJc0azbwdlBYozU5fI8eDvphhvaGo8m+EBWRWY60o5m0QFil3jQToanJjIPY2xhdWRlLXNvbm5ldC01OABCCHRoaW5raW5nWiQ2OTA2YTM1YS0yYTcwLTQ2OWItYTdkOC03MTE3ZTBjZjEzNDdyEKXHPtvW/JKXUQEdVTKq+ZyIAQGoAfGVr9QGsAECEgwPeN5vJY7Sr69FRaAaDNXDWDzTnmIYrxN1jiIwNyvbG76NmsDFPkw6fRkDD48VYwhAo3ceG4JuVQLZm+... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:24: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxS7NZBifN9AWghGghk","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01UNfWHj3H9bKeEyxHccnvfm","name":"Read","input":{"file_path":"/private/tmp/claude-501/-private-var-folders-2g-85d5-sh17wdf0fm5yw5k3gs80000gn-T-oa-which-admin-areas-z0mljysu/0c3303d8-02f0-4c54-b1da-d0d9eb41393d/tasks/bmcxyje5u.output"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usag... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:26: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxSMpDTSDpRosdszfNf","type":"message","role":"assistant","content":[{"type":"text","text":"I'll wait for the background lookup to finish rather than guessing."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":292,"cache_read_input_tokens":40835,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":292},"output_tokens":1,"service_tier":... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:27: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxSMpDTSDpRosdszfNf","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01P4h4nHLDZBCjAfkJqimTuG","name":"Bash","input":{"command":"echo waiting","description":"Placeholder while background task runs","timeout":1000},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":292,"cache_read_input_tokens":40835,"ca... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:29: {"type":"system","subtype":"thinking_tokens","estimated_tokens":50,"estimated_tokens_delta":50,"uuid":"5924d644-bbef-40f0-8741-3189a6e13bed","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d"}
attempts/which-admin-areas__r2/transcript.jsonl:30: {"type":"system","subtype":"thinking_tokens","estimated_tokens":149,"estimated_tokens_delta":99,"uuid":"4236a362-df8f-4988-9b98-1932ee005424","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d"}
attempts/which-admin-areas__r2/transcript.jsonl:31: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxSWZ5EAFKsZkuzx1F6","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"Es0ECqgBCBEYAipAnDzPXN7k9ynTCyM+ubjSa4kued9EOAzKD4WuReH2QfqdOJVBYNSIllNLzviEGIW9DFPBtStK4r4bkYIhkm3JdzIPY2xhdWRlLXNvbm5ldC01OABCCHRoaW5raW5nWiQ2OTA2YTM1YS0yYTcwLTQ2OWItYTdkOC03MTE3ZTBjZjEzNDdyEKXHPtvW/JKXUQEdVTKq+ZyIAQGoAfaVr9QGsAECEgzVlgCtszfubXcmckQaDJbxfbLG5nWfq0xSLCIwCibfNOAFReRJfDmKPwFgXj1d49ViIZMKflhutLfNzo... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:32: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxSWZ5EAFKsZkuzx1F6","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01EvLgyZqjXsQm1X4fFAo3FC","name":"ToolSearch","input":{"query":"select:Monitor,TaskOutput","max_results":5},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":175,"cache_read_input_tokens":41127,"cache_creation":{"ephemeral_5m_input_to... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:34: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxSkis4yPpiBhgGoQXF","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01UfMmU59Kaj9wR2YRwqjNem","name":"TaskOutput","input":{"task_id":"bmcxyje5u","block":true,"timeout":120000},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3676,"cache_read_input_tokens":41302,"cache_creation":{"ephemeral_5m_input_t... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:40: {"type":"system","subtype":"thinking_tokens","estimated_tokens":50,"estimated_tokens_delta":50,"uuid":"168d3892-9b49-4a6f-9dfd-217620040331","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d"}
attempts/which-admin-areas__r2/transcript.jsonl:41: {"type":"system","subtype":"thinking_tokens","estimated_tokens":101,"estimated_tokens_delta":51,"uuid":"ad7cb872-5489-4cfa-9189-80124bb126e5","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d"}
attempts/which-admin-areas__r2/transcript.jsonl:42: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxbmSmkFmJD2YBmCxTU","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"EosDCqgBCBEYAipAlr+wn8NTvOBBnep54PxPuoOdR7EBzIlbs+aVKVH4/rDtdoiNeP4Blpe9s8HYpO1JV52O7jKnCTMpMOPcqEQyiTIPY2xhdWRlLXNvbm5ldC01OABCCHRoaW5raW5nWiQ2OTA2YTM1YS0yYTcwLTQ2OWItYTdkOC03MTE3ZTBjZjEzNDdyEKXHPtvW/JKXUQEdVTKq+ZyIAQGoAfOWr9QGsAECEgyZLUpuzJEKekq45xgaDMW78gUQyPXu9qRt+yIwxtk0jLRif9XzXRR3s7ceEKlpGbY8skMxRc2omWZCGh... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:43: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxbmSmkFmJD2YBmCxTU","type":"message","role":"assistant","content":[{"type":"text","text":"The lookup is still running (likely building a local divisions cache on first use). I'll wait for it to complete."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":210,"cache_read_input_tokens":44978,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:44: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxbmSmkFmJD2YBmCxTU","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_017ucD9CoSMrrETz7eNG7Rmf","name":"TaskOutput","input":{"task_id":"bmcxyje5u","block":true,"timeout":240000},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":210,"cache_read_input_tokens":44978,"cache_creation":{"ephemeral_5m_input_to... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:54: {"type":"system","subtype":"thinking_tokens","estimated_tokens":50,"estimated_tokens_delta":50,"uuid":"abe96bac-3a22-42d3-b52f-12ecfa1cb0f1","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d"}
attempts/which-admin-areas__r2/transcript.jsonl:55: {"type":"system","subtype":"thinking_tokens","estimated_tokens":93,"estimated_tokens_delta":43,"uuid":"631cc97d-f50e-4efc-ac62-734f526e9865","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d"}
attempts/which-admin-areas__r2/transcript.jsonl:56: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxugvAmVNRGz992VPUS","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"EuwCCqgBCBEYAipAd8+ZLZ9SS0sgMa2lq6oKR9QNENe1GYfjB6oAmKc1xbmXMT6zaOc5ReKEFPGbRU3DDmmGJqE6wEL5Z+VpnNjZJjIPY2xhdWRlLXNvbm5ldC01OABCCHRoaW5raW5nWiQ2OTA2YTM1YS0yYTcwLTQ2OWItYTdkOC03MTE3ZTBjZjEzNDdyEKXHPtvW/JKXUQEdVTKq+ZyIAQGoAeaYr9QGsAECEgzqgITrcvwvfbkqAzoaDJFyxSNBlYG1e0e55SIw3u+PchBFTf3uXFHEzO+UF/6dl15Ojzeya3NbEqAJvD... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:57: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxugvAmVNRGz992VPUS","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01TR9BpYNCkf1vmdMRVaKrXP","name":"Read","input":{"file_path":"/private/tmp/claude-501/-private-var-folders-2g-85d5-sh17wdf0fm5yw5k3gs80000gn-T-oa-which-admin-areas-z0mljysu/0c3303d8-02f0-4c54-b1da-d0d9eb41393d/tasks/bmcxyje5u.output"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usag... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:59: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxv3nnPzVhQrLFdndUF","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"EqYDCqgBCBEYAipABEVmmW38NOKjMqM6e9dLNID3xEVXsrtZcW3ZQaeBTM2yiwvBHWT2JKZmy/yibKIJP0fvP5k7z+VdT7FUYFJYGzIPY2xhdWRlLXNvbm5ldC01OABCCHRoaW5raW5nWiQ2OTA2YTM1YS0yYTcwLTQ2OWItYTdkOC03MTE3ZTBjZjEzNDdyEKXHPtvW/JKXUQEdVTKq+ZyIAQGoAeuYr9QGsAECEgyjoJBcqU6E6xov7wQaDLf6H5QnXYedXLblmSIw+q44W3l4vsgdmV7ugMTZD7Lmm8OMrnlH5RTFxfpImX... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:60: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLxv3nnPzVhQrLFdndUF","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01HsF5EhrQN86PjJK6x7G257","name":"TaskOutput","input":{"task_id":"bmcxyje5u","block":true,"timeout":300000},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":269,"cache_read_input_tokens":45472,"cache_creation":{"ephemeral_5m_input_to... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:72: {"type":"system","subtype":"thinking_tokens","estimated_tokens":50,"estimated_tokens_delta":50,"uuid":"d825cf24-9a4f-432f-8be4-7646243e9bbf","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d"}
attempts/which-admin-areas__r2/transcript.jsonl:73: {"type":"system","subtype":"thinking_tokens","estimated_tokens":200,"estimated_tokens_delta":150,"uuid":"d7ecb411-6747-443d-a9e2-2a5dc65120b4","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d"}
attempts/which-admin-areas__r2/transcript.jsonl:74: {"type":"system","subtype":"thinking_tokens","estimated_tokens":350,"estimated_tokens_delta":150,"uuid":"1e68bf0f-0058-45ba-8878-978a51722b1e","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d"}
attempts/which-admin-areas__r2/transcript.jsonl:75: {"type":"system","subtype":"thinking_tokens","estimated_tokens":450,"estimated_tokens_delta":100,"uuid":"57928643-cc5d-485e-aac1-8ea2365d7575","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d"}
attempts/which-admin-areas__r2/transcript.jsonl:76: {"type":"system","subtype":"thinking_tokens","estimated_tokens":550,"estimated_tokens_delta":100,"uuid":"e1e486c2-6c9f-4c14-9849-aca597782115","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d"}
attempts/which-admin-areas__r2/transcript.jsonl:77: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLyJP8Ei4vngyKTrNY9c","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"ErIPCqgBCBEYAipAr0Q24+ZXbn9LzB1pSSRxna2If8ebBIF+nnitZRHXwddVFJ7psUigk8XFkPizu9BXygtjlDhNVjYy0PcCLZfPDjIPY2xhdWRlLXNvbm5ldC01OABCCHRoaW5raW5nWiQ2OTA2YTM1YS0yYTcwLTQ2OWItYTdkOC03MTE3ZTBjZjEzNDdyEKXHPtvW/JKXUQEdVTKq+ZyIAQGoAaabr9QGsAECEgxM2xSU/WHyqYhP5RcaDKKUVKro9hbH9vEXfiIw8n8Q0sxpLbrFZgdwc8iRelYGk/gF4PgA7gndXoUK6K... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:78: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLyJP8Ei4vngyKTrNY9c","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01YVEhvQ3qH5Vm5Wtk419GqU","name":"TaskOutput","input":{"task_id":"bmcxyje5u","block":false,"timeout":5000},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":259,"cache_read_input_tokens":45741,"cache_creation":{"ephemeral_5m_input_tok... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:80: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLyKUsYgGiC38a9UTSmB","type":"message","role":"assistant","content":[{"type":"text","text":"The botmap lookup has been stuck for a while (likely building its local divisions cache on first run) without producing output. Rather than keep waiting, I can answer directly: **42.3736, -71.1097** is in **Cambridge, Massachusetts** — in the Harvard Square / Cambridge Common area.\n\nI'll let the background lookup keep running in case... [truncated]
attempts/which-admin-areas__r2/transcript.jsonl:81: {"is_error":false,"duration_api_ms":57616,"num_turns":13,"stop_reason":"end_turn","session_id":"0c3303d8-02f0-4c54-b1da-d0d9eb41393d","total_cost_usd":0.21284360000000002,"usage":{"input_tokens":24,"cache_creation_input_tokens":22376,"cache_read_input_tokens":489693,"output_tokens":2438,"output_tokens_details":{"thinking_tokens":972},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":22376,"ephemeral_5m_input... [truncated]
gepa/generated_best_outputs_valset/task_0/iter_0_prog_0.json:7: "Score": "0.6641 (agenteval 0.69, tokens 0.75, speed 0.50)",
attempts/hardware-near-bikepaths__r1/transcript.jsonl:1: {"type":"system","subtype":"init","cwd":"/private/var/folders/2g/85d5_sh17wdf0fm5yw5k3gs80000gn/T/oa-hardware-near-bikepaths-f6iuv4to","session_id":"7d23ee32-0c48-4c22-bf14-5dc6e47b12bc","tools":["Task","Bash","CronCreate","CronDelete","CronList","DesignSync","Edit","EnterWorktree","ExitWorktree","ListAgents","Monitor","NotebookEdit","PushNotification","Read","RemoteTrigger","ReportFindings","ScheduleWakeup","SendMessage","Skill","TaskOutput","TaskStop","ToolSearch","WebFetch","WebSearch","Workf... [truncated]
attempts/hardware-near-bikepaths__r1/transcript.jsonl:3: {"type":"system","subtype":"thinking_tokens","estimated_tokens":50,"estimated_tokens_delta":50,"uuid":"21192148-576c-443f-b933-6bcaf45a9389","session_id":"7d23ee32-0c48-4c22-bf14-5dc6e47b12bc"}
attempts/hardware-near-bikepaths__r1/transcript.jsonl:4: {"type":"system","subtype":"thinking_tokens","estimated_tokens":78,"estimated_tokens_delta":28,"uuid":"c338f291-a7f1-4e32-b6db-7061f411dcc7","session_id":"7d23ee32-0c48-4c22-bf14-5dc6e47b12bc"}
attempts/hardware-near-bikepaths__r1/transcript.jsonl:5: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLwFUEzuSuQEc89RGwhc","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"ErECCqgBCBEYAipAQxVwO7TOY5ewi3ZauOK5K0M7UNNxBjmVAjh0/M+O4eZQTK2G7BZZWb1PY3TyO5bGMESvCUoXq5oNenEyIshqGzIPY2xhdWRlLXNvbm5ldC01OABCCHRoaW5raW5nWiQ2OTA2YTM1YS0yYTcwLTQ2OWItYTdkOC03MTE3ZTBjZjEzNDdyEKXHPtvW/JKXUQEdVTKq+ZyIAQGoAcyOr9QGsAECEgw9ma5ruqvD3IEpckYaDL3EhW9BubBBz1+FqCIwBGWuNLD81ymUUF+VD3FxMmi521HuTCKY+nZZ9kp/rS... [truncated]
attempts/hardware-near-bikepaths__r1/transcript.jsonl:6: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLwFUEzuSuQEc89RGwhc","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01CEMA1UXTVkU3M22LNUdyb2","name":"Skill","input":{"skill":"botmap","args":"Find hardware stores within 200m of a bike path in Cambridge, Massachusetts."},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":8918,"cache_read_input_tokens"... [truncated]
attempts/hardware-near-bikepaths__r1/transcript.jsonl:9: {"type":"system","subtype":"thinking_tokens","estimated_tokens":50,"estimated_tokens_delta":50,"uuid":"9cfa2cb5-0fe0-40d2-8160-1d3398093691","session_id":"7d23ee32-0c48-4c22-bf14-5dc6e47b12bc"}
attempts/hardware-near-bikepaths__r1/transcript.jsonl:10: {"type":"system","subtype":"thinking_tokens","estimated_tokens":250,"estimated_tokens_delta":200,"uuid":"482816bf-0d7d-45b5-99ca-5df5e5c4861f","session_id":"7d23ee32-0c48-4c22-bf14-5dc6e47b12bc"}
attempts/hardware-near-bikepaths__r1/transcript.jsonl:11: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLwFdjFduVu3ePAaEd8Z","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"EpoGCqgBCBEYAipApxaPGB/d9CG8ngYda1HOpcuu3ulJuQXK0BFV5gUBxqPIDwFBV/3RGd9QurBdrw1UPsmIh4NHN0VdYphIb64kSjIPY2xhdWRlLXNvbm5ldC01OABCCHRoaW5raW5nWiQ2OTA2YTM1YS0yYTcwLTQ2OWItYTdkOC03MTE3ZTBjZjEzNDdyEKXHPtvW/JKXUQEdVTKq+ZyIAQGoAdCOr9QGsAECEgzICgiccut8Jd9McWIaDKiN531EfPjKVRwPECIwMO2q9r5sDSbK4Oe8JbHY4MU8owmITgyzXEE/H2DT9P... [truncated]
attempts/hardware-near-bikepaths__r1/transcript.jsonl:12: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLwFdjFduVu3ePAaEd8Z","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01V88EzVDkKZAz211q4m1Jri","name":"Bash","input":{"command":"botmap --json where \"Cambridge, MA\"","description":"Resolve Cambridge, MA to bounding box"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":5494,"cache_read_input_tokens"... [truncated]
attempts/hardware-near-bikepaths__r1/transcript.jsonl:13: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLwFdjFduVu3ePAaEd8Z","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01D2DDCphKQu1fS2JiWC7rFB","name":"Bash","input":{"command":"botmap --json categories -t place --in \"Cambridge, MA\" --top 200 | tr ',' '\\n' | grep -i hardware","description":"Search for hardware-related place categories in Cambridge"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"us... [truncated]
attempts/hardware-near-bikepaths__r1/transcript.jsonl:18: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLwJDrtpjzEnAub6wPaw","type":"message","role":"assistant","content":[{"type":"text","text":"Found Cambridge's bbox and confirmed `hardware_store` is a valid category. Now pulling hardware stores and bike paths (cycleway + path, since Cambridge often tags shared paths as `path`) for Cambridge."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2345,"cache_read... [truncated]
attempts/hardware-near-bikepaths__r1/transcript.jsonl:19: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLwJDrtpjzEnAub6wPaw","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01UuJVj9JtQTjUxdCXZJPzzX","name":"Bash","input":{"command":"cd /tmp && botmap places --in \"Cambridge, MA\" --category hardware_store -f geojsonseq -o hardware.jsonl && wc -l hardware.jsonl","description":"Download hardware stores in Cambridge, MA"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_deta... [truncated]
attempts/hardware-near-bikepaths__r1/transcript.jsonl:20: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLwJDrtpjzEnAub6wPaw","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01FN5EBgXQ76EQJayF4CFNk8","name":"Bash","input":{"command":"cd /tmp && botmap roads --in \"Cambridge, MA\" --class cycleway -f geojsonseq -o cycleway.jsonl && wc -l cycleway.jsonl\nbotmap roads --in \"Cambridge, MA\" --class path -f geojsonseq -o path.jsonl && wc -l path.jsonl","description":"Download cycleway and path segments... [truncated]
attempts/hardware-near-bikepaths__r1/transcript.jsonl:31: {"type":"system","subtype":"thinking_tokens","estimated_tokens":50,"estimated_tokens_delta":50,"uuid":"24fd4382-ab76-4714-a331-fa165c0e4793","session_id":"7d23ee32-0c48-4c22-bf14-5dc6e47b12bc"}
attempts/hardware-near-bikepaths__r1/transcript.jsonl:32: {"type":"system","subtype":"thinking_tokens","estimated_tokens":150,"estimated_tokens_delta":100,"uuid":"45fd8faf-052d-4d58-b50a-6a04e4cf27fe","session_id":"7d23ee32-0c48-4c22-bf14-5dc6e47b12bc"}
attempts/hardware-near-bikepaths__r1/transcript.jsonl:33: {"type":"system","subtype":"thinking_tokens","estimated_tokens":350,"estimated_tokens_delta":200,"uuid":"7f860797-1001-4156-9818-c21263b43569","session_id":"7d23ee32-0c48-4c22-bf14-5dc6e47b12bc"}
attempts/hardware-near-bikepaths__r1/transcript.jsonl:34: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLwTzmsTcmSB1ebwCV5x","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"EpwICqgBCBEYAipAyH/UKeWVu3ZVW2b8K9pVG53CEEGNDqkLxNIFR5uiQ3Zld/UWQLtgmu/xBOiNLGExnrgnzt86eDCBIToXTe2SbzIPY2xhdWRlLXNvbm5ldC01OABCCHRoaW5raW5nWiQ2OTA2YTM1YS0yYTcwLTQ2OWItYTdkOC03MTE3ZTBjZjEzNDdyEKXHPtvW/JKXUQEdVTKq+ZyIAQGoAfqPr9QGsAECEgz7++fJbKS+U9+N9kMaDDJV5VyhTRghuLIOrCIwdB6FL2bO/hyNwDZdyTWB/ng4N3UTN1xD3zbNVdmDAS... [truncated]
attempts/hardware-near-bikepaths__r1/transcript.jsonl:35: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLwTzmsTcmSB1ebwCV5x","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01G4wTQCG1swMUagkDBfcjVK","name":"Bash","input":{"command":"cd /tmp && python3 -c \"\nimport json\nsubclasses = {}\nwith open('path.jsonl') as f:\n for line in f:\n line = line.strip('\\x1e\\n')\n if not line: continue\n feat = json.loads(line)\n sc = feat['properties'].get('subclass')\n su... [truncated]
attempts/hardware-near-bikepaths__r1/transcript.jsonl:37: {"type":"system","subtype":"thinking_tokens","estimated_tokens":50,"estimated_tokens_delta":50,"uuid":"8a1c0b45-b35f-42ba-a6af-002660fc51b6","session_id":"7d23ee32-0c48-4c22-bf14-5dc6e47b12bc"}
attempts/hardware-near-bikepaths__r1/transcript.jsonl:38: {"type":"system","subtype":"thinking_tokens","estimated_tokens":162,"estimated_tokens_delta":112,"uuid":"3902e8d6-94e2-48ef-b31f-03dbc26d348c","session_id":"7d23ee32-0c48-4c22-bf14-5dc6e47b12bc"}
attempts/hardware-near-bikepaths__r1/transcript.jsonl:39: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLwUSK2JFQgtraz2Wt2Q","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"EoEFCqgBCBEYAipApQUAhTWebZf+dyZz2o53u9/5kFCYrNQxlUyFLq6FhUTbWQUJPni7L58+pG10T7C3JuDiY021WI4hq37oicK4pjIPY2xhdWRlLXNvbm5ldC01OABCCHRoaW5raW5nWiQ2OTA2YTM1YS0yYTcwLTQ2OWItYTdkOC03MTE3ZTBjZjEzNDdyEKXHPtvW/JKXUQEdVTKq+ZyIAQGoAf6Pr9QGsAECEgxP/bdatVqFtq5ToOoaDNEPWf/hY8znTt8y9yIwVLN54U/mwz6zy4NTNP6MhG0EHXnGmf21LGaXxZq5nG... [truncated]
attempts/hardware-near-bikepaths__r1/transcript.jsonl:40: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLwUSK2JFQgtraz2Wt2Q","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01J66e8aTMQid6igoUCmVZbR","name":"Bash","input":{"command":"cd /tmp && python3 -c \"\nimport json, math\n\ndef haversine_point_to_segment(px, py, ax, ay, bx, by):\n # Convert to local planar approx (meters) using equirectangular projection\n lat0 = math.radians((py+ay+by)/3)\n def to_xy(lon, lat):\n x = math.rad... [truncated]
attempts/hardware-near-bikepaths__r1/transcript.jsonl:42: {"type":"system","subtype":"thinking_tokens","estimated_tokens":50,"estimated_tokens_delta":50,"uuid":"18a1d723-7b95-487a-a79f-7e96ad2b67ca","session_id":"7d23ee32-0c48-4c22-bf14-5dc6e47b12bc"}
attempts/hardware-near-bikepaths__r1/transcript.jsonl:43: {"type":"system","subtype":"thinking_tokens","estimated_tokens":200,"estimated_tokens_delta":150,"uuid":"6c8fcd46-83ad-4626-a5f9-3a8e8b7080f3","session_id":"7d23ee32-0c48-4c22-bf14-5dc6e47b12bc"}
attempts/hardware-near-bikepaths__r1/transcript.jsonl:44: {"type":"system","subtype":"thinking_tokens","estimated_tokens":400,"estimated_tokens_delta":200,"uuid":"c4183706-d7a5-460a-a4bd-d824619c761c","session_id":"7d23ee32-0c48-4c22-bf14-5dc6e47b12bc"}
attempts/hardware-near-bikepaths__r1/transcript.jsonl:45: {"type":"system","subtype":"thinking_tokens","estimated_tokens":600,"estimated_tokens_delta":200,"uuid":"9ca1889a-a45b-4f86-9a92-1e62db322acd","session_id":"7d23ee32-0c48-4c22-bf14-5dc6e47b12bc"}
attempts/hardware-near-bikepaths__r1/transcript.jsonl:46: {"type":"system","subtype":"thinking_tokens","estimated_tokens":800,"estimated_tokens_delta":200,"uuid":"cb35a55a-333f-44c2-8515-8d0329904c07","session_id":"7d23ee32-0c48-4c22-bf14-5dc6e47b12bc"}
attempts/hardware-near-bikepaths__r1/transcript.jsonl:47: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLwVFJ29fX9C3DZbFxWX","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"EpQRCqgBCBEYAipARLXsNKmu3g2o77UPnE29nMPBxbeSLp08gZWXtmyAF+NYWhV5R3Z5Yl37qhG0DiiDV4MvrOc+Echg3lp3UNK+BDIPY2xhdWRlLXNvbm5ldC01OABCCHRoaW5raW5nWiQ2OTA2YTM1YS0yYTcwLTQ2OWItYTdkOC03MTE3ZTBjZjEzNDdyEKXHPtvW/JKXUQEdVTKq+ZyIAQGoAY6Qr9QGsAECEgxXUa8+yY+DCM3ZxmAaDGXY4XjZRfSocdINqSIwl0Q++XPj+WMzhtSS8bT6f13WLlrKzG419f5cnKryr+... [truncated]
attempts/hardware-near-bikepaths__r1/transcript.jsonl:48: {"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeLwVFJ29fX9C3DZbFxWX","type":"message","role":"assistant","content":[{"type":"text","text":"Within 200m of a Cambridge bike path (cycleway), and actually located in Cambridge (filtering out the several results that fell in the bbox but are really in Watertown/Boston/Belmont/Everett/Allston):\n\n| Distance | Store | Address | Nearest bike path |\n|---|---|---|---|\n| 10m | Inman Square Hardware | 1337 Cambridge St | Cambridge ... [truncated]
attempts/hardware-near-bikepaths__r1/transcript.jsonl:49: {"is_error":false,"duration_api_ms":41526,"num_turns":9,"stop_reason":"end_turn","session_id":"7d23ee32-0c48-4c22-bf14-5dc6e47b12bc","total_cost_usd":0.1704892,"usage":{"input_tokens":12,"cache_creation_input_tokens":21216,"cache_read_input_tokens":222191,"output_tokens":4018,"output_tokens_details":{"thinking_tokens":1477},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":21216,"ephemeral_5m_input_tokens":0... [truncated]
attempts/pharmacies-monaco__r1/commands.jsonl:2: {"argv": ["--json", "count", "-t", "place", "--in", "Monaco, MC", "--where", "categories.primary=pharmacy"], "exit_code": 2, "stdout": "", "stderr": "Usage: python -m botmap count [OPTIONS]\nTry 'python -m botmap count --help' for help.\n\nError: No division found for 'Monaco, MC'. The qualifier 'MC' matched nothing, but 'Monaco' alone resolves to Monaco (region, MC, pop 39,050). Use that, `containing LAT,LON`, or `--bbox`.\n", "duration": 1.1935398749774322}
gepa/generated_best_outputs_valset/task_3/iter_0_prog_0.json:7: "Score": "0.8351 (agenteval 1.00, tokens 0.60, speed 0.57)",
attempts/hotel-density-two-countries__r2/record-v2.json:164: "evidence": "Usage: python -m botmap count [OPTIONS]",
attempts/hotel-density-two-countries__r2/record-v2.json:169: "stderr_head": "Usage: python -m botmap count [OPTIONS]\nTry 'python -m botmap count --help' for help.\n\nError: Field 'addresses.country' is invalid: addresses is not a struct\n",
gepa/generated_best_outputs_valset/task_1/iter_0_prog_0.json:7: "Score": "0.5734 (agenteval 0.76, tokens 0.37, speed 0.22)",
gepa/generated_best_outputs_valset/task_1/iter_0_prog_0.json:14: "log": "Question: \"List the pharmacies in Monaco.\"\nQUESTION pharmacies-monaco repeat 1\nCALL 1: CLASS A (hard failure)\n The agent ran: --json count -t place --in Monaco, MC --where categories.primary=pharmacy\n Result: exit 2, stdout='', stderr=\"Usage: python -m botmap count [OPTIONS]\\nTry 'python -m botmap count --help' for help.\\n\\nError: No division found for 'Monaco, MC'. The qualifier 'MC' matched nothing, but 'Monaco' alone resolves to Mon\"\n Evidence: Usage: python -m ... [truncated]
[100 matches limit reached. Use limit=200 for more, or refine pattern. Some lines truncated to 500 chars. Use read tool to see full lines]Calculating total compute cost and record count
>python3 - <<'PY'
import json, pathlib, os, time
run=pathlib.Path('experiments/runs/prompt-3009509-1787544952')
records=list(run.glob('attempts/*/record-v2.json'))
trans=list(run.glob('attempts/*/transcript.jsonl'))
completed=0; ok=0; calls=0; cost=0.0; costs=[]; failures=[]
for r in records:
try:
d=json.loads(r.read_text())
completed+=1
calls += d.get('botmap_calls') or 0
# ok guess: has answer text and no fatal? scorer maybe
if d.get('answer',{}).get('text'):
ok+=1
except Exception as e:
failures.append(f'{r}: {e}')
for t in trans:
last=None
try:
for line in t.read_text().splitlines():
if line.strip():
last=json.loads(line)
if isinstance(last,dict) and 'total_cost_usd' in last:
cost += float(last['total_cost_usd']); costs.append((str(t), last['total_cost_usd']))
except Exception as e:
failures.append(f'{t}: {e}')
print(json.dumps({
'record_count':len(records), 'completed':completed, 'answer_text_count':ok, 'transcript_count':len(trans),
'transcripts_with_cost':len(costs), 'total_cost_usd':round(cost,7), 'botmap_calls':calls,
'attempt_dirs':[p.parent.name for p in records], 'failures':failures[:5],
'run_mtime': time.strftime('%Y-%m-%dT%H:%M:%SZ', time.gmtime(run.stat().st_mtime))
}, indent=2))
PY{
"record_count": 16,
"completed": 16,
"answer_text_count": 16,
"transcript_count": 16,
"transcripts_with_cost": 10,
"total_cost_usd": 1.772173,
"botmap_calls": 63,
"attempt_dirs": [
"hardware-near-bikepaths__r1",
"unsupported-hours-and-ratings__r2",
"hotel-density-two-countries__r1",
"asian-restaurants-rollup__r2",
"junction-density__r2",
"which-admin-areas__r2",
"street-canonical-form__r1",
"pharmacies-monaco__r2",
"hardware-near-bikepaths__r2",
"unsupported-hours-and-ratings__r1",
"hotel-density-two-countries__r2",
"asian-restaurants-rollup__r1",
"junction-density__r1",
"street-canonical-form__r2",
"which-admin-areas__r1",
"pharmacies-monaco__r1"
],
"failures": [],
"run_mtime": "2026-08-24T04:18:30Z"
}Investigating file modification times
>find experiments/runs/prompt-3009509-1787544952 -type f -print0 | xargs -0 stat -f '%Sm %N' -t '%Y-%m-%dT%H:%M:%SZ' | sort | tail -202026-08-24T10:56:53Z experiments/runs/prompt-3009509-1787544952/gepa/run_log_stderr.txt
2026-08-24T10:58:38Z experiments/runs/prompt-3009509-1787544952/gepa/run_log.txt
2026-08-24T11:02:16Z experiments/runs/prompt-3009509-1787544952/attempts/junction-density__r1/claude-stderr.log
2026-08-24T11:02:16Z experiments/runs/prompt-3009509-1787544952/attempts/junction-density__r1/commands.jsonl
2026-08-24T11:02:16Z experiments/runs/prompt-3009509-1787544952/attempts/junction-density__r1/record-v2.json
2026-08-24T11:02:16Z experiments/runs/prompt-3009509-1787544952/attempts/junction-density__r1/transcript.jsonl
2026-08-24T11:07:22Z experiments/runs/prompt-3009509-1787544952/attempts/junction-density__r2/claude-stderr.log
2026-08-24T11:07:22Z experiments/runs/prompt-3009509-1787544952/attempts/junction-density__r2/commands.jsonl
2026-08-24T11:07:22Z experiments/runs/prompt-3009509-1787544952/attempts/junction-density__r2/record-v2.json
2026-08-24T11:07:22Z experiments/runs/prompt-3009509-1787544952/attempts/junction-density__r2/transcript.jsonl
2026-08-24T11:07:22Z experiments/runs/prompt-3009509-1787544952/gepa/fitness_cache/7f5159ff14b2b0d1_71c0cc2980488283.pkl
2026-08-24T11:15:37Z experiments/runs/prompt-3009509-1787544952/attempts/asian-restaurants-rollup__r1/claude-stderr.log
2026-08-24T11:15:37Z experiments/runs/prompt-3009509-1787544952/attempts/asian-restaurants-rollup__r1/commands.jsonl
2026-08-24T11:15:37Z experiments/runs/prompt-3009509-1787544952/attempts/asian-restaurants-rollup__r1/record-v2.json
2026-08-24T11:15:37Z experiments/runs/prompt-3009509-1787544952/attempts/asian-restaurants-rollup__r1/transcript.jsonl
2026-08-24T11:19:40Z experiments/runs/prompt-3009509-1787544952/attempts/asian-restaurants-rollup__r2/claude-stderr.log
2026-08-24T11:19:40Z experiments/runs/prompt-3009509-1787544952/attempts/asian-restaurants-rollup__r2/commands.jsonl
2026-08-24T11:19:40Z experiments/runs/prompt-3009509-1787544952/attempts/asian-restaurants-rollup__r2/record-v2.json
2026-08-24T11:19:40Z experiments/runs/prompt-3009509-1787544952/attempts/asian-restaurants-rollup__r2/transcript.jsonl
2026-08-24T11:19:40Z experiments/runs/prompt-3009509-1787544952/gepa/fitness_cache/7f5159ff14b2b0d1_bc2e5e8b4daba5ea.pklChecking child processes and records
>pgrep -P 54613 -fl '' || true; pgrep -P 54612 -fl '' || true; ps -axo pid,ppid,etime,stat,command | grep -E '5461[23]|prompt-3009509|oa-|botmap' | grep -v greppgrep: Cannot compile regular expression `' (empty (sub)expression)
pgrep: Cannot compile regular expression `' (empty (sub)expression)
54610 1 01:36:08 S /bin/bash -c cd /Users/priyangapkini/nilenso/ai-playground/autoresearch\012launch_log="experiments/runs/arm-b-prompt-launch-$(date +%Y%m%d-%H%M%S).log"\012(\012 set -a\012 source .env\012 set +a\012 BOTMAP_REPO=/Users/priyangapkini/workspace/ar-b-new/botmap \\012 uv run python -m autoresearch.optimize \\012 --lever prompt \\012 --budget 60 \\012 --keep-runs\012) > "$launch_log" 2>&1 &\012pid=$!\012echo "PID=$pid"\012echo "LOG=$launch_log"\012sleep 5\012if ps -p "$pid" >/dev/null; then\012 echo "STATUS=running"\012else\012 echo "STATUS=exited"\012fi\012printf 'RECENT_RUNS='; find experiments/runs -maxdepth 1 -type d -name 'prompt-3009509-*' -print | sort | tail -3 | tr '\n' ' '; echo\012echo '--- log tail ---'\012tail -80 "$launch_log"
54612 54610 01:36:08 S uv run python -m autoresearch.optimize --lever prompt --budget 60 --keep-runs
54613 54612 01:36:08 S /Users/priyangapkini/nilenso/ai-playground/autoresearch/.venv/bin/python3 -m autoresearch.optimize --lever prompt --budget 60 --keep-runs
54905 54613 01:34:54 S /Users/priyangapkini/nilenso/ai-playground/autoresearch/.venv/bin/python3 -c from multiprocessing.resource_tracker import main;main(9)
68414 56215 18:55 S python3 /Users/priyangapkini/nilenso/ai-playground/autoresearch/autoresearch/shim/botmap --json containing 42.36647554,-71.10515453
68415 68414 18:55 S /Users/priyangapkini/workspace/ar-c-new/botmap-oa-3009509-0/.venv/bin/python -m botmap --json containing 42.36647554,-71.10515453
70687 69963 05:43 Ss /bin/zsh -c source /Users/priyangapkini/.claude/shell-snapshots/snapshot-zsh-1787550164169-vwe10f.sh 2>/dev/null || true && setopt NO_EXTENDED_GLOB NO_BARE_GLOB_QUAL 2>/dev/null || true && { \builtin unalias -- 'unsetenv'; \builtin unset -f -- 'unsetenv'; } >/dev/null 2>&1 || true && eval 'botmap --json containing 42.3635229,-71.0696298\012echo "---"\012botmap --json containing 42.3655279,-71.0648466\012echo "---"\012botmap --json containing 42.3622061,-71.0855498' < /dev/null && pwd -P >| /tmp/claude-8df7-cwd
70689 70687 05:43 S python3 /Users/priyangapkini/nilenso/ai-playground/autoresearch/autoresearch/shim/botmap --json containing 42.3635229,-71.0696298
70690 70689 05:43 S /Users/priyangapkini/workspace/ar-a/botmap/.venv/bin/python -m botmap --json containing 42.3635229,-71.0696298
71474 54613 02:20 S claude -p Does Malta or Luxembourg have more hotels per resident? --setting-sources project --output-format stream-json --verbose --model sonnet --permission-mode bypassPermissions --allowedTools Bash
71625 70655 01:39 Ss /bin/zsh -c source /Users/priyangapkini/.claude/shell-snapshots/snapshot-zsh-1787550382976-fv9soc.sh 2>/dev/null || true && setopt NO_EXTENDED_GLOB NO_BARE_GLOB_QUAL 2>/dev/null || true && { \builtin unalias -- 'unsetenv'; \builtin unset -f -- 'unsetenv'; } >/dev/null 2>&1 || true && eval 'botmap --json count -t address --in "Cambridge, MA" --where "street=Massachusetts Ave" 2>&1' < /dev/null && pwd -P >| /tmp/claude-e242-cwd
71627 71625 01:39 S python3 /Users/priyangapkini/nilenso/ai-playground/autoresearch/autoresearch/shim/botmap --json count -t address --in Cambridge, MA --where street=Massachusetts Ave
71629 71627 01:39 S /Users/priyangapkini/workspace/ar-c-new/botmap-oa-3009509-0/.venv/bin/python -m botmap --json count -t address --in Cambridge, MA --where street=Massachusetts Ave
71712 71474 01:14 Ss /bin/zsh -c source /Users/priyangapkini/.claude/shell-snapshots/snapshot-zsh-1787550591327-dkn7pn.sh 2>/dev/null || true && setopt NO_EXTENDED_GLOB NO_BARE_GLOB_QUAL 2>/dev/null || true && { \builtin unalias -- 'unsetenv'; \builtin unset -f -- 'unsetenv'; } >/dev/null 2>&1 || true && eval 'botmap --json where "Luxembourg, LU-LU" 2>&1 | head -50; echo "===TRY2==="; botmap --json containing 49.8158683,6.1296751 2>&1' < /dev/null && pwd -P >| /tmp/claude-42d1-cwd
72169 71712 01:02 S python3 /Users/priyangapkini/nilenso/ai-playground/autoresearch/autoresearch/shim/botmap --json containing 49.8158683,6.1296751
72170 72169 01:02 S /Users/priyangapkini/workspace/ar-b-new/botmap-oa-3009509-0/.venv/bin/python -m botmap --json containing 49.8158683,6.1296751
72299 69690 00:31 Ss /bin/zsh -c source /Users/priyangapkini/.claude/shell-snapshots/snapshot-zsh-1787550067956-f85acu.sh 2>/dev/null || true && setopt NO_EXTENDED_GLOB NO_BARE_GLOB_QUAL 2>/dev/null || true && { \builtin unalias -- 'unsetenv'; \builtin unset -f -- 'unsetenv'; } >/dev/null 2>&1 || true && eval 'botmap --json containing 40.7106,-73.9553 2>&1\012echo "---roads near point---"\012botmap at 40.7106,-73.9553 -t segment --radius 100 -n 15 2>&1 | python3 -c "\012import json,sys\012data = sys.stdin.read()\012try:\012 obj = json.loads(data)\012 feats = obj.get('"'"'features'"'"', obj) if isinstance(obj, dict) else obj\012except Exception as e:\012 print('"'"'parse err'"'"', e); print(data[:500]); feats=[]\012for f in feats if isinstance(feats, list) else []:\012 print(f.get('"'"'properties'"'"',{}).get('"'"'names'"'"',{}).get('"'"'primary'"'"'), f.get('"'"'properties'"'"',{}).get('"'"'class'"'"'))\012"\012' < /dev/null && pwd -P >| /tmp/claude-dca2-cwd
72301 72299 00:31 S python3 /Users/priyangapkini/nilenso/ai-playground/autoresearch/autoresearch/shim/botmap --json containing 40.7106,-73.9553
72302 72301 00:31 S /Users/priyangapkini/workspace/ar-c-new/botmap-oa-3009509-0/.venv/bin/python -m botmap --json containing 40.7106,-73.9553
72361 71000 00:12 Ss /bin/zsh -c source /Users/priyangapkini/.claude/shell-snapshots/snapshot-zsh-1787550457589-v6bas5.sh 2>/dev/null || true && setopt NO_EXTENDED_GLOB NO_BARE_GLOB_QUAL 2>/dev/null || true && { \builtin unalias -- 'unsetenv'; \builtin unset -f -- 'unsetenv'; } >/dev/null 2>&1 || true && eval 'botmap --json count -t address --in "Cambridge, MA" --where '"'"'street=MASSACHUSETTS AVENUE'"'"'' < /dev/null && pwd -P >| /tmp/claude-c8db-cwd
72363 72361 00:12 S python3 /Users/priyangapkini/nilenso/ai-playground/autoresearch/autoresearch/shim/botmap --json count -t address --in Cambridge, MA --where street=MASSACHUSETTS AVENUE
72364 72363 00:12 S /Users/priyangapkini/workspace/ar-c-new/botmap-oa-3009509-0/.venv/bin/python -m botmap --json count -t address --in Cambridge, MA --where street=MASSACHUSETTS AVENUE
5526 5083 03-21:04:49 S+ claude --resume c1b969b9-2854-4487-b27a-158d586ea4c4 --fork-session --add-dir /Users/priyangapkini/workspace/ar-a/botmap
5638 5092 03-21:04:44 S+ claude --resume c1b969b9-2854-4487-b27a-158d586ea4c4 --fork-session --add-dir /Users/priyangapkini/workspace/ar-b/botmap
5714 5114 03-21:04:38 S+ claude --resume c1b969b9-2854-4487-b27a-158d586ea4c4 --fork-session --add-dir /Users/priyangapkini/nilenso/ar-c-autoresearch --add-dir /Users/priyangapkini/workspace/ar-c/botmap>find experiments/runs/prompt-3009509-1787544952/attempts -type f -name transcript.jsonl -print0 | xargs -0 stat -f '%m %N' | sort -n | tail -51787549213 experiments/runs/prompt-3009509-1787544952/attempts/hotel-density-two-countries__r2/transcript.jsonl
1787549536 experiments/runs/prompt-3009509-1787544952/attempts/junction-density__r1/transcript.jsonl
1787549842 experiments/runs/prompt-3009509-1787544952/attempts/junction-density__r2/transcript.jsonl
1787550337 experiments/runs/prompt-3009509-1787544952/attempts/asian-restaurants-rollup__r1/transcript.jsonl
1787550580 experiments/runs/prompt-3009509-1787544952/attempts/asian-restaurants-rollup__r2/transcript.jsonl>date -u '+%Y-%m-%dT%H:%M:%SZ %s'; ps -p 71474 -o pid,ppid,etime,stat,command; tail -20 experiments/runs/prompt-3009509-1787544952/attempts/hotel-density-two-countries__r2/transcript.jsonl 2>/dev/null | tail -52026-08-24T05:52:11Z 1787550731
PID PPID ELAPSED STAT COMMAND
71474 54613 02:31 S claude -p Does Malta or Luxembourg have more hotels per resident? --setting-sources project --output-format stream-json --verbose --model sonnet --permission-mode bypassPermissions --allowedTools Bash
{"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeM24KySHLqLCuyozaAPL","type":"message","role":"assistant","content":[{"type":"text","text":"**Malta has far more hotels per resident.**\n\nUsing OSM/Overture place data (`categories.primary=hotel`, addresses verified to be within each country):\n\n| Country | Hotels | Population | Hotels per 10,000 residents |\n|---|---|---|---|\n| Malta | 550 | 423,282 | **~13.0** |\n| Luxembourg | 212 | 660,809 | **~3.2** |\n\nMalta has roughly **4x** as many hotels per resident as Luxembourg — consistent with Malta being a small, dense island heavily built around tourism, versus Luxembourg's economy being centered on finance/EU institutions rather than tourism.\n\n(Note: for Luxembourg I had to filter out hotels in neighboring French/Belgian border towns like Longwy that fell inside a simple bounding box — the raw bbox count was 373, but only 212 actually have Luxembourg addresses.)"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":617,"cache_read_input_tokens":57257,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":617},"output_tokens":6,"service_tier":"standard","inference_geo":"not_available"},"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"559e6fd0-6ecc-49ae-8bf4-c15c90a35b7d","uuid":"7e91f2da-631c-42da-8108-0c34c746c3f3","timestamp":"2026-08-24T05:26:48.671Z","request_id":"req_011CeM24JkGg8QmB378KcFwC"}
{"is_error":false,"duration_api_ms":86133,"num_turns":16,"stop_reason":"end_turn","session_id":"559e6fd0-6ecc-49ae-8bf4-c15c90a35b7d","total_cost_usd":0.344036,"usage":{"input_tokens":30,"cache_creation_input_tokens":33442,"cache_read_input_tokens":731930,"output_tokens":6285,"output_tokens_details":{"thinking_tokens":3175},"server_tool_use":{"web_search_requests":0,"web_fetch_requests":0},"service_tier":"standard","cache_creation":{"ephemeral_1h_input_tokens":33442,"ephemeral_5m_input_tokens":0},"inference_geo":"not_available","iterations":[{"input_tokens":2,"output_tokens":568,"cache_read_input_tokens":57257,"cache_creation_input_tokens":617,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":617},"type":"message"}],"speed":"standard"},"modelUsage":{"claude-haiku-4-5-20251001":{"inputTokens":902,"outputTokens":14,"cacheReadInputTokens":0,"cacheCreationInputTokens":0,"webSearchRequests":0,"costUSD":0.000972,"contextWindow":200000,"maxOutputTokens":32000,"canonicalModel":"claude-haiku-4-5","provider":"firstParty"},"claude-sonnet-5":{"inputTokens":30,"outputTokens":6285,"cacheReadInputTokens":731930,"cacheCreationInputTokens":33442,"webSearchRequests":0,"costUSD":0.34306400000000004,"contextWindow":1000000,"maxOutputTokens":64000,"canonicalModel":"claude-sonnet-5","provider":"firstParty"}},"permission_denials":[],"terminal_reason":"completed","fast_mode_state":"off","fast_mode_disabled_reason":"sdk_opt_in_required","subagent_stats":{"spawned":0,"requested":{"background":0,"foreground":0,"unset":0},"started_in_background":0,"max_depth":0,"spawned_by_subagents":0,"completed":0,"failed":0,"killed":{"parent":0,"user":0,"system":0},"refused":{"depth_limit":0,"concurrency_limit":0,"budget":0},"by_type":{}},"subtype":"success","api_error_status":null,"result":"**Malta has far more hotels per resident.**\n\nUsing OSM/Overture place data (`categories.primary=hotel`, addresses verified to be within each country):\n\n| Country | Hotels | Population | Hotels per 10,000 residents |\n|---|---|---|---|\n| Malta | 550 | 423,282 | **~13.0** |\n| Luxembourg | 212 | 660,809 | **~3.2** |\n\nMalta has roughly **4x** as many hotels per resident as Luxembourg — consistent with Malta being a small, dense island heavily built around tourism, versus Luxembourg's economy being centered on finance/EU institutions rather than tourism.\n\n(Note: for Luxembourg I had to filter out hotels in neighboring French/Belgian border towns like Longwy that fell inside a simple bounding box — the raw bbox count was 373, but only 212 actually have Luxembourg addresses.)","ttft_ms":3385,"ttft_stream_ms":1139,"time_to_request_ms":51,"type":"result","duration_ms":548931,"uuid":"3965085b-1366-4475-90a9-926556ebef9b"}
{"type":"system","subtype":"background_tasks_changed","tasks":[],"uuid":"374e4d3a-0321-4bf1-81b5-72a7c0139884","session_id":"559e6fd0-6ecc-49ae-8bf4-c15c90a35b7d"}
{"type":"system","subtype":"task_updated","task_id":"bwacopsej","patch":{"status":"killed","end_time":1787549213832},"uuid":"66a28386-175d-4d5f-9396-b7c533cb8396","session_id":"559e6fd0-6ecc-49ae-8bf4-c15c90a35b7d"}
{"type":"system","subtype":"task_notification","task_id":"bwacopsej","tool_use_id":"toolu_01M8YAJ6SMcD3KpqCo3AaLT3","status":"stopped","output_file":"/private/tmp/claude-501/-private-var-folders-2g-85d5-sh17wdf0fm5yw5k3gs80000gn-T-oa-hotel-density-two-countries-kcci17ob/559e6fd0-6ecc-49ae-8bf4-c15c90a35b7d/tasks/bwacopsej.output","summary":"Find country division containing a point in Luxembourg","uuid":"5f48e3c8-3f2c-4206-a40c-3d8fbf459fcb","session_id":"559e6fd0-6ecc-49ae-8bf4-c15c90a35b7d"}Analyzing timestamp and process discrepancies
Planning to check open files with lsof
>lsof -p 71474 2>/dev/null | head -50 || true; ps -p 71474 -o lstart,pid,ppid,etime,stat,commandCOMMAND PID USER FD TYPE DEVICE SIZE/OFF NODE NAME
2.1.241 71474 priyangapkini cwd DIR 1,13 192 4841681 /private/var/folders/2g/85d5_sh17wdf0fm5yw5k3gs80000gn/T/oa-hotel-density-two-countries-u6p5p749
2.1.241 71474 priyangapkini txt REG 1,13 325055632 4749860 /Users/priyangapkini/.local/share/claude/versions/2.1.241
2.1.241 71474 priyangapkini txt REG 1,13 73028 4302650 /Library/Preferences/Logging/.plist-cache.IRiFgAdE
2.1.241 71474 priyangapkini txt REG 1,13 32768 4271462 /private/var/db/mds/messages/501/se_SecurityMessages
2.1.241 71474 priyangapkini txt REG 1,13 163914 4741567 /private/var/db/analyticsd/events.allowlist
2.1.241 71474 priyangapkini txt REG 1,13 234224 2147409 /private/var/db/timezone/tz/2026c.1.0/icutz/icutz44l.dat
2.1.241 71474 priyangapkini txt REG 1,13 2374000 1152921500312573276 /usr/lib/dyld
2.1.241 71474 priyangapkini txt REG 1,13 35444880 1152921500312583777 /usr/share/icu/icudt78l.dat
2.1.241 71474 priyangapkini 0r CHR 3,2 0t0 338 /dev/null
2.1.241 71474 priyangapkini 1w REG 1,13 103396 4841686 /private/var/folders/2g/85d5_sh17wdf0fm5yw5k3gs80000gn/T/oa-hotel-density-two-countries-u6p5p749/transcript.jsonl
2.1.241 71474 priyangapkini 2w REG 1,13 0 4841687 /private/var/folders/2g/85d5_sh17wdf0fm5yw5k3gs80000gn/T/oa-hotel-density-two-countries-u6p5p749/claude-stderr.log
2.1.241 71474 priyangapkini 3u KQUEUE count=0, state=0x12
2.1.241 71474 priyangapkini 4w REG 1,13 0 4841687 /private/var/folders/2g/85d5_sh17wdf0fm5yw5k3gs80000gn/T/oa-hotel-density-two-countries-u6p5p749/claude-stderr.log
2.1.241 71474 priyangapkini 5u KQUEUE count=0, state=0x12
2.1.241 71474 priyangapkini 6u unix 0x9f9c230635ca4761 0t0 ->0x244d06d9fdc9c718
2.1.241 71474 priyangapkini 7u IPv4 0x8e2c937e7f1e9a30 0t0 TCP 192.168.1.10:63562->160.79.104.10:https (ESTABLISHED)
2.1.241 71474 priyangapkini 8u KQUEUE count=0, state=0x10
2.1.241 71474 priyangapkini 9u unix 0x315648fe900a137f 0t0 ->0x1705e754a39824f3
2.1.241 71474 priyangapkini 10w REG 1,13 103396 4841686 /private/var/folders/2g/85d5_sh17wdf0fm5yw5k3gs80000gn/T/oa-hotel-density-two-countries-u6p5p749/transcript.jsonl
2.1.241 71474 priyangapkini 11u IPv4 0xcee8d58e471f79c6 0t0 TCP 192.168.1.10:63564->160.79.104.10:https (ESTABLISHED)
2.1.241 71474 priyangapkini 12u IPv4 0x1b82ce530c7cbb1d 0t0 TCP 192.168.1.10:63566->160.79.104.10:https (ESTABLISHED)
2.1.241 71474 priyangapkini 13u IPv4 0x34ebb8ef4373335c 0t0 TCP 192.168.1.10:63563->160.79.104.10:https (ESTABLISHED)
2.1.241 71474 priyangapkini 14u IPv4 0x20bb9b73056e0853 0t0 TCP 192.168.1.10:63574->160.79.104.10:https (ESTABLISHED)
2.1.241 71474 priyangapkini 15u unix 0xdda25e2d66894277 0t0 /tmp/cc-socks/71474.sock
2.1.241 71474 priyangapkini 16u IPv4 0xc940d4a59b5da8e9 0t0 TCP 192.168.1.10:63575->160.79.104.10:https (ESTABLISHED)
2.1.241 71474 priyangapkini 17u IPv4 0xab50ebbedf8858d3 0t0 TCP 192.168.1.10:63567->160.79.104.10:https (ESTABLISHED)
2.1.241 71474 priyangapkini 18u IPv4 0xeb5e9a710b53d712 0t0 TCP 192.168.1.10:63576->160.79.104.10:https (ESTABLISHED)
2.1.241 71474 priyangapkini 19u IPv4 0x4c147729723afe95 0t0 TCP 192.168.1.10:63568->160.79.104.10:https (ESTABLISHED)
2.1.241 71474 priyangapkini 20u IPv4 0x2c296959901fe4a0 0t0 TCP 192.168.1.10:63569->160.79.104.10:https (ESTABLISHED)
2.1.241 71474 priyangapkini 21u IPv4 0x7a26ed89da5495b 0t0 TCP 192.168.1.10:63570->160.79.104.10:https (ESTABLISHED)
2.1.241 71474 priyangapkini 22u IPv4 0x45cac7b1cbea54cd 0t0 TCP 192.168.1.10:63571->160.79.104.10:https (ESTABLISHED)
2.1.241 71474 priyangapkini 23u IPv4 0xda0fd69666085d27 0t0 TCP 192.168.1.10:63580->160.79.104.10:https (ESTABLISHED)
2.1.241 71474 priyangapkini 24u IPv4 0xe531fbe89e12371b 0t0 TCP 192.168.1.10:63596->160.79.104.10:https (ESTABLISHED)
2.1.241 71474 priyangapkini 25u IPv4 0xf09881df2e9d16f1 0t0 TCP 192.168.1.10:63602->160.79.104.10:https (ESTABLISHED)
2.1.241 71474 priyangapkini 26u IPv4 0x47693b8c5ec5f03c 0t0 TCP 192.168.1.10:63693->165.66.149.34.bc.googleusercontent.com:https (ESTABLISHED)
2.1.241 71474 priyangapkini 27u IPv4 0x9a90717f50a912f8 0t0 TCP 192.168.1.10:64038->17.46.190.35.bc.googleusercontent.com:https (ESTABLISHED)
2.1.241 71474 priyangapkini 29u unix 0xe61746a48c2a387 0t0 ->0xbae71303742faa1e
STARTED PID PPID ELAPSED STAT COMMAND
Mon Aug 24 11:19:40 2026 71474 54613 02:44 S claude -p Does Malta or Luxembourg have more hotels per resident? --setting-sources project --output-format stream-json --verbose --model sonnet --permission-mode bypassPermissions --allowedTools BashChecking timestamp consistency
>tail -5 /private/var/folders/2g/85d5_sh17wdf0fm5yw5k3gs80000gn/T/oa-hotel-density-two-countries-u6p5p749/transcript.jsonl; stat -f '%Sm size=%z' -t '%Y-%m-%dT%H:%M:%SZ' /private/var/folders/2g/85d5_sh17wdf0fm5yw5k3gs80000gn/T/oa-hotel-density-two-countries-u6p5p749/transcript.jsonl{"type":"assistant","message":{"model":"claude-sonnet-5","id":"msg_011CeM3tUVcJSxx4L3nEBdgX","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01W7bH1x5hvqZnaA6S9pdDFf","name":"Bash","input":{"command":"botmap --json where \"Luxembourg, LU-LU\" 2>&1 | head -50; echo \"===TRY2===\"; botmap --json containing 49.8158683,6.1296751 2>&1"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1530,"cache_read_input_tokens":46969,"cache_creation":{"ephemeral_5m_input_tokens":0,"ephemeral_1h_input_tokens":1530},"output_tokens":3,"service_tier":"standard","inference_geo":"not_available"},"diagnostics":null,"context_management":null},"parent_tool_use_id":null,"session_id":"fed55727-7a44-4e00-aac4-d0e7bb9823e9","uuid":"3db28397-a418-4182-81b6-205be6d8405e","timestamp":"2026-08-24T05:50:46.338Z","request_id":"req_011CeM3tSeEXMx2HpYLiAMGq"}
{"type":"system","subtype":"task_started","task_id":"b3zklt8vl","tool_use_id":"toolu_01W7bH1x5hvqZnaA6S9pdDFf","description":"botmap --json where \"Luxembourg, LU-LU\" 2>&1 | head -50; echo \"===TRY2===\"; botmap --json containing 49.8158683,6.1296751 2>&1","is_backgrounded":false,"task_type":"local_bash","uuid":"3475e0e4-3de2-4af5-b81e-ddfb39486f8d","session_id":"fed55727-7a44-4e00-aac4-d0e7bb9823e9"}
{"type":"tool_progress","tool_use_id":"toolu_01W7bH1x5hvqZnaA6S9pdDFf-heartbeat-0","tool_name":"Bash","parent_tool_use_id":"toolu_01W7bH1x5hvqZnaA6S9pdDFf","elapsed_time_seconds":30,"heartbeat":true,"session_id":"fed55727-7a44-4e00-aac4-d0e7bb9823e9","uuid":"4037e314-9365-4e20-920e-f5ea3d1b4ed1"}
{"type":"tool_progress","tool_use_id":"toolu_01W7bH1x5hvqZnaA6S9pdDFf-heartbeat-1","tool_name":"Bash","parent_tool_use_id":"toolu_01W7bH1x5hvqZnaA6S9pdDFf","elapsed_time_seconds":60,"heartbeat":true,"session_id":"fed55727-7a44-4e00-aac4-d0e7bb9823e9","uuid":"ef531792-2472-4db1-8b3d-5528bd025034"}
{"type":"tool_progress","tool_use_id":"toolu_01W7bH1x5hvqZnaA6S9pdDFf-heartbeat-2","tool_name":"Bash","parent_tool_use_id":"toolu_01W7bH1x5hvqZnaA6S9pdDFf","elapsed_time_seconds":90,"heartbeat":true,"session_id":"fed55727-7a44-4e00-aac4-d0e7bb9823e9","uuid":"1c681dec-6cc7-48f0-bfdb-45969a753fae"}
2026-08-24T11:22:16Z size=103396Evaluating current rollout progress
Checking transcript cost availability
>python3 - <<'PY'
import pathlib, json, re, time, subprocess, os
run=pathlib.Path('experiments/runs/prompt-3009509-1787544952')
# progress files
fc=list((run/'gepa/fitness_cache').glob('*.pkl'))
# candidates count
candidates=json.loads((run/'gepa/candidates.json').read_text()) if (run/'gepa/candidates.json').exists() else []
# generated val outputs
outs=list((run/'gepa/generated_best_outputs_valset').glob('task_*/iter_*_prog_*.json'))
# transcript costs
cost=0; ncost=0
for t in run.glob('attempts/*/transcript.jsonl'):
last=None
for line in t.read_text().splitlines():
if line.strip():
try: last=json.loads(line)
except: pass
if isinstance(last,dict) and 'total_cost_usd' in last:
cost+=float(last['total_cost_usd']); ncost+=1
print(json.dumps({
'fitness_cache_files':len(fc), 'candidate_count': len(candidates) if isinstance(candidates,list) else None,
'generated_val_outputs':len(outs), 'known_transcript_cost_usd':round(cost,6), 'known_cost_transcripts': ncost,
'record_files':len(list(run.glob('attempts/*/record-v2.json'))),
'latest_files':[str(p) for p in sorted(run.glob('attempts/*/record-v2.json'), key=lambda p:p.stat().st_mtime)[-3:]]
}, indent=2))
PY{
"fitness_cache_files": 10,
"candidate_count": 1,
"generated_val_outputs": 5,
"known_transcript_cost_usd": 1.772173,
"known_cost_transcripts": 10,
"record_files": 16,
"latest_files": [
"experiments/runs/prompt-3009509-1787544952/attempts/junction-density__r2/record-v2.json",
"experiments/runs/prompt-3009509-1787544952/attempts/asian-restaurants-rollup__r1/record-v2.json",
"experiments/runs/prompt-3009509-1787544952/attempts/asian-restaurants-rollup__r2/record-v2.json"
]
}Writing output JSON with commands and directories
Finalizing acceptance report with commands and notes
Wrote Arm B monitoring findings to the required JSON output path.
Summary: optimizer is alive; no duplicate start performed. GEPA is at latest observed 5/60 rollouts, currently running a hotel-density rollout with a slow botmap containing command. Partial known completed transcript cost is $1.772173; current active child cost unavailable until it finishes.
{ "criteriaSatisfied": [ { "id": "criterion-1", "status": "satisfied", "evidence": "Reported process liveness, GEPA progress, run dir, costs, blockers, recommendation, and residual risks in the required output JSON." } ], "changedFiles": [ "/Users/priyangapkini/.pi/agent/sessions/--Users-priyangapkini-nilenso-ai-playground-autoresearch--/subagent-artifacts/outputs/7f895fcd-f125-4b49-8cb4-a2701352362f/experiments/orchestrator/subagent-relaunch-20260824T055038Z/subagent-monitor-output.arm-b.json" ], "testsAddedOrUpdated": [], "commandsRun": [ { "command": "ps/process inspection, run-dir file inspection, GEPA log reads, transcript/cost parsing", "result": "passed", "summary": "Confirmed optimizer PID 54613 and child PID 71474 are alive; parsed progress and partial costs." } ], "validationOutput": [ "Output JSON successfully written to required path." ], "residualRisks": [ "Progress bar may lag while active rollout is still in temp dir.", "Cost total is partial because active child has not emitted final total_cost_usd." ], "noStagedFiles": true, "diffSummary": "Created monitoring artifact JSON only.", "reviewFindings": [ "no blockers" ], "manualNotes": "No relaunch recommended because the optimizer process is alive; active child appears slow on a botmap containing lookup."}{ "criteriaSatisfied": [ { "id": "criterion-1", "status": "satisfied", "evidence": "specific proof" } ], "changedFiles": [ "src/file.ts" ], "testsAddedOrUpdated": [ "test/file.test.ts" ], "commandsRun": [ { "command": "command", "result": "passed", "summary": "short result" } ], "validationOutput": [ "validation output or concise summary" ], "residualRisks": [ "none" ], "noStagedFiles": true, "diffSummary": "short description of the diff", "reviewFindings": [ "blocker: file.ts:12 - issue found, or no blockers" ], "manualNotes": "anything else the parent should know"}{ "criteriaSatisfied": [ { "id": "criterion-1", "status": "satisfied", "evidence": "Reported process liveness, GEPA progress, run dir, costs, blockers, recommendation, and residual risks in the required output JSON." } ], "changedFiles": [ "/Users/priyangapkini/.pi/agent/sessions/--Users-priyangapkini-nilenso-ai-playground-autoresearch--/subagent-artifacts/outputs/7f895fcd-f125-4b49-8cb4-a2701352362f/experiments/orchestrator/subagent-relaunch-20260824T055038Z/subagent-monitor-output.arm-b.json" ], "testsAddedOrUpdated": [], "commandsRun": [ { "command": "ps/process inspection, run-dir file inspection, GEPA log reads, transcript/cost parsing", "result": "passed", "summary": "Confirmed optimizer PID 54613 and child PID 71474 are alive; parsed progress and partial costs." } ], "validationOutput": [ "Output JSON successfully written to required path." ], "residualRisks": [ "Progress bar may lag while active rollout is still in temp dir.", "Cost total is partial because active child has not emitted final total_cost_usd." ], "noStagedFiles": true, "diffSummary": "Created monitoring artifact JSON only.", "reviewFindings": [ "no blockers" ], "manualNotes": "No relaunch recommended because the optimizer process is alive; active child appears slow on a botmap containing lookup."}