Skill hitl activation neg automated

1. 1.Write/Users/religa/src/coder_eval/runs/2026-04-21_21-02-20/default/skill-hitl-activation-neg-automated/artifacts/skill-hitl-activation-neg-aut…

2026-04-21 21:40:21 [DEBUG] coder_eval.criteria: Criteria already discovered, skipping
2026-04-21 21:40:21 [DEBUG] coder_eval.criteria: Validated 16 criterion checkers
2026-04-21 21:40:21 [INFO] coder_eval.orchestrator: API routing: anthropic_direct
2026-04-21 21:40:22 [INFO] coder_eval.orchestrator: Starting iteration 1/2
2026-04-21 21:40:22 [DEBUG] coder_eval.orchestrator: Sending prompt: Process all invoices under $500 automatically — extract the data, validate
the amounts, and post the...
2026-04-21 21:40:22 [DEBUG] coder_eval.agents.claude_code_agent: Starting agent query stream...
2026-04-21 21:40:26 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_started): {'type': 'system', 'subtype': 'hook_started', 'hook_id': '2cef173d-8d45-4aed-a24d-08b78e55bd9f', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'uuid': '70f876da-69df-4f97-96ed-07a
2026-04-21 21:40:26 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_response): {'type': 'system', 'subtype': 'hook_response', 'hook_id': '2cef173d-8d45-4aed-a24d-08b78e55bd9f', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'output': '@uipath/cli is already i
2026-04-21 21:40:26 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (init): {'type': 'system', 'subtype': 'init', 'cwd': '/Users/religa/src/coder_eval/runs/2026-04-21_21-02-20/default/skill-hitl-activation-neg-automated/artifacts/skill-hitl-activation-neg-automated', 'session
2026-04-21 21:40:40 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT BLOCK (ThinkingBlock): ThinkingBlock(thinking='The user wants me to process invoices under $500 automatically and write a recommendation.json file about whether HITL (Human-in-the-Loop) is needed.\n\nLet me think about this
2026-04-21 21:40:43 [DEBUG] coder_eval.agents.claude_code_agent: >>> TOOL CALL: Write | id=toolu_0172yKETbHAXazJdsAVmjB9e | params={
  "file_path": "/Users/religa/src/coder_eval/runs/2026-04-21_21-02-20/default/skill-hitl-activation-neg-automated/artifacts/skill-hitl-activation-neg-automated/recommendation.json",
  "content": "{\n  \"hitl_needed\": false,\n  \"reason\": \"Invoices under $500 represent low financial risk and are well-suited for fully automated end-to-end processing. The workflow includes built-in validation steps (data extraction and amount verification) before posting to SAP, which provides sufficient safeguards. Automated straight-through processing for sub-threshold invoices is standard AP automation practice, reduces processing time and cost, and does not require human review when amounts fall within a pre-approved, low-risk threshold.\"\n}\n"
}
2026-04-21 21:40:43 [DEBUG] coder_eval.agents.claude_code_agent: <<< TOOL RESULT [OK]: id=toolu_0172yKETbHAXazJdsAVmjB9e | File created successfully at: /Users/religa/src/coder_eval/runs/2026-04-21_21-02-20/default/skill-hitl-activation-neg-automated/artifacts/skill-hitl-activation-neg-automated/recommendation.json
2026-04-21 21:40:43 [DEBUG] coder_eval.agents.claude_code_agent: --- RateLimitEvent: RateLimitEvent(rate_limit_info=RateLimitInfo(status='allowed_warning', resets_at=1776970800, rate_limit_type='seven_day', utilization=0.82, overage_status=None, overage_resets_at=None, overage_disable
2026-04-21 21:40:49 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT: I've written the `recommendation.json` file with the following assessment:

**`hitl_needed: false`**

**Reasoning:** For invoices under $500, fully automated end-to-end processing is appropriate because:

1. **Low financial risk** — The $500 threshold keeps individual transaction exposure minimal.
2. **Built-in validation** — The pipeline already includes data extraction and amount validation steps before any SAP posting occurs, providing automated safeguards.
3. **Standard industry practice** —
2026-04-21 21:40:49 [DEBUG] coder_eval.agents.claude_code_agent: <<< RESULT: cost=$0.051739049999999995, usage={'input_tokens': 3, 'cache_creation_input_tokens': 7479, 'cache_read_input_tokens': 23796, 'output_tokens': 1103, 'server_tool_use': {'web_search_requests': 0, 'web_fetch_requests': 0}, 'service_tier'
2026-04-21 21:40:49 [DEBUG] coder_eval.agents.claude_code_agent: session_id changed: None -> d8f0af63-5152-4617-b438-b65c00724c6a
2026-04-21 21:40:49 [DEBUG] coder_eval.agents.claude_code_agent: Agent query stream ended
2026-04-21 21:40:49 [DEBUG] coder_eval.orchestrator: Agent response received (2234 chars)
2026-04-21 21:40:49 [DEBUG] coder_eval.orchestrator: Checking success criteria
2026-04-21 21:40:49 [INFO] coder_eval.evaluation.checker: Criterion 'file_exists' score: 1.00
2026-04-21 21:40:49 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-21 21:40:49 [INFO] coder_eval.orchestrator: Success criteria: 2/2 passed, weighted score: 1.000
2026-04-21 21:40:49 [INFO] coder_eval.orchestrator: All success criteria passed!
2026-04-21 21:40:49 [INFO] coder_eval.orchestrator: Running post-run command: python3 $SKILLS_REPO_PATH/tests/tasks/uipath-maestro-flow/_shared/cleanup_solutions.py
2026-04-21 21:40:49 [WARNING] coder_eval.orchestrator: [post_run stderr] cleanup_solutions: no .uipx files under cwd; nothing to do.
2026-04-21 21:40:49 [INFO] coder_eval.orchestrator: Sandbox preserved (in-place): runs/2026-04-21_21-02-20/default/skill-hitl-activation-neg-automated/artifacts/skill-hitl-activation-neg-automated