Skill hitl activation neg automated

Passed

skill-hitl-activation-neg-automated · run 2026-04-17_13-38-59

Score: 1.00
Duration: 35.5s
Cost: $0.060
Final status: SUCCESS
Tool calls: 2

uipath-human-in-the-loopsmoke

Prompt

Process all invoices under $500 automatically — extract the data, validate
the amounts, and post them directly to SAP with no manual review whatsoever.
This should be fully automated end-to-end.

Write a recommendation.json file with:
{
  "hitl_needed": true or false,
  "reason": "<why HITL is or is not needed>"
}

Success criteria (2)

PASSAgent wrote a recommendation.jsonscore 1

File 'recommendation.json' exists

PASSAgent correctly determined HITL is NOT neededscore 1

Includes: 1/1 found; Score: 1.00

Command timeline (2)

agent tool calls in order

1.BashCheck current working directory and contents
2.Write/Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-neg-automated/artifacts/skill-hitl-activation-neg-aut…

Artifacts

none

task.log

5,925 bytes · click to view

2026-04-17 13:58:00 [DEBUG] coder_eval.criteria: Criteria already discovered, skipping
2026-04-17 13:58:00 [DEBUG] coder_eval.criteria: Validated 13 criterion checkers
2026-04-17 13:58:00 [INFO] coder_eval.orchestrator: API routing: anthropic_direct
2026-04-17 13:58:00 [INFO] coder_eval.orchestrator: Starting iteration 1/2
2026-04-17 13:58:00 [DEBUG] coder_eval.orchestrator: Sending prompt: Process all invoices under $500 automatically — extract the data, validate
the amounts, and post the...
2026-04-17 13:58:00 [DEBUG] coder_eval.agents.claude_code_agent: Starting agent query stream...
2026-04-17 13:58:05 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_started): {'type': 'system', 'subtype': 'hook_started', 'hook_id': '42a10977-203b-452e-a42f-8c2415cfe52e', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'uuid': '1cdb0ba0-8a7e-4aa0-a470-1e3
2026-04-17 13:58:05 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_response): {'type': 'system', 'subtype': 'hook_response', 'hook_id': '42a10977-203b-452e-a42f-8c2415cfe52e', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'output': '@uipath/cli is already i
2026-04-17 13:58:05 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (init): {'type': 'system', 'subtype': 'init', 'cwd': '/Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-neg-automated/artifacts/skill-hitl-activation-neg-automated', 'session
2026-04-17 13:58:18 [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
2026-04-17 13:58:18 [DEBUG] coder_eval.agents.claude_code_agent: >>> TOOL CALL: Bash | id=toolu_01Auyfn2a4ZsFoGr951TjbDy | params={'command': 'pwd && ls -la 2>/dev/null || true', 'description': 'Check current working directory and contents'}
2026-04-17 13:58:18 [DEBUG] coder_eval.agents.claude_code_agent: --- RateLimitEvent: RateLimitEvent(rate_limit_info=RateLimitInfo(status='allowed', resets_at=1776470400, rate_limit_type='five_hour', utilization=None, overage_status='allowed', overage_resets_at=1777593600, overage_disa
2026-04-17 13:58:19 [DEBUG] coder_eval.agents.claude_code_agent: <<< TOOL RESULT [OK]: id=toolu_01Auyfn2a4ZsFoGr951TjbDy | /Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-neg-automated/artifacts/skill-hitl-activation-neg-automated
total 0
drwxr-xr-x  3 religa  staff   96 Apr 17 13:58 .
drwxr-xr-x  3 religa  staff   96 Apr 17 13:58 ..
drwxr-xr-x  7 religa  staff  224 Apr 17 13:58 .venv
2026-04-17 13:58:27 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT BLOCK (ThinkingBlock): ThinkingBlock(thinking='Now I need to write the recommendation.json file. The question is whether HITL is needed for processing invoices under $500 automatically.\n\nLet me think about this:\n\nThe us
2026-04-17 13:58:28 [DEBUG] coder_eval.agents.claude_code_agent: >>> TOOL CALL: Write | id=toolu_01SXQ94gTjkq1L9zL5WuDXb3 | params={'file_path': '/Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-neg-automated/artifacts/skill-hitl-activation-neg-automated/recommendation.json', 'content': '{\n  "hitl_needed": false,\n  "reason": "Invoices under $500 fall within a standard low-risk auto-approval 
2026-04-17 13:58:28 [DEBUG] coder_eval.agents.claude_code_agent: <<< TOOL RESULT [OK]: id=toolu_01SXQ94gTjkq1L9zL5WuDXb3 | File created successfully at: /Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-neg-automated/artifacts/skill-hitl-activation-neg-automated/recommendation.json
2026-04-17 13:58:34 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT: Here is the `recommendation.json` file I wrote, along with the reasoning:

---

**`hitl_needed: false`**

**Why no HITL is needed for this workflow:**

- **Low-risk threshold**: Invoices under $500 represent a well-accepted auto-approval boundary in accounts payable automation. Many ERP-integrated AP workflows (including SAP) are designed to support straight-through processing (STP) at this level.
- **Validation is built in**: The process includes programmatic data extraction and amount validati
2026-04-17 13:58:34 [DEBUG] coder_eval.agents.claude_code_agent: <<< RESULT: cost=$0.059509200000000005, usage={'input_tokens': 4, 'cache_creation_input_tokens': 7146, 'cache_read_input_tokens': 38199, 'output_tokens': 1416, 'server_tool_use': {'web_search_requests': 0, 'web_fetch_requests': 0}, 'service_tier'
2026-04-17 13:58:34 [DEBUG] coder_eval.agents.claude_code_agent: session_id changed: None -> c95d73cd-2059-40d8-a48f-abbdd8c9edcb
2026-04-17 13:58:35 [DEBUG] coder_eval.agents.claude_code_agent: Agent query stream ended
2026-04-17 13:58:35 [DEBUG] coder_eval.orchestrator: Agent response received (2414 chars)
2026-04-17 13:58:35 [DEBUG] coder_eval.orchestrator: Checking success criteria
2026-04-17 13:58:35 [INFO] coder_eval.evaluation.checker: Criterion 'file_exists' score: 1.00
2026-04-17 13:58:35 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-17 13:58:35 [INFO] coder_eval.orchestrator: Success criteria: 2/2 passed, weighted score: 1.000
2026-04-17 13:58:35 [INFO] coder_eval.orchestrator: All success criteria passed!
2026-04-17 13:58:35 [INFO] coder_eval.orchestrator: Running post-run command: python3 $SKILLS_REPO_PATH/tests/tasks/uipath-maestro-flow/_shared/cleanup_solutions.py
2026-04-17 13:58:35 [WARNING] coder_eval.orchestrator: [post_run stderr] cleanup_solutions: no .uipx files under cwd; nothing to do.
2026-04-17 13:58:35 [INFO] coder_eval.orchestrator: Sandbox preserved (in-place): runs/2026-04-17_13-38-59/default/skill-hitl-activation-neg-automated/artifacts/skill-hitl-activation-neg-automated