Skill hitl activation neg automated

Passed

skill-hitl-activation-neg-automated · run 2026-04-19_12-09-06

Score: 1.00
Duration: 27.6s
Cost: $0.046
Final status: SUCCESS
Tool calls: 1

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 (1)

agent tool calls in order

1.Write/Users/religa/src/coder_eval/runs/2026-04-19_12-09-06/default/skill-hitl-activation-neg-automated/artifacts/skill-hitl-activation-neg-aut…

Artifacts

none

task.log

4,945 bytes · click to view

2026-04-19 12:25:10 [DEBUG] coder_eval.criteria: Criteria already discovered, skipping
2026-04-19 12:25:10 [DEBUG] coder_eval.criteria: Validated 13 criterion checkers
2026-04-19 12:25:10 [INFO] coder_eval.orchestrator: API routing: anthropic_direct
2026-04-19 12:25:11 [INFO] coder_eval.orchestrator: Starting iteration 1/2
2026-04-19 12:25:11 [DEBUG] coder_eval.orchestrator: Sending prompt: Process all invoices under $500 automatically — extract the data, validate
the amounts, and post the...
2026-04-19 12:25:11 [DEBUG] coder_eval.agents.claude_code_agent: Starting agent query stream...
2026-04-19 12:25:15 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_started): {'type': 'system', 'subtype': 'hook_started', 'hook_id': '820ab26b-0178-45dd-bb93-00bcbfe18aaf', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'uuid': '2e0607d9-9d5d-47ef-8b99-9e8
2026-04-19 12:25:15 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_response): {'type': 'system', 'subtype': 'hook_response', 'hook_id': '820ab26b-0178-45dd-bb93-00bcbfe18aaf', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'output': '@uipath/cli is already i
2026-04-19 12:25:15 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (init): {'type': 'system', 'subtype': 'init', 'cwd': '/Users/religa/src/coder_eval/runs/2026-04-19_12-09-06/default/skill-hitl-activation-neg-automated/artifacts/skill-hitl-activation-neg-automated', 'session
2026-04-19 12:25:27 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT BLOCK (ThinkingBlock): ThinkingBlock(thinking='The user wants me to write a recommendation.json file about whether Human-in-the-Loop (HITL) is needed for automatically processing invoices under $500 without manual review.\n
2026-04-19 12:25:29 [DEBUG] coder_eval.agents.claude_code_agent: >>> TOOL CALL: Write | id=toolu_01XfPmJbaQ7jekdXLhWzGvp5 | params={'file_path': '/Users/religa/src/coder_eval/runs/2026-04-19_12-09-06/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 below a well-established low-risk thresho
2026-04-19 12:25:29 [DEBUG] coder_eval.agents.claude_code_agent: <<< TOOL RESULT [OK]: id=toolu_01XfPmJbaQ7jekdXLhWzGvp5 | File created successfully at: /Users/religa/src/coder_eval/runs/2026-04-19_12-09-06/default/skill-hitl-activation-neg-automated/artifacts/skill-hitl-activation-neg-automated/recommendation.json
2026-04-19 12:25:29 [DEBUG] coder_eval.agents.claude_code_agent: --- RateLimitEvent: RateLimitEvent(rate_limit_info=RateLimitInfo(status='allowed', resets_at=1776643200, rate_limit_type='five_hour', utilization=None, overage_status='allowed', overage_resets_at=1777593600, overage_disa
2026-04-19 12:25:36 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT: **`recommendation.json` written.**

**Decision: `hitl_needed: false`**

**Rationale:**

| Factor | Assessment |
|---|---|
| Dollar exposure | ≤ $499.99 per invoice — low financial risk |
| Validation layer | Extraction + amount validation acts as a programmatic control gate |
| Duplicate/fraud risk | Standard AP deduplication (invoice number, vendor, amount) handles this at validation |
| Audit trail | SAP posts create full system-of-record entries automatically |
| Human bottleneck cost | Manua
2026-04-19 12:25:37 [DEBUG] coder_eval.agents.claude_code_agent: <<< RESULT: cost=$0.0464916, usage={'input_tokens': 3, 'cache_creation_input_tokens': 6590, 'cache_read_input_tokens': 23017, 'output_tokens': 991, 'server_tool_use': {'web_search_requests': 0, 'web_fetch_requests': 0}, 'service_tier':
2026-04-19 12:25:37 [DEBUG] coder_eval.agents.claude_code_agent: session_id changed: None -> d29efac5-982c-41b8-adea-0160844bc253
2026-04-19 12:25:37 [DEBUG] coder_eval.agents.claude_code_agent: Agent query stream ended
2026-04-19 12:25:37 [DEBUG] coder_eval.orchestrator: Agent response received (1988 chars)
2026-04-19 12:25:37 [DEBUG] coder_eval.orchestrator: Checking success criteria
2026-04-19 12:25:37 [INFO] coder_eval.evaluation.checker: Criterion 'file_exists' score: 1.00
2026-04-19 12:25:37 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-19 12:25:37 [INFO] coder_eval.orchestrator: Success criteria: 2/2 passed, weighted score: 1.000
2026-04-19 12:25:37 [INFO] coder_eval.orchestrator: All success criteria passed!
2026-04-19 12:25:37 [INFO] coder_eval.orchestrator: Running post-run command: python3 $SKILLS_REPO_PATH/tests/tasks/uipath-maestro-flow/_shared/cleanup_solutions.py
2026-04-19 12:25:38 [WARNING] coder_eval.orchestrator: [post_run stderr] cleanup_solutions: no .uipx files under cwd; nothing to do.
2026-04-19 12:25:38 [INFO] coder_eval.orchestrator: Sandbox preserved (in-place): runs/2026-04-19_12-09-06/default/skill-hitl-activation-neg-automated/artifacts/skill-hitl-activation-neg-automated