Skill hitl activation escalation

Passed

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

Score: 1.00
Duration: 32.5s
Cost: $0.041
Final status: SUCCESS
Tool calls: 1

uipath-human-in-the-loopsmoke

Prompt

My UiPath Flow has an AI agent that classifies customer complaints. When
the agent confidence is below 70%, a human needs to step in and make the
final call before the complaint is routed.

Write a recommendation.json file with:
{
  "hitl_needed": true,
  "pattern": "<which business pattern applies>",
  "insertion_point": "<where in the flow the HITL node should go>",
  "proposed_schema": {
    "inputs": ["<field names>"],
    "outcomes": ["<button names>"]
  }
}

Success criteria (3)

PASSAgent wrote a recommendation.jsonscore 1

File 'recommendation.json' exists

PASSAgent identified HITL is neededscore 1

Includes: 1/1 found; Score: 1.00

PASSAgent identified an escalation patternscore 1

Includes: 1/1 found; Score: 1.00

Command timeline (1)

agent tool calls in order

1.Write/Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-escalation/artifacts/skill-hitl-activation-escalation…

Artifacts

none

task.log

5,029 bytes · click to view

2026-04-17 13:53:26 [DEBUG] coder_eval.criteria: Criteria already discovered, skipping
2026-04-17 13:53:26 [DEBUG] coder_eval.criteria: Validated 13 criterion checkers
2026-04-17 13:53:26 [INFO] coder_eval.orchestrator: API routing: anthropic_direct
2026-04-17 13:53:27 [INFO] coder_eval.orchestrator: Starting iteration 1/2
2026-04-17 13:53:27 [DEBUG] coder_eval.orchestrator: Sending prompt: My UiPath Flow has an AI agent that classifies customer complaints. When
the agent confidence is bel...
2026-04-17 13:53:27 [DEBUG] coder_eval.agents.claude_code_agent: Starting agent query stream...
2026-04-17 13:53:41 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_started): {'type': 'system', 'subtype': 'hook_started', 'hook_id': '9cb1644c-b823-47bc-bcef-4b67a39658f7', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'uuid': '3aec3db6-186b-4114-8d5e-22c
2026-04-17 13:53:41 [DEBUG] coder_eval.agents.claude_code_agent: --- SYSTEM (hook_response): {'type': 'system', 'subtype': 'hook_response', 'hook_id': '9cb1644c-b823-47bc-bcef-4b67a39658f7', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'output': '@uipath/cli is already i
2026-04-17 13:53:41 [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-escalation/artifacts/skill-hitl-activation-escalation', 'session_id': 
2026-04-17 13:53:50 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT BLOCK (ThinkingBlock): ThinkingBlock(thinking='The user wants me to write a recommendation.json file for a Human-in-the-Loop (HITL) pattern in their UiPath Flow. Based on the description:\n\n- AI agent classifies customer c
2026-04-17 13:53:51 [DEBUG] coder_eval.agents.claude_code_agent: >>> TOOL CALL: Write | id=toolu_016sRgMEQsg6DLQpDDXyB2hj | params={'file_path': '/Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-escalation/artifacts/skill-hitl-activation-escalation/recommendation.json', 'content': '{\n  "hitl_needed": true,\n  "pattern": "confidence-threshold escalation",\n  "insertion_point": "after AI classi
2026-04-17 13:53:51 [DEBUG] coder_eval.agents.claude_code_agent: <<< TOOL RESULT [OK]: id=toolu_016sRgMEQsg6DLQpDDXyB2hj | File created successfully at: /Users/religa/src/coder_eval/runs/2026-04-17_13-38-59/default/skill-hitl-activation-escalation/artifacts/skill-hitl-activation-escalation/recommendation.json
2026-04-17 13:53:51 [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 13:53:58 [DEBUG] coder_eval.agents.claude_code_agent: >>> ASSISTANT: Here's a summary of what was written and why each field was chosen:

| Field | Value | Rationale |
|---|---|---|
| **`hitl_needed`** | `true` | Confidence < 70% is an explicit trigger for human review |
| **`pattern`** | `confidence-threshold escalation` | The AI produces a score; below a threshold, it escalates to a human rather than auto-routing — this is the classic confidence-gated HITL pattern |
| **`insertion_point`** | After AI classification, before routing | The human must make the fina
2026-04-17 13:53:58 [DEBUG] coder_eval.agents.claude_code_agent: <<< RESULT: cost=$0.0412641, usage={'input_tokens': 3, 'cache_creation_input_tokens': 6316, 'cache_read_input_tokens': 23067, 'output_tokens': 710, 'server_tool_use': {'web_search_requests': 0, 'web_fetch_requests': 0}, 'service_tier':
2026-04-17 13:53:58 [DEBUG] coder_eval.agents.claude_code_agent: session_id changed: None -> 40c07540-c40d-4ba4-816c-95121d44ee84
2026-04-17 13:53:58 [DEBUG] coder_eval.agents.claude_code_agent: Agent query stream ended
2026-04-17 13:53:58 [DEBUG] coder_eval.orchestrator: Agent response received (2278 chars)
2026-04-17 13:53:58 [DEBUG] coder_eval.orchestrator: Checking success criteria
2026-04-17 13:53:58 [INFO] coder_eval.evaluation.checker: Criterion 'file_exists' score: 1.00
2026-04-17 13:53:58 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-17 13:53:58 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-17 13:53:58 [INFO] coder_eval.orchestrator: Success criteria: 3/3 passed, weighted score: 1.000
2026-04-17 13:53:58 [INFO] coder_eval.orchestrator: All success criteria passed!
2026-04-17 13:53:58 [INFO] coder_eval.orchestrator: Running post-run command: python3 $SKILLS_REPO_PATH/tests/tasks/uipath-maestro-flow/_shared/cleanup_solutions.py
2026-04-17 13:53:58 [WARNING] coder_eval.orchestrator: [post_run stderr] cleanup_solutions: no .uipx files under cwd; nothing to do.
2026-04-17 13:53:58 [INFO] coder_eval.orchestrator: Sandbox preserved (in-place): runs/2026-04-17_13-38-59/default/skill-hitl-activation-escalation/artifacts/skill-hitl-activation-escalation