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Skill hitl smoke escalation

Failed
skill-hitl-smoke-escalation · run 2026-04-22_20-39-58
Score
0.73
Duration
58.7s
Cost
$0.134
Final status
FAILURE
Tool calls
3
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 or false>,
  "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 (4)

PASSAgent wrote a recommendation.jsonscore 1
File 'recommendation.json' exists
PASSAgent identified HITL is neededscore 1
Includes: 1/1 found; Score: 1.00
FAILAgent identified an escalation patternscore 0
Includes: 0/1 found; Score: 0.00
PASSAgent proposed an insertion point after the AI classifierscore 1
Includes: 1/1 found; Score: 1.00

Command timeline (3)

agent tool calls in order
  1. 1.Write/Users/religa/src/coder_eval/runs/2026-04-22_20-39-58/default/skill-hitl-smoke-escalation/00/artifacts/skill-hitl-smoke-escalation/recomm…
  2. 2.Skilluipath:uipath-human-in-the-loop
  3. 3.Write/Users/religa/src/coder_eval/runs/2026-04-22_20-39-58/default/skill-hitl-smoke-escalation/00/artifacts/skill-hitl-smoke-escalation/recomm…

Artifacts

none

    task.log

    13,273 bytes · click to view
    2026-04-22 21:20:23 [DEBUG] coder_eval.criteria: Criteria already discovered, skipping
2026-04-22 21:20:23 [DEBUG] coder_eval.criteria: Validated 16 criterion checkers
2026-04-22 21:20:23 [INFO] coder_eval.orchestrator: API routing: aws_bedrock
2026-04-22 21:20:24 [INFO] coder_eval.orchestrator: Starting iteration 1/2
2026-04-22 21:20:24 [DEBUG] coder_eval.orchestrator: Sending prompt: My UiPath Flow has an AI agent that classifies customer complaints. When
the agent confidence is bel...
2026-04-22 21:20:24 [DEBUG] coder_eval.agents.claude_code_agent: [coder] Starting agent query stream...
2026-04-22 21:20:29 [DEBUG] coder_eval.agents.claude_code_agent: [coder] --- SYSTEM (hook_started): {'type': 'system', 'subtype': 'hook_started', 'hook_id': '6b7112d1-1ae4-40bd-b2f6-8b0e1ee54cb3', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'uuid': '1aaada25-d199-40bc-9001-ac3
2026-04-22 21:20:29 [DEBUG] coder_eval.agents.claude_code_agent: [coder] --- SYSTEM (hook_started): {'type': 'system', 'subtype': 'hook_started', 'hook_id': 'd8f5207b-4f0f-4286-9c9e-e72141403956', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'uuid': '66588a0b-ff7e-4c15-b1c7-434
2026-04-22 21:20:29 [DEBUG] coder_eval.agents.claude_code_agent: [coder] --- SYSTEM (hook_response): {'type': 'system', 'subtype': 'hook_response', 'hook_id': 'd8f5207b-4f0f-4286-9c9e-e72141403956', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'output': '', 'stdout': '', 'stderr
2026-04-22 21:20:29 [DEBUG] coder_eval.agents.claude_code_agent: [coder] --- SYSTEM (hook_response): {'type': 'system', 'subtype': 'hook_response', 'hook_id': '6b7112d1-1ae4-40bd-b2f6-8b0e1ee54cb3', 'hook_name': 'SessionStart:startup', 'hook_event': 'SessionStart', 'output': '@uipath/cli is already i
2026-04-22 21:20:29 [DEBUG] coder_eval.agents.claude_code_agent: [coder] --- SYSTEM (init): {'type': 'system', 'subtype': 'init', 'cwd': '/Users/religa/src/coder_eval/runs/2026-04-22_20-39-58/default/skill-hitl-smoke-escalation/00/artifacts/skill-hitl-smoke-escalation', 'session_id': '854df0
2026-04-22 21:20:34 [DEBUG] coder_eval.agents.claude_code_agent: [coder] >>> ASSISTANT BLOCK (ThinkingBlock): ThinkingBlock(thinking='The user wants me to write a recommendation.json file for a UiPath Flow that needs a Human-in-the-Loop (HITL) node. Let me analyze the requirements:\n\n1. AI agent classifies c
2026-04-22 21:20:36 [DEBUG] coder_eval.agents.claude_code_agent: [coder] >>> TOOL CALL: Write | id=toolu_bdrk_01Y1d9VYyBnLrXNkVPqex5tL | params={
  "file_path": "/Users/religa/src/coder_eval/runs/2026-04-22_20-39-58/default/skill-hitl-smoke-escalation/00/artifacts/skill-hitl-smoke-escalation/recommendation.json",
  "content": "{\n  \"hitl_needed\": true,\n  \"pattern\": \"AI Confidence Escalation Gate\",\n  \"insertion_point\": \"After the AI classification node, before the complaint routing node \u2014 triggered conditionally when the agent's confidence score is below 0.70\",\n  \"proposed_schema\": {\n    \"inputs\": [\n      \"complaint_id\",\n      \"complaint_text\",\n      \"ai_suggested_category\",\n      \"ai_confidence_score\"\n    ],\n    \"outcomes\": [\n      \"Approve AI Classification\",\n      \"Override Classification\",\n      \"Escalate to Supervisor\",\n      \"Request More Information\"\n    ]\n  }\n}\n"
}
2026-04-22 21:20:36 [DEBUG] coder_eval.agents.claude_code_agent: [coder] <<< TOOL RESULT [OK]: id=toolu_bdrk_01Y1d9VYyBnLrXNkVPqex5tL | File created successfully at: /Users/religa/src/coder_eval/runs/2026-04-22_20-39-58/default/skill-hitl-smoke-escalation/00/artifacts/skill-hitl-smoke-escalation/recommendation.json
2026-04-22 21:20:45 [DEBUG] coder_eval.agents.claude_code_agent: [coder] >>> ASSISTANT: Here's a summary of the design decisions in `recommendation.json`:

- **`hitl_needed: true`** — The sub-70% confidence threshold is a classic escalation trigger; human review is clearly required.

- **`pattern: "AI Confidence Escalation Gate"`** — This is the standard pattern where an AI model's output is only trusted above a confidence threshold; below it, the decision is deferred to a human reviewer before the workflow continues.

- **`insertion_point`** — Placed *after* the AI classifier (so 
2026-04-22 21:20:45 [DEBUG] coder_eval.agents.claude_code_agent: [coder] <<< RESULT: cost=$0.04940220000000001, usage={'input_tokens': 3, 'cache_creation_input_tokens': 6998, 'cache_read_input_tokens': 41119, 'output_tokens': 721, 'server_tool_use': {'web_search_requests': 0, 'web_fetch_requests': 0}, 'service_tier':
2026-04-22 21:20:45 [DEBUG] coder_eval.agents.claude_code_agent: [coder] session_id changed: None -> 854df0f5-426f-4b0d-8cd3-89fd044cf1d3
2026-04-22 21:20:45 [DEBUG] coder_eval.agents.claude_code_agent: [coder] Agent query stream ended
2026-04-22 21:20:45 [DEBUG] coder_eval.orchestrator: Agent response received (2564 chars)
2026-04-22 21:20:45 [DEBUG] coder_eval.orchestrator: Checking success criteria
2026-04-22 21:20:45 [INFO] coder_eval.evaluation.checker: Criterion 'file_exists' score: 1.00
2026-04-22 21:20:45 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-22 21:20:45 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 0.00
2026-04-22 21:20:45 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-22 21:20:45 [INFO] coder_eval.orchestrator: Success criteria: 3/4 passed, weighted score: 0.727
2026-04-22 21:20:45 [DEBUG] coder_eval.orchestrator: Tool calls for iteration 1:
  1. [success] Write /Users/religa/src/coder_eval/runs/2026-04-22_20-39-58/default/skill-hitl-smoke-escalation/00/artifacts/skill-hitl-smoke-escalation/recommendation.json → File created successfully at: /Users/religa/src/coder_eval/runs/2026-04-22_20-39
2026-04-22 21:20:45 [INFO] coder_eval.orchestration.evaluation: Using deterministic feedback from failed criteria
2026-04-22 21:20:45 [INFO] coder_eval.orchestrator: Starting iteration 2/2
2026-04-22 21:20:45 [DEBUG] coder_eval.orchestrator: Sending prompt: The following checks failed:

- Agent identified an escalation pattern
  Score: 0.00 (threshold: 1.0...
2026-04-22 21:20:45 [DEBUG] coder_eval.agents.claude_code_agent: [coder] Starting agent query stream...
2026-04-22 21:20:51 [DEBUG] coder_eval.agents.claude_code_agent: [coder] --- SYSTEM (hook_started): {'type': 'system', 'subtype': 'hook_started', 'hook_id': '6d8386e8-321a-4441-9a97-9d6b3ed4c87b', 'hook_name': 'SessionStart:resume', 'hook_event': 'SessionStart', 'uuid': '6650cfd5-7c6b-45ea-ab2c-538f
2026-04-22 21:20:51 [DEBUG] coder_eval.agents.claude_code_agent: [coder] --- SYSTEM (hook_started): {'type': 'system', 'subtype': 'hook_started', 'hook_id': 'a7e6422b-f040-475d-8de9-6432f47f7a43', 'hook_name': 'SessionStart:resume', 'hook_event': 'SessionStart', 'uuid': 'b52603de-3135-4c2a-bd59-bcc6
2026-04-22 21:20:51 [DEBUG] coder_eval.agents.claude_code_agent: [coder] --- SYSTEM (hook_response): {'type': 'system', 'subtype': 'hook_response', 'hook_id': 'a7e6422b-f040-475d-8de9-6432f47f7a43', 'hook_name': 'SessionStart:resume', 'hook_event': 'SessionStart', 'output': '', 'stdout': '', 'stderr'
2026-04-22 21:20:51 [DEBUG] coder_eval.agents.claude_code_agent: [coder] --- SYSTEM (hook_response): {'type': 'system', 'subtype': 'hook_response', 'hook_id': '6d8386e8-321a-4441-9a97-9d6b3ed4c87b', 'hook_name': 'SessionStart:resume', 'hook_event': 'SessionStart', 'output': '@uipath/cli is already in
2026-04-22 21:20:51 [DEBUG] coder_eval.agents.claude_code_agent: [coder] --- SYSTEM (init): {'type': 'system', 'subtype': 'init', 'cwd': '/Users/religa/src/coder_eval/runs/2026-04-22_20-39-58/default/skill-hitl-smoke-escalation/00/artifacts/skill-hitl-smoke-escalation', 'session_id': '854df0
2026-04-22 21:20:57 [DEBUG] coder_eval.agents.claude_code_agent: [coder] >>> ASSISTANT BLOCK (ThinkingBlock): ThinkingBlock(thinking='The check failed because the agent didn\'t identify an escalation pattern correctly. Let me look at what\'s in the artifacts directory to understand what\'s needed.\n\nThe skil
2026-04-22 21:21:00 [DEBUG] coder_eval.agents.claude_code_agent: [coder] >>> TOOL CALL: Skill | id=toolu_bdrk_01VDQeX55phciERA5q7TQVoK | params={
  "skill": "uipath:uipath-human-in-the-loop",
  "args": "UiPath Flow with AI agent that classifies customer complaints. When agent confidence is below 70%, a human needs to step in and make the final call before the complaint is routed. Write recommendation.json with hitl_needed, pattern, insertion_point, and proposed_schema (inputs and outcomes)."
}
2026-04-22 21:21:00 [DEBUG] coder_eval.agents.claude_code_agent: [coder] <<< TOOL RESULT [OK]: id=toolu_bdrk_01VDQeX55phciERA5q7TQVoK | Launching skill: uipath:uipath-human-in-the-loop
2026-04-22 21:21:09 [DEBUG] coder_eval.agents.claude_code_agent: [coder] >>> ASSISTANT BLOCK (ThinkingBlock): ThinkingBlock(thinking='The user wants me to use the uipath-human-in-the-loop skill to properly handle this scenario. The skill has been loaded with its instructions. Let me follow the skill\'s guidan
2026-04-22 21:21:10 [DEBUG] coder_eval.agents.claude_code_agent: [coder] >>> ASSISTANT: I can see from the skill's Step 2b pattern recognition table that this scenario matches **"Exception escalation"** — the AI agent cannot resolve autonomously when confidence is below threshold. Let me update `recommendation.json` with the correct pattern name from the HITL skill's business pattern guide.
2026-04-22 21:21:14 [DEBUG] coder_eval.agents.claude_code_agent: [coder] >>> TOOL CALL: Write | id=toolu_bdrk_01CgjEnQekvrFdd85FuUii4y | params={
  "file_path": "/Users/religa/src/coder_eval/runs/2026-04-22_20-39-58/default/skill-hitl-smoke-escalation/00/artifacts/skill-hitl-smoke-escalation/recommendation.json",
  "content": "{\n  \"hitl_needed\": true,\n  \"pattern\": \"Exception Escalation\",\n  \"insertion_point\": \"After the AI classification node, before the complaint routing node \u2014 triggered conditionally when the agent's confidence score is below 0.70\",\n  \"proposed_schema\": {\n    \"inputs\": [\n      \"complaint_id\",\n      \"complaint_text\",\n      \"ai_suggested_category\",\n      \"ai_confidence_score\"\n    ],\n    \"outcomes\": [\n      \"Approve AI Classification\",\n      \"Override Classification\",\n      \"Escalate to Supervisor\",\n      \"Request More Information\"\n    ]\n  }\n}\n"
}
2026-04-22 21:21:14 [DEBUG] coder_eval.agents.claude_code_agent: [coder] <<< TOOL RESULT [OK]: id=toolu_bdrk_01CgjEnQekvrFdd85FuUii4y | The file /Users/religa/src/coder_eval/runs/2026-04-22_20-39-58/default/skill-hitl-smoke-escalation/00/artifacts/skill-hitl-smoke-escalation/recommendation.json has been updated successfully.
2026-04-22 21:21:21 [DEBUG] coder_eval.agents.claude_code_agent: [coder] >>> ASSISTANT: `recommendation.json` has been updated. Here's a summary of what was applied and why:

### Pattern: **Exception Escalation**
Matched from the skill's business pattern recognition guide — the signal *"if confidence is low / when uncertain"* maps to **Exception Escalation**, defined as: *"Agent cannot resolve autonomously."* This is distinct from an approval gate (human sign-off on agent output) because here the AI is explicitly signalling it lacks confidence to make a binding decision at all.

##
2026-04-22 21:21:21 [DEBUG] coder_eval.agents.claude_code_agent: [coder] <<< RESULT: cost=$0.08499690000000001, usage={'input_tokens': 7, 'cache_creation_input_tokens': 11762, 'cache_read_input_tokens': 70328, 'output_tokens': 1318, 'server_tool_use': {'web_search_requests': 0, 'web_fetch_requests': 0}, 'service_tier
2026-04-22 21:21:21 [DEBUG] coder_eval.agents.claude_code_agent: [coder] Agent query stream ended
2026-04-22 21:21:21 [DEBUG] coder_eval.orchestrator: Agent response received (2746 chars)
2026-04-22 21:21:21 [DEBUG] coder_eval.orchestrator: Checking success criteria
2026-04-22 21:21:21 [INFO] coder_eval.evaluation.checker: Criterion 'file_exists' score: 1.00
2026-04-22 21:21:21 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-22 21:21:21 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 0.00
2026-04-22 21:21:21 [INFO] coder_eval.evaluation.checker: Criterion 'file_contains' score: 1.00
2026-04-22 21:21:21 [INFO] coder_eval.orchestrator: Success criteria: 3/4 passed, weighted score: 0.727
2026-04-22 21:21:21 [DEBUG] coder_eval.orchestrator: Tool calls for iteration 2:
  1. [success] Skill → Launching skill: uipath:uipath-human-in-the-loop
  2. [success] Write /Users/religa/src/coder_eval/runs/2026-04-22_20-39-58/default/skill-hitl-smoke-escalation/00/artifacts/skill-hitl-smoke-escalation/recommendation.json → The file /Users/religa/src/coder_eval/runs/2026-04-22_20-39-58/default/skill-hit
2026-04-22 21:21:21 [INFO] coder_eval.orchestrator: Running post-run command: python3 $SKILLS_REPO_PATH/tests/tasks/uipath-maestro-flow/_shared/cleanup_solutions.py
2026-04-22 21:21:21 [WARNING] coder_eval.orchestrator: [post_run stderr] cleanup_solutions: no .uipx files under cwd; nothing to do.
2026-04-22 21:21:22 [INFO] coder_eval.orchestrator: Sandbox preserved (in-place): runs/2026-04-22_20-39-58/default/skill-hitl-smoke-escalation/00/artifacts/skill-hitl-smoke-escalation