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Documentation Index

Fetch the complete documentation index at: https://docs.aevyra.ai/llms.txt

Use this file to discover all available pages before exploring further.

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diagnose

Attribute the failure in a pre-captured trace to specific pipeline spans. 
aevyra-origin diagnose <trace_file> --score <score> --rubric <rubric> [OPTIONS]

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Arguments

ArgumentDescription
trace_filePath to a JSON file containing an AgentTrace (AgentTrace.to_dict())

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Options

FlagDefaultDescription
--score(required)Judge score for this trace (typically 0.0–1.0)
--rubric(required)Path to a text file containing the evaluation rubric. Use - to read from stdin
-m, --modelanthropic/claude-sonnet-4-5Model for attribution in provider/model format. Examples: anthropic/claude-sonnet-4-5, openrouter/qwen/qwen3-8b, openai/gpt-4o, ollama/qwen3:8b
--methodallAttribution method: critic, decomposition, ablation, or all
--output—Write full Attribution JSON to this file
--runner—Path to a Python file exporting runner and judge functions. Required for ablation
--run-dir.origin/ at repo rootDirectory for run history and checkpoints
--resumefalseResume the latest interrupted run
--resume-from—Resume a specific run by ID (e.g. 001)
--version—Show version and exit

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Examples

# Basic attribution
aevyra-origin diagnose trace.json \
  --score 0.4 \
  --rubric rubric.txt

# Different model
aevyra-origin diagnose trace.json \
  --score 0.4 \
  --rubric rubric.txt \
  --model openrouter/qwen/qwen3-8b

# Write full JSON result
aevyra-origin diagnose trace.json \
  --score 0.4 \
  --rubric rubric.txt \
  --method all \
  --output result.json

# Rubric from stdin
cat rubric.txt | aevyra-origin diagnose trace.json --score 0.4 --rubric -

# With ablation (runner.py must define runner() and judge())
aevyra-origin diagnose trace.json \
  --score 0.4 \
  --rubric rubric.txt \
  --runner runner.py

# Resume latest interrupted run
aevyra-origin diagnose trace.json --score 0.4 --rubric rubric.txt --resume

# Resume specific run
aevyra-origin diagnose trace.json --score 0.4 --rubric rubric.txt --resume-from 002

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Ablation runner file

When using --runner, the file must define two functions: 
# runner.py
from aevyra_witness import AgentTrace

def runner(original: AgentTrace, overrides: dict) -> AgentTrace:
    """Replay the pipeline with overrides[span_id] forced as that span's output."""
    ...

def judge(trace: AgentTrace) -> float:
    """Score the replayed trace. Same function you use for the live run."""
    ...

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Output format

The render always goes to stdout: 
Origin attribution  (method=all, score=0.31)
  Summary: The retrieve span failed to surface the refund policy document...

  1. retrieve (id=n2)  [primary, confidence=0.89, fix=retrieval]
     Returned generic FAQ results; the refund policy doc was not in the
     retrieved set despite being present in the index.

  2. classify (id=n1)  [contributing, confidence=0.44, fix=routing]
     Classified as "billing/general" rather than "billing/refund"...

  --- Prompt-level rollup (for Reflex) ---
  prompt=answer_v1  [minor, confidence=0.18, spans=1]

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runs

List all past diagnostic runs with their status and token usage. 
aevyra-origin runs [OPTIONS]

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Options

FlagDefaultDescription
--run-dir.origin/ at repo rootRun history directory

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Output

ID      Status        Method          Score    LLM tokens    Abl. calls   Timestamp             Rubric
----------------------------------------------------------------------------------------------------------
001     completed     all             0.310    4 821         0            2026-04-21 09:14:03   Accurate, grounded...
002     interrupted   critic          —        1 203         0            2026-04-21 11:02:44   Response must cite...
Status: completed (green) or interrupted (yellow, resumable with --resume).