Failure Hypothesis Exploration

Investigate {{model}} failure on {{failure_case}}.

Hypothesis 1 - Context overload:
- Test with reduced context
- Measure improvement
- Evaluate likelihood

Hypothesis 2 - Instruction ambiguity:
- Test with clearer instructions
- Measure improvement
- Evaluate likelihood

Hypothesis 3 - Knowledge gap:
- Test with added context
- Measure improvement
- Evaluate likelihood

Synthesize findings and identify root cause with confidence level.