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…res) - Analyzed 3 failed tasks: qemu-startup (timeout), cancel-async-tasks (cleanup issue), openssl-selfsigned-cert (shell quoting) - Identified agent capability gaps: asyncio cancellation, shell syntax, interactive state handling - No code changes needed - issues are agent reasoning limitations - Next: Run k=2 for higher consistency requirements
- k=2 results: Only 3/10 tasks passed both runs (30%) - Success rate dropped from 70% (k=1) to 55% (k=2) - Identified non-deterministic behavior in 5 tasks (1/2 success) - Timeouts increased: qemu-startup (2/2), openssl-selfsigned-cert (1/2 new) - Next: Reduce concurrency n=3 to minimize container interference
- After agent completes initial task, inject verification prompt - Agent gets a second pass to verify its solution works - General improvement: no task-specific patterns or overfitting - Encourages agent to test code and re-check requirements
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