Predicting Program Exit Code with LLMs and Programming Language Semantics
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Sep 29, 2026 - Python
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exit-code
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An exit code cannot tell you whether anything happened. Did it RUN, did it FAIL, and was the failure the RIGHT one?
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Sep 2, 2026 - Python
Pone a examen los guardarraíles de una IA: comprueba que cuando detectan algo, de verdad lo bloquean, y lo demuestra mutándolos.
python testing hooks mutation-testing verification ai-safety ai-agents guardrails exit-code llm-guardrails
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Jul 31, 2026 - Python
A Claude Code skill and hook that catches silent tool failures where exit code 0 masks a real error — it verifies a command's actual output (pytest under xdist, linters in report mode, crashed background jobs, placeholder writes) instead of trusting the exit code, and loops back to fix them.
python testing cli hooks ci verification developer-tools ai-agents claude llm exit-code anthropic agent-skills claude-code
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Jul 13, 2026 - Python
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