AI article

What 586 Real Traces Taught Us About LLM Agent Determinism

Dev.to | Nov 4, 2026 | Vishwajitsinh Mahida

Automated excerpt

How temperature selectively degrades agent reasoning — and what that means for observability. It selectively degrades complex reasoning while simple lookups survive. Q1 (complex): sd 1.7 — already breaking Q4 (complex): sd 2.0 — breaking Q3, Q7, Q9 (simple): sd 0.0 — perfect Q7 (simple): sd 1.6 — finally breaks Q8 (simple): sd 0.0 — still perfect The pattern: Multi-file synthesis questions degrade at 0.3.

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