Writing
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Why Rust Makes Lifetime Annotations Part of the API
Rust lifetime annotations are not just compiler hints. They are part of the function contract, which is why explicit lifetimes matter for callers, traits, and API stability.
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Why Temperature-0 LLM Inference Still Isn’t Deterministic
A practical look at why identical prompts can diverge under temperature=0, how batch-variant kernels create that behavior, and why batch-invariant operators matter for RL and reproducible experiments.