Context rot: why Every's head of evals starts a fresh Claude thread for every task

danshipper · x · 2026-10-17

Mike Taylor, head of evals at Every, explains why he keeps memory off in Claude and ChatGPT and starts a fresh thread per task: even within one conversation, stale instructions, earlier mistakes, and buried details cause "context rot." Drawing on his forthcoming book Context Engineering with DSPy and Drew Breunig's "How Long Contexts Fail," he outlines seven ways context goes wrong — starting with distraction, where models trained for strict compliance let old patterns constrain new answers — and argues that context engineering is knowing when to start over without losing useful work.

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