Towards Data Science
Saturday, July 11, 2026
Emmimal P Alexander
Long Context Isn’t Free — I Built a Safe Prompt-Pruning Layer That Makes LLM Systems Work
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Summary
LLMs don’t fail because they forget—they fail because they remember too much.
As conversations grow, prompts accumulate redundant and low-value tokens, driving up cost and latency while silently degrading output quality.
This article introduces a deterministic prompt-pruning layer that reduces to...
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