A sleek illustration of a sliding window over text tokens

Dynamic Sliding-Window Context Manager for LLM Prompt Histories

A hands‑on guide to building a production‑ready context manager that automatically trims prompt histories using attention‑weighted saliency, keeping your LLM prompts within any context window.

October 9, 2026 · 8 min · 1539 words · martinuke0
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