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signal-to-noise routing

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Smart Workplace Lab
Smart Workplace Lab
Jul 13, 2026 · Artificial Intelligence

Why Long‑Running Agents Become Stubborn and How a 3‑Step Memory Decay & SNR Routing Fixes It

The article explains how unlimited context causes long‑running AI agents to solidify early noise into false facts, and presents a three‑step protocol—memory half‑life configuration, conflict‑isolation sandbox prompts, and system‑level command isolation—that dramatically reduces response time and token waste.

LLM OperationsLong-running AI agentsPrompt Engineering
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Why Long‑Running Agents Become Stubborn and How a 3‑Step Memory Decay & SNR Routing Fixes It