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Your Context Window Is Not a Knowledge Base

BACKGROUND
5 SIGNALSFIRST DETECTED 27 June 2026
Narrative synthesis pending — 5 signals collected.
How the story developed
27 Jun
Other feeds and industry voices
9 Apr
Context Engineering: How to Manage Context for AI Models and Agents

<p>Claude's context window holds 200,000 tokens. Gemini's stretches to two million. But response quality starts degrading long before the window fills up. Window size doesn't

REPORT · HOW · Dev.toOPEN STORY
1 Jul
Context rot: why your AI agent gets dumber the longer it runs

<p>Here's something you'll notice after running AI agents in production for a few weeks: a fresh conversation with your agent is sharp. Give that same agent 40 messages of history

REPORT · WHAT · Dev.toOPEN STORY
29 Mar
Why I Built a Brain for My AI Agents — and What It Taught Me About Memory

<p>`---<br /> title: "Why I Built a Brain for My AI Agents — and What It Taught Me About Memory"<br /> published: true<br /> description: "Anamnesis v0.3.0: The cognitive

REPORT · WHEN · Dev.toOPEN STORY
22 Apr
Memory management in Claude Code: Context Pipeline

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REPORT · WHAT · Dev.toOPEN STORY
24 Mar
The 5-Layer Memory Architecture That Keeps Our AI Agent Running 24/7 Without Forgetting

<p>Most AI agents have amnesia.</p> <p>You close the chat window. They forget everything. Every session starts from zero. Every context window fills up and dumps the earliest

REPORT · WHAT · Dev.toOPEN STORY
27 Mar
Why Your AI Agent Needs Memory

<p>Most agent frameworks treat memory as an afterthought. They give your agent tools, prompts, and orchestration patterns — but when you restart the conversation, everything

REPORT · WHEN · Dev.toOPEN STORY
7 May
Work Doesn't Start With a Blank Page Anymore

<p>You opened ChatGPT before Slack this morning.<br /><br /> Not for anything complicated. Just to figure out how to begin.</p> <p>That small move is already changing what

REPORT · WHERE · Dev.toOPEN STORY
10 May
We tried vectors, ASTs, and brute-force context stuffing for code retrieval. Graphs with LLM-generated semantics worked best. Here's what we learned.

<!-- SC_OFF --><div class="md"><p>We spent the last year building a code indexing system and tried pretty much every retrieval approach along the way. Sharing what actually worked

OPINION · WHAT · LocalLLaMAOPEN STORY
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