The ekkOS Blog

Learn about AI memory, the golden loop, and how ekkOS makes AI agents smarter over time

Diagram showing context fragmentation across multiple AI agents leading to cascading failures
12 min read

The Multi-Agent Memory Crisis -- Why Adding More Agents Makes Things Worse

Research shows multi-agent AI systems fail 40-80% of the time. The culprit isn't the agents themselves -- it's fragmented memory.

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Diagram showing instruction hierarchy with directives enforced outside the conversation context
6 min read

The Instruction Hierarchy Problem — Why Your AI Keeps Ignoring the Rules

System prompts live in the same context as user input. That's a security flaw by design. Here's how persistent directives create actual governance.

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Visualization of code execution paths diverging between working and silently failing outputs
8 min read

Why AI Coding Assistants Are Getting Worse — And What To Do About It

Newer AI models produce code that runs but fails silently. The culprit: training data poisoned by users who accepted broken code. Here's how to protect yourself.

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Abstract visualization of code generation with human oversight
8 min read

Linus Torvalds Is Vibe Coding Now. Here's What That Actually Means.

The Linux creator built a project with AI assistance over the holidays. His approach reveals the nuanced reality of AI coding tools in 2026.

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Diagram showing multiple AI tools connected to a single memory layer
5 min read

One Memory, Five Tools — Ending the AI Fragmentation Problem

You use Cursor for coding, Claude for architecture, ChatGPT for docs. Each one starts from zero. Here's how MCP and persistent memory unify your AI experience.

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Graph showing context window degradation as token count increases
5 min read

Your AI Forgot Again — The Context Window Crisis Nobody Talks About

Context windows are getting bigger. AI memory isn't. Here's why 1M tokens still isn't enough — and what happens when your model hits the wall.

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Diagram comparing RAG document retrieval with persistent memory architecture
6 min read

Why RAG Isn't Memory — And What Actually Is

Retrieval-Augmented Generation retrieves documents. But retrieval isn't learning. Here's why your AI still forgets everything after every session.

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A futuristic digital shield protecting an AI brain from attacks
5 min read

Why Jailbreaks Work — And How Persistent Memory Fixes Them

Prompt-based safety relies on instructions in the same context as adversarial input. Moving constraints outside the conversation changes the threat model entirely.

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1 min read

Welcome to the ekkOS Blog

Introducing the ekkOS blog - where we share insights about AI memory, the golden loop, and making AI agents smarter over time.

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