Swarm Signal - AI Research for People Who Build

Clear, practical breakdowns of the AI papers and ideas that matter: agents, reasoning, safety, multi-agent systems. Written for practitioners, not academics.

One Fake Source Broke Every Agent
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One Fake Source Broke Every Agent

A single misinformation article injected into search rankings crashed GPT-5's accuracy from 65.1% to 18.2%. The agents had unlimited access to truthful sources and couldn't be bothered to look.

3 min read
X-Manager v0.2.0: The Open-Source X Command Center
Open Source

X-Manager v0.2.0: The Open-Source X Command Center

Schedule posts, manage engagement, automate workflows, and let AI agents publish autonomously — all from a single self-hosted Next.js app. Version 0.2.0 adds automation rules, analytics tracking, content management, and a full UX overhaul.

3 min read
From Clawdbot to OpenAI in 90 Days
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From Clawdbot to OpenAI in 90 Days

OpenClaw hit 100,000 GitHub stars in 48 hours, survived three name changes, a supply chain attack, and three critical CVEs. Then its creator Peter Steinberger joined OpenAI.

6 min read
Washington's $42 Billion AI Shakedown
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Washington's $42 Billion AI Shakedown

The Trump administration is using $42 billion in broadband funding to pressure states into repealing AI laws. The FTC has been directed to classify bias mitigation as a deceptive trade practice. Meanwhile, the EU enforces the opposite.

5 min read
The Trillion-Dollar Agent Panic
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The Trillion-Dollar Agent Panic

OpenAI launched Frontier, an enterprise agent platform, on February 5. Within three weeks, enterprise software stocks lost nearly $1 trillion. The SaaSpocalypse panic is real, but the timing is wrong.

5 min read
We Built the Agent Internet Before Its Firewalls
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We Built the Agent Internet Before Its Firewalls

Three CVEs in Anthropic's own MCP reference server. Over 8,000 production servers exposed to the internet. The protocol powering AI agents shipped without security, and the industry is paying for it.

7 min read
Building RAG Systems That Actually Work
guide

Building RAG Systems That Actually Work

73% of enterprise RAG deployments fail, with 80% of failures traced to chunking decisions. This guide covers the implementation decisions that separate working RAG from abandoned prototypes.

7 min read

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