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.
Swarm Signal - AI Research for People Who Build
Technical AI research, explained clearly for researchers, builders, and anyone trying to understand what actually matters.
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.
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.
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.
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.
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.
EU AI Act 2026: What Changes for High-Risk AI Systems
On August 2, 2026, the EU AI Act becomes fully enforceable for high-risk AI systems. 40% of enterprise AI systems can't even determine whether they qualify. Here's what changes.
AI Agent Security Checklist
AI agents don't just have a security problem. They have a fundamentally different security problem than the systems they're replacing. Five attack surfaces and the defense patterns that actually work.
Agentic RAG: How AI Agents Are Rewriting Retrieval
The old retrieve-once-generate-once pipeline is dead, and agents killed it. Four architectural patterns are reshaping how production systems handle knowledge retrieval.
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.
External tools
Execution tooling is separate
Swarm Signal keeps the research layer. For reusable trackers and production templates, use BoredTools.