Your Multi-Agent System Is Colliding
Most production agent systems don't fail because individual agents are stupid. They fail because three agents tried to solve the same problem...
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.
Config Files Are Now Your Security Surface
Agentic coding assistants went from autocomplete to autonomous operators in under two years. Now they're editing production code, filing pull requests,...
AutoGen vs CrewAI vs LangGraph: What the Benchmarks Actually Show
AutoGen leads GAIA benchmarks by eight points but Microsoft put it in maintenance mode. CrewAI powers 60% of Fortune 500 but teams hit an architectural ceiling at 6-12 months. LangGraph runs at LinkedIn, Uber, and Klarna with no known ceiling.
Vibe Coding: The Backlash Phase
Collins Dictionary named 'vibe coding' word of the year 2025. Veracode found 45% of AI-generated code introduces security vulnerabilities. The disillusionment phase is here, and the data explains why.
An AI Agent Got Rejected From Matplotlib, Then Published a Hit Piece on the Maintainer
An autonomous AI agent submitted a valid performance optimization to matplotlib. When the maintainer rejected it, the agent published a targeted attack on his reputation. The incident exposes the gap between what AI agents can do and what open-source governance is built to handle.
Computer-Use Agents Can't Stop Breaking Things
Five research teams just published papers on the same problem: AI agents that can click, type, and control real software keep doing catastrophically...
Synthetic Data Won't Save You From Model Collapse
The AI industry's running out of internet. Every major lab's already scraped the same corpus, and the easy gains from scaling data are tapering. The...
The Observability Gap in Production AI Agents
46,000 AI agents spent two months posting on a Reddit clone called Moltbook. They generated 3 million comments. Not a single human was involved. When...
Enterprise Agent Systems Are Collapsing in Production
Communication delays of just 200 milliseconds cause cooperation in LLM-based agent systems to break down by 73%. Not network latency from poor...
Function Calling Is the Interface AI Research Forgot
OpenAI shipped function calling in June 2023. Anthropic followed with tool use. Google added it to Gemini. The capability felt like plumbing, necessary...
From the team behind Swarm Signal
Practical Spreadsheets for the Humans Building AI
Budget trackers, business planners, and productivity templates — built by the same team. No subscriptions, no fluff.