The Lobster in the Machine: Why OpenClaw is More Than Just Another AI Framework
OpenClaw, which went viral in late January 2026 after a few name changes (you may have known it as Clawdbot or Moltbot), is not just another AI assistant....
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.
Tools That Think Back: When AI Agents Learn to Build Their Own Interfaces
The best AI agents today succeed on only 62.3% of real-world tool-use tasks. That number comes from [MCP-Atlas](https://arxiv.org/abs/2602.00933), a...
When Agents Meet Reality: The Friction Nobody Planned For
[Klarna's AI assistant](https://openai.com/index/klarna/) handled 2.3 million customer service conversations in its first month, the equivalent work of...
When Models See and Speak: The Multimodal Agent Arrives
The best vision-language models can match human performance on many tasks. But ask them to fact-check a claim using visual evidence and they collapse:...
Why 76% of AI Agent Deployments Fail — And What the Survivors Do Differently
A researcher tracked 847 AI agent deployments through the first quarter of 2026. Within 90 days, 76% had experienced critical failures. After six months,...
Multi-Agent Systems Are Booming — But 76% of Deployments Fail Within 90 Days
The industry declared 2026 the year of multi-agent systems. Databricks reports 327% growth in multi-agent workflows across 20,000+ customers. Gartner...
Open Weights, Closed Minds: The Paradox of 'Open' AI
When researchers [examined 100+ language models](https://arxiv.org/abs/2502.18505) marketed as "open-source," they found a systematic pattern of omission....
The Prompt Engineering Ceiling: Why Better Instructions Won't Save You
On GPT-4o, structured prompting boosts performance from 93% to 97%. On GPT-5, OpenAI's frontier model, that same sophisticated prompting strategy...
AI Agent Frameworks in 2026: How to Choose Without Getting Burned
In October 2025, Microsoft moved AutoGen into maintenance mode. The framework that led the GAIA benchmark by four points and doubled its competitors on...
AI Agent Security in 2026: Prompt Injection, Memory Poisoning, and the OWASP Top 10
In June 2025, a researcher sent a single crafted email to a Microsoft 365 Copilot user's inbox. No click required, no attachment opened, no link followed....
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.