External tools
Execution tooling is separate
Swarm Signal keeps the analysis layer. Use BoredTools for reusable templates and trackers.
AI Alignment Explained: What It Actually Means to Make AI Do What We Want
What AI alignment actually means as an engineering problem. The three core challenges, the techniques that exist today, and why agents make everything harder.
How to Read AI Research Papers Without a PhD
A practical guide to reading AI research papers. Learn the three-pass method, spot red flags in benchmarks and methodology, and build a sustainable reading practice.
Hierarchical Agents Don't Know Who They're Talking To
Roughly 70% of Earth science datasets hosted in large repositories like PANGAEA go uncited after publication. The data exists. The agents can access it....
When Your Agent Stops Using Tools
Reinforcement learning was supposed to teach agents to use tools fluently. Instead, researchers are watching a consistent failure mode: models trained...
The Protocol Wars Are Ending. Here's What Actually Happened.
Anthropic's MCP and Google's A2A joined the Linux Foundation. IBM killed its own protocol to back A2A. 146 organizations signed on. The wars are ending.
LLM-Powered Swarms and the 300x Overhead Nobody Wants to Talk About
SwarmBench tested 13 LLMs on swarm coordination tasks. The results show catastrophic overhead and communication that doesn't actually help.
The Swarm That Fakes Consensus
Twenty-two researchers across four continents show how agent swarms fabricate consensus, infiltrate communities, and poison the training data of future AI models.
Attention Heads Are the New Inference Budget
Models that can technically process 128K tokens routinely fail on tasks requiring reasoning across 32K. That gap isn't a context window problem. It's an...
LLMs Can't Find What's Already In Their Heads
Knowledge graphs have a well-documented lookup problem. When you ask an LLM to traverse a KG and reason over multi-hop paths, it doesn't search the graph...
Multi-Agent Reasoning's Memory Problem
Reasoning language models score in the top percentile on math olympiad benchmarks, yet a new study from Stanford found they fail to correctly recall their...