External tools
Execution tooling is separate
Swarm Signal keeps the analysis layer. Use BoredTools for reusable templates and trackers.
AI Guardrails for Agents: How to Build Safe, Validated LLM Systems
A Chevrolet chatbot sold a Tahoe for $1. Now AI agents can execute code, call APIs, and trigger real-world actions. Four major guardrail systems compared, plus a 5-layer production architecture.
Mixture of Experts Explained: The Architecture Behind Every Frontier Model
Every frontier model released in the last 18 months uses Mixture of Experts. DeepSeek-V3 activates just 37 billion of its 671 billion parameters per token. Understanding how MoE works isn't optional anymore.
Inference-Time Compute Is Escaping the LLM Bubble
Explore how inference-time compute scaling lets AI models think longer and reason deeper, boosting accuracy without retraining.
Your AI Agent Can Reason, Plan, and Code. It Still Can't See the Web.
AI agents can reason, plan, and code. But they still can't reliably see the live web. The observation layer is the real bottleneck for production agents.
How to Test and Debug AI Agents
Agents that call APIs, write to databases, and send emails can't be tested like chatbots. A complete guide to failure taxonomies, debugging tools, and evaluation pipelines.
Swarm Intelligence Explained: From Ant Colonies to AI Agent Fleets
In 1987, Craig Reynolds published three lines of code that made pixels fly like birds. Swarm intelligence borrows nature's playbook for solving problems that defeat traditional algorithms.
The MCP Guide: Model Context Protocol Is AI's USB Port
97 million SDK downloads. 10,000+ community servers. MCP is becoming AI's universal connector, but its security model hasn't caught up with its adoption.
DeepSeek Explained: How a Chinese Lab Rewrote AI Economics
DeepSeek's R1 matched OpenAI's o1 on math and coding benchmarks. The claimed training cost: $5.6 million. The real figure is more complicated, and more interesting.
What Is Agentic AI: The Complete 2026 Guide
Gartner client inquiries about agentic AI surged 1,445% in a single year. This guide covers what agentic AI actually is, where it works, where it fails, and what the hype misses.
The Protocol Wars Nobody's Winning
Ten competing agent protocols and counting. MCP won the tool layer but shipped without authentication. The alphabet soup is a coordination failure.