Research and analysis on AI agents, security, and tool design.https://mechanicaladvantage.ai/https://mechanicaladvantage.ai/articles/agents-of-chaos/https://mechanicaladvantage.ai/articles/agents-of-chaos/Agents aren't the problem. Their tools are. Analysis of the 2026 Northeastern University red-teaming study and how Mechanical Advantage addresses each failure category.Thu, 19 Mar 2026 00:00:00 GMThttps://mechanicaladvantage.ai/articles/bigger-cages-better-tools/https://mechanicaladvantage.ai/articles/bigger-cages-better-tools/NVIDIA thinks the answer to agent security is a better cage. We think the answer is better tools. Comparing NemoClaw's containment approach to Mechanical Advantage's non-destructive tool design.Thu, 19 Mar 2026 00:00:00 GMThttps://mechanicaladvantage.ai/articles/markdown-lingua-franca-of-ai/https://mechanicaladvantage.ai/articles/markdown-lingua-franca-of-ai/A format one guy made for his blog now mediates communication between humans and the most powerful AI systems ever built. We trace how Markdown became the universal interchange format for AI — from training data prevalence and token efficiency to the agent instruction layer and the self-reinforcing cycle.Wed, 01 Apr 2026 00:00:00 GMThttps://mechanicaladvantage.ai/articles/more-agents-than-humans/https://mechanicaladvantage.ai/articles/more-agents-than-humans/There will be more AI agents in the world than humans. A first-principles argument walking through why — from technology adoption patterns to cost curves to what the largest companies are already planning.Tue, 24 Mar 2026 00:00:00 GMThttps://mechanicaladvantage.ai/articles/most-mcps-should-be-clis/https://mechanicaladvantage.ai/articles/most-mcps-should-be-clis/The protocol wars are missing the point. A first-principles argument for why CLI tools beat MCP servers for most agent-tool interactions — with data on token costs, reliability, and security.Tue, 24 Mar 2026 00:00:00 GMThttps://mechanicaladvantage.ai/articles/the-way-ai-uses-the-web/https://mechanicaladvantage.ai/articles/the-way-ai-uses-the-web/browser-use calls itself 'The Way AI uses the web.' It's impressive engineering — but a browser is the most expensive, least reliable, least token-efficient way for agents to interact with the web. We compare browser automation to purpose-built API calls across cost, speed, token efficiency, reliability, and safety.Mon, 30 Mar 2026 00:00:00 GMThttps://mechanicaladvantage.ai/articles/your-keys-their-server/https://mechanicaladvantage.ai/articles/your-keys-their-server/A Python package stole everything on your machine. How the LiteLLM supply chain attack worked, why developer machines are uniquely vulnerable, and what structural changes actually reduce your exposure.Fri, 27 Mar 2026 00:00:00 GMT