AgentGate is a runtime accountability layer for AI agents: before an agent can execute a high-impact action, it must lock a bond as collateral. Good outcomes release the bond. Bad outcomes slash it. The mechanism makes bad behavior economically irratio…
The complete breakdown of HyperAgents — what metacognitive self-modification actually means, why the old way always hits a ceiling, and…Continue reading on Towards AI »
The Embedding Matrix Is a Compression Algorithm. Shannon Proved It in 1948. Mikolov Re-Discovered It in 2013.Continue reading on Towards AI »
I want to argue that AI models will write good code because of economic incentives. Good code is cheaper to generate and maintain. Competition is high between the AI models right now, and the ones that win will help developers ship reliable featur…
A human really borks things at Anthropic for the second time this week.
Apple Silicon Macs get a performance boost thanks to better unified memory usage.
Slack just got a whole lot more useful.
After Anthropic released Claude Code’s 2.1.88 update, users quickly discovered that it contained a package with a source map file containing its TypeScript codebase, with one person on X calling attention to the leak and posting a file containing the code. The leaked data reportedly contains more than 512,000 lines of code and provides a […]
Why generic bots fail and how to build an AI reviewer that actually understands your team’s unwritten rules.Continue reading on Towards AI »