AgenticAI
A frontier AI model read nine labeled debugging traces — three from itself, three from each of two peer models, all on the same bug. In a single API call it wrote 101 words describing what the peers did that it didn't. Those 101 words, pasted verbatim into its
AgenticAI
Coding agents hallucinate APIs and forget what they learn between sessions. Andrew Ng just built infrastructure to fix it. Context Hub is an open-source tool that gives coding agents curated, versioned documentation instead of relying on training data. That premise, straight from the README, describes the exact failure mode
AIEvaluation
Anthropic publishes skills for Claude Code: structured task definitions that tell the model what to build and how. They're designed for Claude. I ran them on GPT-5.4 and Gemini 3.1 Pro too. Claude won. Claude Opus 4.6 averaged 0.825 across four Anthropic skills,
AI
Vibe coding gets you to a working prototype faster than anything before it. The part that trips teams up is the handoff. The pattern shows up consistently now. Someone spends a weekend prompting their way to a functional app. The demo lands well, leadership sees velocity, and engineering gets the
AgenticAI
A Framework for Deciding If Your Product Should Be Agentic When someone brings me a product idea, my first questions are always the same: Who's the customer? What's the pain? Is there a market? Will they pay? Do that work first. No shortcuts. But once you&