3 posts
A single agent grading its own work shares its own blind spots. Splitting planning, execution, and review into three passes is what actually catches mistakes.
No framework, no vector database, just chunking, embeddings, and cosine similarity written by hand, so you actually know what's happening when it breaks.
Anthropic is moving faster than any AI lab in history. Claude 4 models, Claude Code, Model Context Protocol, Extended Thinking, and Computer Use are reshaping how enterprises build AI automation. Here is everything that matters and how to use it.
