AI agents rarely tell you which parts of an answer came from your data and which came from the model’s memory. Here is how to score that split in bits, and how a loose tool schema leaves the agent guessing.
Dumping a relational database into a vector store gives you a slow, expensive system that has forgotten its own schema. This covers hybrid retrieval instead: ReAct tool routing, why FAISS post-filtering returns nothing, and a PHP dispatcher for WordPress.
Dashboards tell you a delivery was late. They do not say which team caused it. This post covers the MCP setup I use so Claude can read ERP, WMS and TMS timestamps and work out where the delay started.
Notes from cleaning up after AI coding agents: the code compiles fine and still rots. Divergent change and speculative generality are the two smells I keep finding, with a refactored ML pipeline showing the fix.
OpenClaw keeps Claude Code running as a long-lived agent instead of a chat window. My setup puts it in a Docker container, links a Claude Code token, and uses explicit skills for jobs like GitHub PR reviews and email triage.
Data scientist onboarding takes more than Snowflake keys. What the first 90 days should cover: context from the people around you, a working environment by day 5, and a starter project that earns trust.
Tmux keeps your sessions alive when the connection drops. Sessions, windows and panes, the prefix shortcuts worth memorizing, a starter .tmux.conf, and why agents like Claude Code run on top of it.
Nine things I check when a WordPress site is not turning up in AI search: answer-first writing, topical clusters, JSON-LD schema, explicit authorship, and a robots.txt that is not quietly blocking GPTBot.
Linear RAG breaks down as soon as the solution path is not known up front. LangGraph swaps the chain for a stateful graph: a shared state object, nodes that update it, and conditional edges that pick the next step at runtime.
AI tools like Cursor and Claude Code prototype fast, then leave race conditions and unbounded queries behind. A look at what vibe coded WordPress code misses, with a before and after refactor of a WooCommerce loop.