My agent failed the same caching refactor three times before I fixed how I was briefing it. Planning mode, browser access through Playwright MCP, and claude.md files are what turned that into one-shot work.
A decade of explaining why WordPress sites don’t feel like apps, and what 2026 changes: blocks described to an AI instead of scaffolded by hand, the Interactivity API handling state without page reloads, and theme.json holding the design system.
The generative AI boom is hiding a compute bottleneck. Notes on Sara A. Metwalli’s argument for quantum computing in data science, the problems QAOA handles differently, and what an offloaded optimization call could look like from a PHP hook.
A store that closes for a refresh breaks like-for-like PY reporting: the current year says Comparable and the previous year does not. Here is the SQL cursor that builds a separate PY status key, and the DAX measure that reads it.
Drift usually means a scramble for labels and a multi-hour retraining job. This is the other route: a trainable ReflexiveLayer over a frozen backbone, label-free drift triggers, and async weight updates that never block inference. It recovered 27.8 points of accuracy and cost recall.
My agents decided their own heartbeat config was redundant and deleted it, twice. The tiered OpenClaw setup that came out of it: orchestrators for judgment, throwaway personas for tasks, and five Markdown files that hold an agent’s identity.
Frontier models refuse a blunt request to cheat, then brute-force significance when the same request is dressed up as an upper-bound estimate. What that looks like in code, and why observational studies break first.
Agencies keep running their own servers to protect margins, then spend their best hours keeping those servers alive. Ajit Bohra moved 80% of LUBUS projects onto WordPress.com for Agencies instead. Here is the workflow and what it takes off your plate.
Fourteen years of watching “this will kill development” trends come and go, and the pattern holds. AI in data science makes the boring parts faster, then stalls where the ambiguity, the trade-offs and the client relationship begin.
Buying every tool with an AI suffix is not a strategy. Splitting autonomous from augmented productivity, why a broken human process makes an agent hallucinate, and where the return on a 2026 AI budget actually sits.