A walkthrough of quantum simulation in Python: a one-qubit circuit, the Hadamard gate, measurement into a classical bit, and a depolarizing noise model that makes the clean 50/50 split look more like real hardware.
Vectorless RAG is accurate, slow, and expensive to index. Proxy-Pointer RAG puts the document structure into the embeddings and metadata instead: regex skeleton trees, breadcrumbs on every chunk, and pointers back to the full section.
Reading revision numbers off 4,700 engineering drawings by hand was going to cost 160 person-hours. PyMuPDF handled every file with a text layer, GPT-4 Vision took the 1990s scans, and the batch finished in 45 minutes at 96% accuracy.
Claude Code will scaffold a WordPress plugin faster than you can spec one, which is the problem. The workflow I use: a CLAUDE.md spec first, the terminal agent second, and a manual review of everything before it ships.
An LLM pointed at a folder of documents will confidently quote a 2019 policy at a customer in 2026. What decides whether a RAG pipeline holds up is the chunking, the retrieval and the evaluation, not the model you picked.
Models trained on the output of earlier models lose the tails of the distribution and drift into nonsense. The clean data sits behind logins, and the PROPS framework is one way to train on it without anyone handing it over.
Two bad defaults for agent UIs: hide everything behind a spinner, or stream every raw log. What I map instead, and how I decide which agent decisions a user actually needs to see.
Proprietary MMM platforms hand you a number and hide the math behind it. This is the stack I use instead: Google Meridian for the Bayesian side, a local Mistral 7B to turn coefficients into something a marketing manager can act on.
A RAT sitting on the victim’s own phone gets a clean IP, a real device fingerprint, and a valid MFA code. What it cannot fake is how the owner scrolls, and that is the signal behavioral biometrics reads.
The WordCamp Asia 2026 schedule is out: Mumbai, April 9 to 11, leaning hard on AI, enterprise scale, and the Interactivity API. My notes on which sessions are worth a slot in your day.