Moving from a single AI agent to a multi-agent system pays off once workflows get complex. This covers the ReAct loop, specialized roles like retriever, writer, and verifier, and when to drop the monolithic prompt to cut hallucinations.
How I stopped re-explaining my projects to Claude every session. I keep a persistent knowledge base built from CLAUDE.md rules and a custom skill, and a nightly cron job keeps it current.
My reproduction of the Maas et al. (2011) word vectors for sentiment analysis paper: why semantic context alone misses polarity, and how a hybrid objective plus a linear SVM gets the accuracy back.
In WooCommerce 10.8 the REST API stops silently turning non-order IDs, like subscriptions, into plain orders. It now returns a 400 instead. Here is what breaks and how to route subscription requests correctly.
Reasoning models think before they answer, and those hidden tokens land on your compute bill. Here is why inference scaling is an architectural trade-off, and how a simple routing policy keeps it from wrecking your margins.
Staggered zigzag layouts usually turn into brittle flexbox hacks that wreck DOM order. Here is how CSS Grid plus a translateY transform gives you a stable waterfall effect, including the gap math and the overflow fix.
Not every task needs to run in real time. Here is how I decide between batch and stream for a WordPress data processing strategy, and how Action Scheduler keeps heavy WooCommerce work off the checkout path.
A look at the experimental CSS corner-shape property for building folded-corner effects without clip-path polygons or gradient hacks, including how to add the bevel, shape the crease, and fall back gracefully in Firefox and Safari.
How Apache Flink treats batch as a special case of streaming, and how to wire a WooCommerce store into a Flink pipeline for real-time recommendations instead of nightly cron jobs.
Why I went local-first after an app died on hotel Wi-Fi: keep data on the device with SQLite in the browser, sync in the background, and resolve conflicts without overwriting what users typed.