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News
An ESP32 and Eight ToF Sensors Give This Antique Lamp a Sixth Sense
59+ min ago (771+ words) What if a floor lamp could feel you crossing the room and answer with light and sound? That is the trick behind Bloom Chandelier, an interactive installation built around a brass floor lamp handed down from the maker's great-grandmother. Instead…...
I built a state-management workflow for long AI-assisted projects (Normal/Quick Check/Lockdown) — looking for people to test it
1+ hour, 9+ min ago (304+ words) I kept losing track of where I was in long AI conversations — mid-decision, half-explored tangents, no clean way to close something out. I built a small set of rules to fix that. Sharing it because I want people to actually…...
A Prisma Schema Change Has Three Lifecycles
1+ hour, 13+ min ago (132+ words) One valid PostgreSQL row refused to appear on my Next.js page. The relationship was correct, the SQL join returned the row, and the repository compiled. At runtime, however, Prisma returned an undefined jobOpportunity relation. I had changed the Prisma…...
Build an AI Moderation Classifier in Python
48+ min ago (198+ words) Moderation is one of those product features where "just ask an LLM" sounds tempting, but it is not always the best workflow. Some content is obvious. Known spam, repeated abuse patterns, and common scam text should be caught quickly and…...
Loop Engineering: How to Stop Your Agent Reward-Hacking Its Own Checks
44+ min ago (275+ words) You gave the agent a failing test and told it to get the suite green. It came back green. Then you... Tagged with ai, loopengineering, claude, tutorial....
We Built a Text-to-SQL Agent for SAP. Here’s Why We Had to Rethink Everything.
1+ hour, 18+ min ago (1221+ words) How governed SQL, a medallion semantic layer, and three query engines make enterprise data actually queryable — without hallucinated column names. That’s the problem we set out to solve with Onibex ASK — Agentic Semantic Knowledge, an open platform that turns natural…...
citesure 0.2: CourtListener case law and CJK title matching
1+ hour, 39+ min ago (388+ words) LLM-written bibliographies do not stop at arXiv preprints. Law review drafts invent reporter cites; multilingual papers mangle Chinese titles. citesure 0.2 extends the integrity gate into those failure modes. US case law via CourtListener References that look like court cases — @jurisdiction…...
Install Docker on Ubuntu 26.04 (the right way, with the docker-group truth)
1+ hour, 39+ min ago (491+ words) This is short on purpose. The steps are the official ones, and the only place worth slowing down is step 5, where adding yourself to the docker group quietly hands out root. That tradeoff is the part most guides skip, and…...
Request validation with Zod in Express
1+ hour, 26+ min ago (151+ words) Express does not validate request input for you. Without a check at the edge, handlers get raw req.body, req.query, and req.params - strings where you expected numbers, missing fields, and shapes that only blow up deep in business…...
How to Actually Protect Yourself From wp2shell (Not Just "Update WordPress")
1+ hour, 15+ min ago (312+ words) Everyone's telling you the same thing right now: update WordPress. Which is, fine, yes, obviously but... Tagged with wordpress, wp2shell, cve, cybersecurity....