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News monitoring is a retrieval problem before it is a model problem. My choice is to keep a durable vector index for repeatable citations, add live search when freshness matters, and make both paths report the same evidence contract. That gives the answer writer a source URL or document ID, not...
Here’s a truth about building AI agents for finance that nobody puts in the tutorial: the agent intelligence is maybe 30 percent of the work. The audit trail, the access controls, the human oversight checkpoints, the compliance documentation, that’s the other 70 percent. And that 70 percent is ...
Originally published on my blog — read it there with the full context, code and updates . The change that did nothing at all I added a language switcher to a dashboard I run for a media-conversion queue. Three language packs, a t(key, vars) function, data-i18n attributes on the chrome, a <selec...
Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady Submission 🦥 This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 3. What I Built lazycommit is a small CLI that writes git commit messages for me. I stage my changes, run lazycommit , and a small open-weight mo...
Running Plex at home: what CVE-2026-96652 changes about remote access and account hygiene A home media server rarely gets a security review, yet CVE-2026-96652 targets exactly the setup many households run: Plex Media Server reachable from the internet, with a handful of shared accounts. The fla...