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News
A RAG chatbot on your company knowledge base: what it is and when it pays off
26+ min ago (806+ words) The request I hear most often this year sounds the same every time: "We want a bot that answers from our documents and does not make things up." The technical name is RAG, retrieval-augmented generation. Below, without jargon: what it…...
Measure the Tool-Loop Tax Before You Ship Work Off the Laptop
15+ min ago (1681+ words) On a Thursday evening a backend engineer closed a laptop that still held one unfinished agent session. The session had been rewriting a Flyway migration that referenced a staging password kept inside a local dotenv file. Office Wi-Fi had already…...
How I Built a Bilingual RAG-Powered AI Calling & Chat Agent (With a Full Admin Ops Center)
6+ min ago (429+ words) Most "AI chatbot" projects stop at a demo: a widget, an OpenAI/Gemini call, a canned prompt. Getting one into production for real businesses — across voice calls, web chat, and WhatsApp, in two languages, without hallucinating — is a different problem....
Weekend Build Log: The Timeout Is the Product
38+ min ago (792+ words) You sit down Saturday with one failing test file. The stack trace is ugly and long. You want a tiny helper that groups those failures. Ninety minutes later you are still retrying a model. The helper never became a demo....
How long should CLAUDE.md be? The 200-line target and what it costs you
1+ hour, 1+ min ago (737+ words) As you keep adding to CLAUDE.md, it gets hard to tell how much detail is too much. Longer feels more thorough, but it works the other way around: an oversized CLAUDE.md is a common reason instructions get ignored....
AssemblyAI - Voice Agent Hackathon team: NOIR CIRCUIT
1+ hour, 26+ min ago (19+ words) "NOIR CIRCUIT team on AssemblyAI - Voice Agent Hackathon Hackathon" Lablab.ai "NOIR CIRCUIT team on AssemblyAI - Voice Agent Hackathon Hackathon"...
One instance was bad at its job and nothing was designed to notice
2+ hour, 10+ min ago (786+ words) Checkout errors sat between three and eight percent for most of a Thursday. Not enough to page, because our threshold is one percent sustained across the service and the service was at 0.4. Enough that retries covered most of it and…...
Tired of Rerunning Scripts? My Python REPL Secret for Instant Code Testing!
2+ hour, 1+ min ago (889+ words) Hey everyone! Remember those early days (or maybe you're in them right now!) of learning Python? You'd write a few lines of code, save the file, go to your terminal, run python your_script.py, only for it to crash on line…...
Why use python to create an Agent
1+ hour, 41+ min ago (76+ words) DeepLearning.AI Why use python to create an Agent I am still unclear why in the Agentic AI course, Python code was required to build an Agent for example to reflect and review the SQL code it wrote in Module…...
Smart light strip impresses with its light and versatility: Govee COB Strip Light 2 Pro review
3+ hour, 51+ min ago (416+ words) The Govee COB Strip Light 2 Pro is undoubtedly one of the best LED strips on the market. Thanks to its various technologies, it can not only display great colors and countless effects but also provide seamless lighting without any visible…...