News
Part I: Don't Wait for Data. Render What You Know.
3+ hour, 35+ min ago (503+ words) Part I of the series "Don't Let the User Wait - Render Quickly to Keep Their Attention.". .. Tagged with javascript, react, nextjs, webdev....
Every AI database answer needs a source trail
3+ hour ago (117+ words) An AI answer without provenance is just a confident paragraph. That may be fine for brainstorming. It is not enough for database answers that drive product, finance, support, or operations decisions. When an agent returns "MRR is up 8%," the useful…...
Dise'ando VPCs en AWS: patrones reales (hub-spoke, mesh, multi-account).
4+ hour, 44+ min ago (587+ words) Cuando se dise'an arquitecturas en AWS, uno de los errores m's comunes es pensar en la VPC como un. .. Tagged with architecture, aws, networking, infrastructure....
Crawl Forge v4. 2. 2: New CLI + 3 Tools for Local AI Scraping
4+ hour, 56+ min ago (615+ words) Today we are shipping Crawl Forge v4. 2. 2, our biggest release since launch. It brings three new tools, a standalone command-line interface, and a quiet shift in how we think about web scraping for AI: most of it should run locally, on…...
I Cut My LLM API Bill by 73% " Here's the Exact Optimization Playbook
6+ hour, 17+ min ago (471+ words) Running LLMs in production burns cash. Fast. When your app goes from "prototype" to "actually used by people," that API bill can go from "whatever" to "wait, that's a mortgage payment" in about two weeks. I learned this the hard…...
Streaming Ollama Responses in Next. js: The SSE Pattern That Actually Works
6+ hour, 30+ min ago (237+ words) Most Next. js + Ollama tutorials show a single await fetch and call it a day. The user types a question, waits eight seconds, and a wall of text appears. That's a bad UX. Real LLM apps stream tokens as they're…...
What Triggers Work in Firmware? Uncovering Event-Driven Execution in EDK2
13+ hour, 48+ min ago (1524+ words) Many people think firmware runs in a simple, step-by-step way. Drivers seem to load one after another, and the execution log shows a smooth boot process. Traditional debugging tools also suggest everything happens in order. However, this view is not…...
Can use claude for prompting instead of writing python code for labwork? - Course Q&A / Agentic AI
9+ hour, 11+ min ago (260+ words) You have selected 0 posts. I am going through the reflection design pattern for agentic AI " lab chart generation. I wanted to understand with Claude in the picture now, isn't it possible to prompt it in plain english with albeit the…...
First-call checklist before trying a new LLM gateway
8+ hour, 27+ min ago (308+ words) I have been using the same small checklist whenever I try a new Open AI-compatible LLM gateway. It catches most integration failures before I move any real workload. Create one API key and keep it scoped to a test project....
Building Production-Grade Human-in-the-Loop Workflow Automation with Lang Graph
8+ hour, 16+ min ago (189+ words) The Problem With Enterprise Approval Workflows. Most enterprise approval workflows are not systems. They are sequences of emails. A compliance review is filed. Someone forwards it to a reviewer. The reviewer replies. A manager is CC'd. Someone updates a spreadsheet....