News
AI Coding Tools Have a Context Problem " Here's the Fix
13+ min ago (200+ words) Most AI coding tools work at the file level. That's fine for a React component. A component is self-contained " the context needed to help you fits in the file. Backend services aren't self-contained. They live inside environments. They share infrastructure....
Why I switched from per-token AI billing to flat-rate: a developer's honest breakdown
7+ min ago (582+ words) I've been building AI-powered tools for two years. In that time, I've burned through three different billing models " pay-per-token, monthly subscription with limits, and now flat-rate unlimited. Here's what actually happened to my costs and my stress levels with each....
How we handle LLM context window limits without losing conversation quality
7+ min ago (913+ words) Every developer building on LLMs hits the same wall eventually. Your chatbot works beautifully for the first 10 turns, then starts forgetting things. Your agent ran a 30-step workflow and lost track of the original goal halfway through. Your RAG system…...
From Knowledge Chaos to Clarity: What 2, 847 Articles Taught Me About Building a Real "Second Brain"
1+ hour, 53+ min ago (783+ words) Honestly, when I first started this "second brain" project, I thought I was being brilliant. I spent countless hours building an AI-powered knowledge management system that would revolutionize how I work. Two years and 2, 847 articles later, I'm here to tell…...
I'm about to curse the day I started programming
1+ hour, 53+ min ago (133+ words) I'm using a JR3288 LS 2 NA, and even though I. .. Tagged with discuss, iot, linux. I'm about to curse the day I started programming. I'm using a JR3288 LS 2 NA, and even though I installed Debian 9, I'm having issues with Bluetooth. When I…...
Most AI bills are a visibility problem, not a billing problem
4+ hour, 12+ min ago (357+ words) I opened an AI invoice recently and felt the stomach drop that every solo developer knows too well. It was not a catastrophic number. It was worse than that. It was a believable number. The kind of number that lets…...
I tried to build a personal Saa S with zero backend. Here's where that strategy hits a wall.
4+ hour, 25+ min ago (971+ words) I track my overtime in a spreadsheet. Or I did, until I lost three months of data because my formula references broke when I opened the file on a different device. That was the nudge. I started looking for an…...
Turborepo 2. 0: Remote Caching, Task Pipelines, and What Actually Speeds Up CI
6+ hour, 20+ min ago (410+ words) Turborepo 2. 0 shipped with a rewritten task runner, first-class Watch mode, and a new turbo. json schema. After migrating two monorepos to 2. 0, here's what the upgrade actually looks like. A monorepo without a build orchestrator means every npm run build rebuilds…...
I Replaced 4 LLM API Clients With One Endpoint " Here's What the Latency Data Actually Looks Like
2+ hour, 2+ min ago (534+ words) Managing four different LLM APIs in the same project is the kind of thing that starts small and becomes a maintenance sinkhole. Four sets of credentials, four error-handling branches, four SDK versions to pin, and a requirements file that looks…...
The Brutal Truth About Knowledge Management After 1000 Articles: What 2 Years of Hoarding Actually Did to My Brain
9+ hour, 38+ min ago (1285+ words) It started innocently enough. "I'll just organize my notes," I thought. Two years and 12, 847 articles later, I'm not sure if I have a knowledge management system or a digital hoarding addiction. Here's what nobody tells you about using AI for…...