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News
Your AI Demo Works. Here's What Can Break in Production
4+ hour, 59+ min ago (528+ words) The gap between a working demo and a system people can actually depend on. A demo proves a concept. Production proves everything else. When you build a demo, you're answering one question: can this work at all? You pick clean…...
The browser-training speedup was a curve, not one headline number
5+ hour, 15+ min ago (147+ words) The WebGPU path did not have one honest speedup number. Against multithreaded WASM SIMD, the measured improvement was 2.6 times on the Small preset, 6.8 times on Medium, 9.3 times on Large, and 12.1 times on XL. Loss drift ranged from 1.1% to 2.5% across the same…...
Nobody Warns You the Data Engineering Interview Isn't About Data Engineering
5+ hour, 43+ min ago (343+ words) I've sat on both sides of the interview table more times than I can count. Here's the thing nobody tells you going in: the interview almost never tests what it claims to. You think it's testing SQL. It's testing whether…...
Best LLM for Coding in 2026: Claude Opus 4.8 vs GPT-5.5 vs Gemini 3.1 Pro (With Enterprise Governance Guide)
5+ hour, 59+ min ago (466+ words) When evaluating LLMs for coding assistance, consider these key dimensions: The table below compares the three leading frontier models generally available via API as of August 2026. Note: GPT-5.5 applies 2× input and 1.5× output pricing for sessions exceeding 272K input tokens. All prices…...
ChatGPT vs Claude vs Gemini for Small Business: Why Infrastructure Differences Matter More Than Model Size
6+ hour ago (530+ words) Verdict: For most small businesses, the differences in underlying infrastructure between AI providers like OpenAI (ChatGPT), Anthropic (Claude), and Google (Gemini) will impact your day-to-day experience more than subtle differences in model capabilities or features. Look for evidence of robust…...
Migrated Up, Then Back
7+ hour, 24+ min ago (407+ words) The promise I'd made myself at the start was the discipline that kept the migration honest: external domains and ports stay unchanged, and the reverse proxy stays the anchor. Move a service in, get it working on k3s, then repoint the…...
My Harness Used One Label for Three Different Failures.
7+ hour, 27+ min ago (1083+ words) Three fixtures, three separate calls into the same reducer. Here is the complete failure_reasons each one returned, unedited: These are minimal fixtures with no sandbox event and no tool response, so the first and last codes fire in all three and…...
Build in the VM, Think on the Mac GPU: Debian 13 on Apple container With a Local Gemma 4
8+ hour, 46+ min ago (1539+ words) This article walks through building a Debian 13 machine under Apple's container CLI on an Apple silicon Mac, and then wiring that machine to a local LLM running on the Mac's own GPU. Getting there has two halves, and the first…...
LLM Inference Optimization: Techniques for Faster and Cheaper AI
9+ hour, 12+ min ago (18+ words) Large Language Models... Tagged with ai, llm, optimization, machinelearning....
AI Agent Architecture Patterns: A Deep Dive into Modern Agent Design
9+ hour, 12+ min ago (20+ words) AI agents are... Tagged with ai, agents, architecture, machinelearning....