Developer Tools
(115 articles)LoRA Speedrun: Wall-Clock Leaderboard Shaking Up Fine-Tuning
A new public leaderboard called LoRA Speedrun ranks fine-tuning techniques by raw wall-clock time. The results expose which tricks actually matter, and which...
Run Qwen 3.6-27B Locally: 5-Step GPU Setup Guide
A practical tutorial for running Qwen 3.6-27B on your own GPU. Includes AWQ setup, vLLM serving, real tokens-per-second benchmarks, and the pitfalls that eat...
ASR Benchmark Gaming: How to Spot Overfitting in 2026
Hugging Face's new methodology shows how speech recognition models game leaderboards. The gap between benchmark WER and real-world accuracy is bigger than you...
Production RAG on Open Models: The Numbers That Matter
A benchmark-driven look at production RAG with open models, hybrid retrieval, reranking, and RAGAS scoring. What actually moves the needle when you drop the...
DeepSeek V4 Pro Local Setup: The 7-Step GPU Guide
A practical walkthrough for getting DeepSeek V4 Pro running on your own hardware, from picking the right GPU tier to squeezing real tokens-per-second out of...
Qwen 3.8-Max Review: Worth It for Coding in 2026?
An honest 2026 review of Qwen 3.8-Max for coding: benchmarks, pricing, agentic performance, and how it really stacks up against Claude Opus 4.6 and GPT-5.6.
Meta Muse Spark Review: Should Agent Builders Care in 2026?
An honest review of Meta Muse Spark: what works, what doesn't, and whether this Llama 4-native agent SDK deserves a spot in your production stack.
Claude Haiku 4.5 vs Haiku 4: 7 Real Differences
Anthropic's Haiku 4.5 is faster, smarter, and cheaper per token than Haiku 4. But is the jump big enough to justify migrating your production stack? A no-fluff...
Organize Claude Code for Product Work: 7-Step Setup
A practical setup guide for running Claude Code on real product teams: repo layout, CLAUDE.md, custom slash commands, and PR-ready workflows.
GPT-5.5 Instant vs 5.3 Instant: 7 Real Differences
OpenAI's GPT-5.5 Instant quietly replaced 5.3 Instant. Here's what actually changed under the hood, from latency and reasoning to pricing, and whether...
Homebench: The Local LLM Benchmark Tool Worth Your Time
Homebench measures speed, memory, and quality for local LLMs on your own hardware. Here's what the numbers actually reveal about running models at home.
Mistral Medium 3.5 vs 3: 7 Real Upgrades That Matter
A no-fluff breakdown of what actually changed between Mistral Medium 3.5 and Medium 3, from reasoning gains to pricing shifts, and which one you should pick.