Open Source AI
(81 articles)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...
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.
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.
AGI Ranker Audit: Every LLM Score Dropped 6-15 Points
A self-audit of the AGI Ranker leaderboard exposed scoring bias that inflated every model by 6-15 points. Here's what the correction actually revealed.
Apple SpeechAnalyzer vs Whisper: Benchmark Verdict
Apple's new SpeechAnalyzer API landed in iOS 26 with big claims. Benchmark data from Inscribe puts it head-to-head with Whisper and the old SFSpeechRecognizer....
Train a Kick Drum AI Model on 6GB VRAM: Full Linux Guide
A dusty GTX 1660 and a weekend are all you need. This tutorial walks through training a working kick drum diffusion model on 6GB of VRAM, from dataset prep to...
Qwen 3.7 Plus vs 3.6 Plus: 7 Real Upgrades in 2026
A no-fluff breakdown of what actually changed between Qwen 3.7 Plus and Qwen 3.6 Plus, from reasoning gains to pricing shifts and coding wins.
DeepSeek V4 Pro vs V3: 7 Upgrades That Matter
DeepSeek V4 Pro replaces V3 with 1M-token context, a 1.6T-parameter MoE, and native reasoning modes. Here's which upgrades matter — and where V3 still wins on...
Talos-XII: Hand-Written Rust Autograd Hits 10k Sims/Sec
A solo-built Rust autograd stack with custom SIMD dispatch models gacha probabilities at 10k+ sims per second. Here's what the benchmarks reveal about...
7 Open-Source Claude Desktop Alternatives Worth Trying
Rowboat, LibreChat, Open WebUI, Jan, and more: seven serious open-source Claude Desktop alternatives ranked for 2026, with honest takes on each.
DeepSeek V4-Flash vs V3.2: 7 Real Differences That Matter
A hands-on look at DeepSeek V4-Flash vs V3.2. What actually changed in speed, coding, context, and pricing, and whether the upgrade is worth it for your...