13 min read/1 views
Llama 4 Scout's 10M Token Context Window: What You Can Actually Do With It
Meta shipped 10M-token context. The model scores 15.6% at 128K tokens. Here's what actually works and what doesn't.
Tag
Machine Learning
7 articles
15 min read/1 views
Mixture of Experts Won: Why Every Frontier Model Uses MoE (And What It Means for Self-Hosting)
Every major open-source frontier model in 2026 uses MoE. A 120B model now fits on one H100. The self-hosting economics changed forever.
15 min read/1 views
Qwen 3.5 Is Quietly Beating Every Western Open-Source Model — And Nobody Noticed
Alibaba's Qwen hit 1B+ downloads, beats GPT-5.2 on instruction following, and costs 13x less than Claude. The open-source AI race is over.
14 min read/1 views
The Distillation Wars: Anthropic and OpenAI Accuse Chinese Labs of Stealing Models at Scale
24,000+ fake accounts. 16M+ exchanges. DeepSeek, MiniMax, Moonshot accused of industrial-scale model theft. The ethics, the hypocrisy, and the national security framing.
13 min read/5 views
The 5 Best Laptops for AI Development in 2026 (Tested and Ranked)
Razer RTX 5090, MacBook M4 Max 128GB, ThinkPad P16, Framework 16, and a $1,300 budget pick. Compared.
15 min read/0 views
Small Language Models Are Eating LLMs for Lunch
I replaced GPT-4 with 7B models in production. Same quality, 95% cheaper. Here is why small language models are winning.
18 min read/1 views
Fine-Tuning LLMs on Your Own Data — What Actually Works
A practical guide to fine-tuning LLMs with LoRA, QLoRA, Unsloth, and OpenAI. Real costs, real code, and when to fine-tune vs RAG.