AI infrastructure
5 posts
Article
The demo passed. Two weeks later, the queue filled.
Prompt engineering treats AI as magic. Reliable LLM systems come from validation, retries, fallbacks, and monitoring - not better wording.
Article
Stanford teaches LLMs by making you build one
What CS336 actually teaches LLM engineers, where the course exposes silent drift, and why the skills transfer directly to RAG, agents, and eval.
Article
Liquid AI's 8B-A1B drop rewrites inference math
Liquid AI's 8B-A1B MoE trained on 38T tokens shifts LLM inference economics. What it means for engineering pipelines and workforce planning.
Article
Hugging Face revived PapersWithCode in early 2025
Hugging Face's PapersWithCode revival restores the verification substrate LLM engineering teams lost, reshaping pipelines and AI workforce roles.
Article
AI costs more than humans
Nvidia says AI costs more than human workers. The real issue is architecture, not compute price. Here is how to fix the unit economics.