Most people who ship features on top of LLMs have never seen the inside of one. I was in that group....
Most people who ship features on top of LLMs have never seen the inside of one. I
was in that group. I could call an API, tune a prompt, quantize a GGUF file, and
still not tell you what RMSNorm does or why RoPE exists. The model was a black box
with a temperature knob.
The tutorials did not help. They either hand you a 40-line PyTorch script that hides
Most of us use LLMs every day now, but if you asked the average developer what's actually happening...
How a portfolio-monitoring bot taught me how LLMs really work: zero-temperature non-determinism, determinism in the data, and…
Learn how LLM model routers work, the three routing strategies that hold up in production, and how a real-time data layer fits…
How to make LLMs deterministic, in plain English. The version I share with founders and product teams...
Build Your First LLM Product: A Practical Guide for Developers Reader...
Production vLLM is 100,000+ lines of C++, CUDA, and Python. It powers most of the industry's LLM...
