#inference-parameters
8 episodes
#5184: AI Is a Number Factory, Not a Wordsmith
Under the prose, every AI model is just matrices of floating-point math. So where does the randomness actually come from?
#4972: CPU vs GPU Inference: When to Skip the GPU
Why running AI on CPU isn't a toy — and when the GPU advantage vanishes.
#4966: Local vs Cloud: Running Hugging Face Models
Hugging Face's compatibility tracker, cache management, and the real difference between Inference Endpoints and the direct API.
#4789: How LLMs Actually Know When to Stop
Three layers of stop signals, from EOS tokens to context limits — and why none of them really "know" when to stop.
#2923: Structured Outputs: Taming AI's Token Lottery
Why prompt engineering isn't enough to get consistent JSON from LLMs.
#2163: Designing Autonomy Boundaries for AI Agents
Production data reveals a surprising truth: fully autonomous AI agents waste 98% of their context window on tool descriptions. Here's why the indus...
#1279: Why AI Obeys the Developer Instead of You
Discover the hidden "plumbing" of AI system prompts and how architectural shifts are turning simple instructions into hard-coded laws.
#37: From Keywords to Meaning: How AI Understands You
Unlock AI's secret language! Discover how vectors and embeddings create a "semantic galaxy" for true understanding and control.