LLM Fundamentals12 min
From Model Output to Controlled Action
Turn a proposed tool call into a bounded operation with explicit permissions, approval, and recovery.
Huang Tzu Lin
How large language models work, from tokens and context windows to prompting, hallucinations, and the case for building systems around models.
4 posts
Turn a proposed tool call into a bounded operation with explicit permissions, approval, and recovery.
Separate missing evidence, stale knowledge, retrieval errors, and unsupported claims so you can choose the right control.
Build a clear request, budget its context, and handle missing information before asking for an answer.
Follow a prompt from tokens to predictions, and learn what a fluent answer can—and cannot—establish.