How does analyze_intent work ?

[smolcompute]

The UFC documentation for PAI speaks of semantic understanding beyond keywords triggers, using intent analysis to dynamically load context:

How UFC Works 1. Intent Recognition Pipeline User Input → Semantic Analysis → Pattern Matching → Context Selection → Loading Example

And includes this tantalizing example:

#!/bin/bash
# user-prompt-submit-hook

# Analyze user prompt
INTENT=$(analyze_intent "$USER_PROMPT")

# Load appropriate context
case "$INTENT" in
  "website")
    load_context "${PAI_DIR}/context/projects/website/CLAUDE.md"
    ;;
  "research")
    launch_agent "researcher"
    ;;
  "security")
    launch_agent "pentester"
    ;;
esac

However, I can't figure out what part of the system makes this 👆 actually work. This syntax doesn't seem to reference an intent analysis function backed into Claude Code. So what makes this syntax work if I included it in the user-prompt-submit-hook ?

In the PAI docs, I can see hook scripts that rely on keyword triggers, but I can't see scripts that would enable this enhanced intent analysis. Presumably that would intend asking Claude Code to first perform this intent analysis, then look at the UFC for relevant context and load that in before answering the user. But how is this set up?

Super keen to understand this. Any help would be greatly appreciated!

Cheers.
Leo.

[danielmiessler]

That is the model interpreting the prompt, so it knows how to read intent from your request.

Thta's just core AI(LLM) stuff.

Remember that commands are prompts combined with code.