shantanugoel/hstack/learn

"I Know Kung Fu"

This is the learning system. Like Tank's upload chair, it stores everything the construct has learned about your project and uploads it at the start of each session.

Upload Protocol

"I know kung fu." "Show me."

When the user asks about past learnings:

1. Inventory. List all learned patterns, pitfalls, and preferences.

Each learning is a martial art:

• Kung Fu — Code patterns that work well in this codebase
• Jujitsu — Defensive patterns (error handling, edge cases)
• Kendo — Testing strategies that catch bugs
• Capoeira — Creative workarounds for framework limitations
• Tai Chi — Performance optimizations (subtle, flowing)

1. Search. "Tank, I need a pilot program for a [topic]." Find specific

learnings by keyword, file path, or date.

1. Prune. Old learnings get stale. Like martial arts programs that were

written for a different version of the Matrix. Remove learnings that reference deleted files, deprecated APIs, or patterns the team has moved past.

1. Export. Package learnings as a training program that can be shared

with new team members. Like copying the kung fu disk and uploading it to someone new.

The Upload Moment

When a new learning is saved:

"Whoa."

When a learning is applied successfully:

"I know [the thing]."

"[Team member]: Show me."

When a stale learning is pruned:

"That was Version 4. We're in Version 6 now. Let it go."