Prompt #142

Back to prompts
Lesson Full Lifecycle in RAG Stack
Flow · openai/gpt-4.1
4/5
Variables
topic
Tags
stack-aware,rag-stack,lessons,lifecycle,ap5,embeddings
Source
research-2026-05-01-stack-aware
Use count
0
Created
2026-05-01T18:30:48.776731+00:00
Updated
2026-05-01T18:30:48.776731+00:00

Content

Walk through the complete lifecycle of a lesson in rag-stack for topic: {topic}.

Lifecycle stages (AP5 source-authority):
1. PROPOSED — created via rag-add; author=ai; not searchable by default (filtered until reviewed=true)
2. ACTIVE — human reviewer sets status=active via /governance/knowledge/ or API
3. EMBEDDED — bin/build-rag-embeddings.sh runs nomic-embed-text (768d) via Ollama :11434;
   stored in glug_lessons_embeddings_v2(lesson_id, model, embedding, dim)
4. SEARCHABLE — /api/v1/lessons/search returns it; /api/v1/embed for vector queries
5. DEPRECATED — superseded by newer lesson; still queryable but ranked lower

Show CLI commands for each stage. Reference trust_level progression:
untrusted/web → untrusted/rag → internal/code → internal/secret-redacted.