Usage Overview

Use this as a quick orientation; deeper per-page details live in APP_PAGES.md, CLOSE_THE_LOOP.md, UPLOADS.md, and DATA_PROFILES.md.

Typical workflows

• Generate → Dataset → (optional) Judge → Close-the-Loop: create samples, review/edit, score, and iterate.
• Uploads → Embeddings → Qdrant: ingest docs, embed, sync, and visualize; enables retrieval for teacher LLM.
• Transcribe → Embeddings → Qdrant: convert audio/YouTube to text, embed, and reuse.
• Dedup → Dataset: prune noisy or duplicate samples before export.
• Reverse Engineer → Dataset: analyze binaries and export JSONL for training corpora.

Flexibility note

You can mix and match flows (e.g., generate without judging, or transcribe without syncing). The app stays flexible; use the pages above for specifics.