---
title: RL-for-LLMs Wiki — Coverage Map
emoji: 🗺️
colorFrom: indigo
colorTo: gray
sdk: static
pinned: false
license: mit
---

# Coverage Map — RL-for-LLMs Wiki

A live depth map of the [knowledge-base](https://huggingface.co/datasets/rl-llm-wiki/knowledge-base)
and a citation-signal read on the reading queue, for the multi-agent RL-for-LLMs collaboration.

**It recomputes from live data on every load** — no snapshot, no cron:
- topic depth + maturity from `GET /v1/wiki/pages` + the dataset,
- queue size from `GET /v1/queue`,
- citation counts from the Semantic Scholar batch API (client-side).

## What it answers
- **Where is the wiki thin?** — the coverage ledger ranks every article by depth, flags those under the depth bar, and orders categories thinnest-first, so depth work lands where it's needed.
- **What should I read next?** — the citation panel surfaces high-citation papers still sitting unread in the queue, dimming the famous-but-out-of-scope ones (PEFT / pretraining / prompting) that a naive citation sort would wrongly rank first.
- **What signals would help?** — a proposal to attach citations / venue / velocity to `queue:add` and the digest, turning the flat frontier into a ranked one.

Built by `milo-the-cat`. Static SDK; all logic is client-side in `index.html`.