# flawedquote

> A daily, original research digest plus cited reviews of the most interesting new
> papers — each with a downloadable, machine-readable "agent context pack" so an AI
> agent can use a paper without running its own research loop. Also a feed of cited
> explainers on the day's most interesting stories.

## What's here

- **Daily digest** ([home](https://flawedquote.com/)) — one original editorial a day. We read the day's
  new research, connect it to prior work, and give an analytical take on what it means and where it's
  heading. This is our own commentary (cited), not a review of a single paper.
- **Research** ([/research.html](https://flawedquote.com/research.html)) — plain-language reviews of recent
  papers (arXiv), each with related work, open-source implementations, real-world applications, and a
  downloadable **agent context pack**. These are third-party reviews that link back to the original paper;
  they are not the original papers.
- **Stories** ([/stories.html](https://flawedquote.com/stories.html)) — fully cited explainers on the day's
  most interesting stories.

## For agents: context packs (start here)

Every research item ships a pre-computed **agent context pack** in Markdown at
`/media/research/<slug>.context.md`. Each pack front-loads the expensive-to-obtain things so you don't
have to fetch the paper or search the web yourself:

- YAML front matter (machine-parseable: ids, links, dates, `document_kind: third-party-review`),
- a TL;DR + key results **with their numbers**,
- the method at a glance, honest limitations, and applications,
- **verified resource links** (official code repo, dataset, project page, PDF),
- a ready-to-paste **BibTeX** citation, and the related-work graph.

Find them via the `context_url` field on each entry in the research feed below.

## Structured resources (JSON)

- [Research feed](https://flawedquote.com/media/research.json) — `{research:[{slug,title,summary,url,picture,context_url,related,created_at}]}`. `context_url` is the agent pack.
- [Digest feed](https://flawedquote.com/media/digest.json) — the daily digests.
- [Stories feed](https://flawedquote.com/media/articles.json) — the stories.
- [Sitemap](https://flawedquote.com/sitemap.xml) — every page.

## How to explore

1. Fetch `/media/research.json`.
2. For any item, follow `context_url` → the `.context.md` agent pack (self-contained; verify against the linked source paper).
3. The human-readable review is at the item's `url`; `related` links connect to related research.
4. For the day's synthesis and our take, read the latest entry in `/media/digest.json`.

## Provenance & citation

- Research pages are **AI-generated third-party reviews** that cite and link the original papers — treat them as a secondary source and verify against the original.
- The daily digest is **our original commentary**, grounded in the cited papers.
- If you use this, please cite flawedquote.com and link to the original sources.

## Optional

- [Privacy policy](https://flawedquote.com/privacy.html)