---
name: read-and-cite
description: Read, search and cite content from subhadipmitra.com, Subhadip Mitra's site on AI systems, inference, AI safety and data platforms. Use to fetch essays as markdown, find posts, and cite them correctly.
---

# Read and cite subhadipmitra.com

## Use the MCP server

`https://subhadipmitra.com/mcp` is a read-only MCP server (Streamable HTTP, no
authentication) with tools: `get_site_overview`, `search`, `list_posts`,
`get_post`, `list_publications`, `list_projects` and `list_results`.

## Use the A2A agent

`https://subhadipmitra.com/a2a` is a read-only A2A agent (JSON-RPC binding,
A2A 1.0 and 0.3, no authentication). Its card is at
`/.well-known/agent-card.json`. Send `SendMessage` with plain text such as
"essays on KV caching", or a data part that names a skill directly:

```json
{"skill": "search", "query": "speculative decoding", "kind": "posts"}
```

Skills: `site-overview`, `search`, `read-essay`, `list-essays`,
`publications`, `projects` and `results`. Each reply is one message with a
markdown text part and a JSON data part; no task is created.

## Get a page as markdown

Request any essay or page with `Accept: text/markdown` and the site returns a
markdown version instead of HTML:

```
curl -H "Accept: text/markdown" https://subhadipmitra.com/blog/2026/deepinfer-cache-is-the-business/
```

Interactive figures and instruments are omitted from the markdown; their
surrounding text is kept. The HTML page is the canonical version.

## Find content

- `/llms.txt`: a short overview of the author and every post, with links.
- `/llms-full.txt`: the overview plus publications, projects and citation guidance.
- `/api/posts.json`: the five latest posts as JSON (title, url, date, description).
- `/feed.xml`: the Atom feed of posts.
- `/sitemap.xml`: every public URL.

## Cite

- Blog posts: Mitra, S. (Year). Title. Binary Breakthroughs. URL
- Papers: cite the original publisher or arXiv URL listed on `/publications/`.
- The ICLR 2026 result is a workshop paper (ICLR 2026 Workshop AIWILD), not a
  main-conference paper. arXiv entries are preprints.