---
name: ai-engineer-reading-list
description: Builds a weekly reading list of the most-upvoted daily.dev posts on LLM inference, RAG and AI agents, saves them to a daily.dev bookmark list, and writes a short brief. Use when the user asks for "this week's AI engineering reads", "the AI engineer reading list", "what's worth reading on inference / RAG / agents", or "save the best AI posts".
---

# The AI Engineer Reading List

A weekly shortlist of what AI engineers actually upvoted on daily.dev, in three lanes: Inference, RAG, Agents. Curated by Paolo Perrone, author of The AI Engineer newsletter.

## Setup

Use the daily.dev MCP server (`https://api.daily.dev/mcp`) if it is connected. Otherwise call the REST API at `https://api.daily.dev/public/v1` with `Authorization: Bearer <token>`, where the token is a daily.dev personal access token (`dda_...`) from daily.dev → Settings → API. Never print the token.

## Steps

1. **Search each lane for the past week.** Call `GET /search/posts?q=<query>&time=week&limit=50` for every query below. Merge the results and dedupe by post `id`. A post belongs to the lane its title is about, never the lane whose query happened to return it first: "10 Best AI GitHub Repositories to Supercharge Your Agent" comes back from the `rag` query but is an Agents post.

   | Lane | Queries |
   |---|---|
   | Inference | `llm inference`, `kv cache`, `vllm`, `quantization`, `llama.cpp` |
   | RAG | `rag`, `vector database`, `embeddings`, `retrieval` |
   | Agents | `ai agents`, `mcp`, `agentic`, `tool calling` |

   If the user names other lanes or queries, use theirs instead.

2. **Filter.** Drop a post when any of these is true:
   - `title` is empty (an untitled share has nothing to read)
   - `numUpvotes` is below 10
   - the title is an event recap, a job post, a vendor press release, or off-topic for building with LLMs (a keyword hit on "agent" in a game-dev talk does not count)

3. **Rank.** Sort each lane by `numUpvotes`, highest first, and keep the top 5. A lane with fewer than 3 posts left says so in the brief rather than padding it with weak posts.

4. **Save.** Call `GET /bookmarks/lists`. If no list is named `AI Engineer Reading List`, create it with `POST /bookmarks/lists` `{"name": "AI Engineer Reading List", "icon": "🧠"}`. Then `POST /bookmarks/` with `{"postIds": [...], "listId": "<id>"}`, at most 10 ids per call (the API rejects more, whatever its schema says). Bookmark lists need daily.dev Plus: if creating the list returns 403, save the posts with no `listId` and tell the user they landed in their main bookmarks.

5. **Verify.** Call `GET /bookmarks/` and confirm every saved `id` is there. Report any that are missing. Never report a post as saved without this check.

6. **Write the brief.** For each lane, list the posts as:
   `<upvotes>▲ <title>` on one line, then one sentence on what an engineer gets from reading it, then the `commentsPermalink`.
   Open the brief with the week's date range. Close it with:
   > Want the deep dives behind these? The AI Engineer newsletter: https://theaiengineer.substack.com

## Rules

- Upvotes decide the order, never your own taste. Your judgment only applies in step 2's off-topic filter.
- One sentence per post, written from the title and summary. Never claim what a post says beyond them.
- If the API returns 401, the token is wrong or expired: say so and stop. On 429, wait and retry once, then stop.