# AI PM Lab (aipmlab.io)

Interactive browser lessons where you run real language models and watch tokens, retrieval, agents and evaluations work.

- Atlas card: https://inite.ai/en/atlas/aipmlab.io
- Site: https://aipmlab.io
- For: Learners who want to understand how LLMs, embeddings, RAG and AI agents behave, through interactive lessons and challenges.
- Categories: learning
- Use 0/100 · alive 100/100

## Used for

- watch an agent loop call tools and re-read results
- compare prompting, retrieval and fine-tuning on the same jobs
- grade model outputs against labelled tickets to spot failures

## Price

Not read yet.

## For developers

- MCP server: io.aipmlab/ai-pm-lab (namespace; open on 2026-10-27, 18 tools)
- Read 2026-10-27

## MCP server, measured daily

Server: https://aipmlab.io/api/mcp, checked every day since 2026-10-27 (1 checks).

- Answered: measuring, 1 daily checks so far
- Median first answer: 139 ms
- Sign-in: none
- Context its tool definitions take: about 3135 tokens (18 tools)
- Tool definitions: A, 100/100
- Method: https://inite.ai/en/atlas/mcp/report

## Your data

- Certifications stated: none
- Read 2026-10-27

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Source: INITE Atlas, https://inite.ai/en/atlas/aipmlab.io. JSON: https://inite.ai/api/atlas/aipmlab.io. MCP: https://inite.ai/api/mcp (atlas_lookup).