# multica-ai | Knowledge Base | Instagit

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## Repositories

### [multica](/multica-ai/multica)

The open-source managed agents platform. Turn coding agents into real teammates — assign tasks, track progress, compound skills.

- 22 articles | 6.7k stars
- Tags: internals, architecture, how-to-guide, api-reference, testing-patterns, scaling-guide, deep-dive

### [andrej-karpathy-skills](/multica-ai/andrej-karpathy-skills)

A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.

- 21 articles | 59.1k stars
- Tags: how-to-guide, internals, best-practices, deep-dive, tutorial, testing, debugging-guide