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llms.txt Content

# Bernstein > Open-source multi-agent orchestration system for AI coding agents. Decomposes goals into parallel tasks, routes to optimal models, verifies via quality gates, merges results. 18 adapters, pluggable cloud sandboxes, cloud artifact sinks, progressive skill packs, Cloudflare cloud execution, deterministic Python scheduling. Apache 2.0. ## Docs - [Documentation](https://bernstein.readthedocs.io/): Full technical documentation - [Architecture](https://bernstein.readthedocs.io/en/latest/ARCHITECTURE/): System architecture and design - [Getting Started](https://bernstein.readthedocs.io/en/latest/GETTING_STARTED/): Installation and quickstart - [Adapter Guide](https://bernstein.readthedocs.io/en/latest/ADAPTER_GUIDE/): Supported agents and how to add your own - [API Reference](https://bernstein.readthedocs.io/en/latest/openapi-reference/): Task server REST API - [Cloudflare Guide](https://bernstein.readthedocs.io/en/latest/cloudflare-overview/): Cloud execution on Cloudflare Workers - [Configuration](https://bernstein.readthedocs.io/en/latest/CONFIG/): bernstein.yaml reference ## Resources - [GitHub](https://github.com/chernistry/bernstein): Source code and issues - [PyPI](https://pypi.org/project/bernstein/): Python package - [npm](https://www.npmjs.com/package/bernstein-orchestrator): Node.js wrapper - [Full Technical Reference](https://bernstein.run/llms-full.txt): Comprehensive 500+ line reference for LLMs - [OpenAPI Spec](https://bernstein.run/openapi.yaml): REST API specification - [RSS Feed](https://bernstein.run/rss.xml): Blog updates ## Blog - [Getting Started: Your First Multi-Agent Run in 5 Minutes](https://bernstein.run/blog/getting-started): Install Bernstein, configure Claude Code or any CLI agent, and run your first parallel multi-agent coding session in under 5 minutes. Step-by-step tutorial with examples. - [Community Spotlight: April 2026](https://bernstein.run/blog/community-spotlight-april-2026): First community spotlight highlightin

OpenAPI Spec (preview)

openapi: 3.0.3 info: title: Bernstein Task Server API description: REST API for the Bernstein multi-agent orchestration system task server. version: 1.8.8 license: name: Apache 2.0 url: https://www.apache.org/licenses/LICENSE-2.0 contact: name: Alex Chernysh url: https://github.com/chernistry/bernstein servers: - url: http://127.0.0.1:8052 description: Local task server (default) paths: /tasks: post: summary: Create a new task operationId: create