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Bernstein is an open-source alternative to commercial agent platforms. It orchestrates multiple AI coding agents working on the same repo in parallel - each isolated in its own git worktree so they never step on each other. The scheduler is pure deterministic Python (zero LLM tokens spent on coordination). A built-in janitor runs tests, linting, and type checks on every agent's work before it merges. Supports 18+ CLI agents including Claude Code, Codex, Gemini CLI, and Aider. Apache 2.0 licensed.
Django BernsteinBernstein's answer:
Bernstein is the only orchestrator that uses deterministic code for scheduling instead of an LLM. Every other multi-agent framework (CrewAI, AutoGen, LangGraph) burns tokens deciding what to assign where. Bernstein spends zero tokens on coordination - the Python scheduler makes auditable, reproducible decisions. It also isolates every agent in its own git worktree, so agents never stomp on each other's files.
Bernstein's answer:
Bernstein's answer:
Bernstein's answer:
Named after Leonard Bernstein, the conductor. The idea came from trying to coordinate three AI coding agents on the same codebase and watching them destroy each other's work. The first version used an LLM to schedule the other LLMs - it was slow, expensive, and hallucinated priorities. Replacing it with deterministic Python was the breakthrough.
Bernstein's answer:
Bernstein's answer:
I set up Bernstein on a mid-size Python project to see if multi-agent orchestration lives up to the hype. It does. One command, multiple
Claude Code agents running in parallel, each in its own git worktree so they don't step on each other. The janitor verifies tests pass
before anything merges. What impressed me most: zero LLM tokens wasted on coordination โ the scheduler is pure Python. Went from running
one agent at a time to having 5 working simultaneously on different tasks. The TUI dashboard is a nice touch for monitoring what's
happening in real time.
Based on our record, Django seems to be a lot more popular than Bernstein. While we know about 16 links to Django, we've tracked only 1 mention of Bernstein. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.
Use of settings.py as a naming convention follows in Django's footsteps, but alternatively, you can save it to .env and integrate use of python-dotenv to more closely mirror Node. - Source: dev.to / 9 months ago
Let's dive into a quick implementation of this using AWS and Django. We will be using a couple of ideas from the AWS Official Blog. - Source: dev.to / about 2 years ago
Django is a high-level Python web framework. It is an Model-View-Template(MVT)-based, open-source web application development framework. It was released in 2005. It comes with batteries included. Some popular websites using Django are Instagram, Mozilla, Disqus, Bitbucket, Nextdoor and Clubhouse. - Source: dev.to / almost 4 years ago
This seems like a job for Django. MDN offers a really good tutorial here. To be honest, it would be a massive undertaking so Iโd recommend going for a prebuilt solution like PowerSchool and the like. Source: about 4 years ago
The first party docs are second to none. Start out with the official tutorial on https://djangoproject.com . Source: about 4 years ago
Orchestration primitives. A library or CLI you import into your own workflow. You don't see a window; you see a process you can pipe into other things. Examples: Bernstein (the project this blog belongs to โ 18 CLI adapters, Python-importable), Workz, certain configurations of Plandex. LangGraph and CrewAI are adjacent but different โ they orchestrate LLM calls, not CLI coding agents. - Source: dev.to / 4 months ago
Ruby on Rails - Ruby on Rails is an open source full-stack web application framework for the Ruby programming...
TeamHero - Open-source multi-agent orchestration platform powered by Claude CLI. Build and manage a team of AI agents from a single dashboard. - sagiyaacoby/TeamHero
Laravel - A PHP Framework For Web Artisans
agor - Orchestrate multiple AI coding agents with your team
Flask - a microframework for Python based on Werkzeug, Jinja 2 and good intentions.
fastn.ai - The no-code AI orchestration platform developers love