Trigger.dev
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Bernstein
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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.
Trigger.dev
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Bernstein'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, Trigger.dev seems to be a lot more popular than Bernstein. While we know about 19 links to Trigger.dev, 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.
We run a large TypeScript monorepo at Trigger.dev. PostgreSQL, Redis, ClickHouse, a Remix web app, multiple internal packages. When we tried worktrees for parallel Claude Code sessions, we spent more time on setup than shipping code. - Source: dev.to / 4 months ago
Cloudflare, Azure, and Vercel are offering Durable Workflows. But also businesses like Temporal.io and Inngest build their business around them. Trigger.dev is an open source library for TypeScript apps (I am a fan ๐) that also offers a nice UI for them. - Source: dev.to / 8 months ago
We built an execution engine ourselves https://github.com/simstudioai/sim/tree/main/apps/sim/executor and for the infra for background jobs, we use https://trigger.dev/. - Source: Hacker News / 9 months ago
Hi HN, Iโm Eric, CTO at Trigger.dev (https://trigger.dev). We provide everything needed to create production-grade agents in your codebase and deploy, run, monitor, and debug them. You can use just our primitives or combine with tools like Mastra, LangChain and Vercel AI SDK. You can self-host or use our cloud, where we take care of scaling for you. Hereโs a quick demo: (https://youtu.be/kFCzKE89LD8). We started... - Source: Hacker News / 12 months ago
After evaluating several workflow orchestration tools, we chose Trigger.dev for three key reasons:. - Source: dev.to / about 1 year 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
n8n.io - Free and open fair-code licensed node based Workflow Automation Tool. Easily automate tasks across different services.
Mission Control - Mission Control, formerly Exposรฉ, is a feature of the OS X operating system.
Temporal - Build invincible apps with Temporal's open source durable execution platform. Eliminate complexity and ship features faster. Talk to an expert today!
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
Pipedream - Integration platform for developers
agor - Orchestrate multiple AI coding agents with your team