Multi-Agent Orchestration Tools

The conversation surrounding multi-agent orchestration reveals a transition toward developers managing parallel fleets of AI agents via specialized tools like Conductor and Claude Code, effectively shifting the human role from coder to high-level reviewer. While many users report "insane productivity" by leveraging custom SSH setups, Tailscale networks, and even mobile interfaces like iMessage to grant agents deep system access, others express concern over the mounting "hand-holding" and testing overhead required to maintain quality. This evolving ecosystem is characterized by a mix of DIY experimentation—such as building custom agents for specific VM environments—and a growing reliance on sophisticated wrappers that promise to streamline complex setup processes. Ultimately, the sentiment is one of cautious excitement as developers weigh the allure of infinite extensibility against the practical limits of human review in an increasingly automated "vibe coding" era.

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More like you'll manage 20 agents and will be reading, reviewing and testing in between builds. Race to the bottom.

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I've been using git worktrees with Claude and it's pretty awesome:

https://www.youtube.com/watch?v=up91rbPEdVc

Pair worktrees with the ralph-wiggum plugin and I can have Claude work for hours without needing any input:

https://looking4offswitch.github.io/blog/2026/01/04/ralph-wi...

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Worktrees took way too much setup and hand-holding for me, but https://conductor.build made it easy!

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I delayed adopting conductor because I had my own worktree + pr wrappers around cc but I tried it over the holidays and wow. The combination of claude + codex + conductor + cc on the web and claude in github can be so insanely productive.

I spend most of my time updating the memory files and reviewing code and just letting a ton of tasks run in parallel

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software is all about wrappers, isn't it? :)

conductor -> multiple claude codes/codexes -> multiple agents -> multiple tools/skills/sub-agents -> LLMs

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I've been really impressed with https://github.com/BloopAI/vibe-kanban to do this. Really really impressed.

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Can you not use PAL MCP for this? Have one top agent as controller etc? It's not ideal but it feels like the space of multi agent stuff is evolving ... I notice that there are a lot of posts on hn about these things so we are trying to do the same thing really.

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Yeah, I generally use PRs for anything a coding agent writes for me.

If something is too fiddly to test within the boundaries of a cloud coding agent I switch to my laptop. Claude Code for web has a "claude --teleport" command for this, or I'll sometimes just do a "gh pr checkout X" to get the branch locally.

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Claude Code on the web, ChatGPT Codex and Google Jules are not the same as Claude, ChatGPT and Gemini. They are entire apps where you authorize Github access and they work via PRs.

They'll include screenshots on your PRs etc.

I like using them a lot when I can.

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Check out superconductor.dev (I’m building it), if you want live app previews, docker-in-docker functionality, multiple agents in one mobile app, and more.

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> Port allocation is hash-based—deterministic from branch name, no conflicts:

> hash_val = sum(ord(c) for c in branch_name)

> django_port = 8001 + (hash_val % 99)

> Six agents, six features, one phone.

What do you mean, no conflicts? The probability of a collision with six branches and 99 ports slots is ~14% assuming optimal hashing (which this decidedly isn't).

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I'm kind of confused too. I spend way more time testing and reviewing code than I could possibly keep up with 4 agents

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Not quite the same thing, but I wrote my own agent (as in a replacement for Claude Code) that uses SSH for all operations. That means I can run a very minimal VM (like 4GB RAM Oracle free tier), run the agent locally, and the agent only operates on remote files.

The limitation is that some Typescript builds run out of RAM (even with swap) and I can't use playwright, but still it's been useful.

It's fun writing an agent, too.

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Will we still use "batch jobs" agents in 2027? Checking a Java program and downloading a 10mb program used to be slow things which now happen faster than the blink of an eye.

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Jules and GitHub Copilot Agent suffice for similar workflows with less setup.

I've not tried Claude Code for Web but assume it would be similar. https://code.claude.com/docs/en/claude-code-on-the-web

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Copilot Agent and Claude Code use their own sandbox, which requires less setup but is also quite limited. With your own cloud setup, agents can perform better end to end testing, including database dependencies and specific tool calls.

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Setup is still rough around the edges (use an agent to set it up), but clawdbot (prev clawdis) from Peter Steinberger works phenomenally well for agent orchestration and personal assistance. The community for clawd is exploding right now, and I think this is purely based on merit. It’s been a game changer for my vibe coding workflow, and lots of fun.

https://github.com/clawdbot/clawdbot

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I've been running a variation of this for the past 3 weeks. I swapped out the default pi agent back to Claude Code because I didn't like the smaller feature set. Bought a phone line and communicate with my agent via iMessage on a clamshelled mac. A Tailscale network connect the head agent to all the computers on my network including my laptop, a few raspberry pi's, steam deck, and all the IoT devices in my house. As I discover new uses, I ask it to make skills and it is remarkable what it's been able to handle all through the single chat interface because it has 24/7 access to all my computers' file systems and my home network. It's been really fun to see how far I can take it, and the skills framework built into CC/Codex now make it feel infinitely extensible.

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I should note, a lot of the functionality I built into my agent was custom after-the-fact because (at least three weeks ago) the clawdis repo was in a state that I found very broken and with tons of false information. Luckily it's easy work for Claude to get things working for you, but really the key unlock was the phone line through iMessage and the unrestricted access to all my systems. It really does feel like I'm able to work with any of my files anywhere now, while hardly requiring much of my attention at all. I would recommend something like this at the bare minimum if you intend to implement a system like this: https://github.com/kenryu42/claude-code-safety-net

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Has not discovered Clawdbot yet.

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Shout out to https://exe.dev for this stuff. It'a a VM provider service. It makes it stunningly easy to get https up and going, has a front end http gateway that does all the hard parts for you.

But relevant to this article here, it also has a super sick web based agent, Shelley , that is quite adequate for using from the phone.

I used it to build a little guestbook thing in ~2 hours, late night in bed in my phone. Link to submission, and my post on it there, and the guestbook I wrote.
https://news.ycombinator.com/item?id=46397609
https://news.ycombinator.com/item?id=46398115
https://nan-falcon.exe.xyz

I'd also note that OpenCode is a solidjs app, that can run in tui (how most folks know it) or the web. And it has an excellent excellent plugin architecture. The work in this post to build workflows is great!

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