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Reason

A state-of-the-art coding agent for cost efficiency

Productivity
Developer Tools
Artificial Intelligence
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Hunted byAdi SinghAdi Singh

Reason is the best coding agent, in the cloud or locally. Give it a task and it writes code, runs tests and opens a pull request. Use Reason from the Mac app, terminal, web or Slack, with your choice of models and connected subscriptions. Start free on your own computer. Our published GPT-6 Astra evaluation scores 65.1 on the Coding Agent Index vs Codex’s 62.5, at 22% lower cost per solved task.

Top comment

hey developers 👋

the problem

Coding agents write good code, but they’re still tied to your laptop. Close the lid and they die, your RAM caps how many you can run, and you still have to check every diff yourself.

the solution

Reason splits the agent in two. The brain (the harness) runs detached in the cloud and drives separate hands (a sandboxed machine). Sessions survive crashes, deploys and lost boxes, can be rewound, and hop between cloud Linux, a cloud Mac and your own Mac without losing state.

And it does more for less. On GPT-6 Astra, Reason scores 65.1 vs Codex’s 62.5 on the Coding Agent Index at 22% lower cost per solved task, and it’s 15–23% cheaper per attempt on every benchmark. On GPT-6.1 Sol, median cost per task is 34% below Codex. Every score links to a public Harbor job.

What’s inside

Built for the cache: a small set of tools and a short prompt, and each request only appends, so every turn is fully cache-eligible. That’s where the savings come from.

A computer per session: full desktop, live browser and terminals, with your saved logins. Take the wheel any time.

PRs with proof: walkthrough video and before/after screenshots go on every PR, then review, CI fixes and the merge queue.

Bring your own subs: plug in the coding plans you already pay for. When one hits its rate limit, Reason rolls over to the next.

Resume any agent: import a Claude Code, Codex, OpenCode or Devin session and keep going.

our ask

Try it at reasonmachines.com and tell us what broke: contact@reasonmachines.com

Comment highlights

?makers Why'd you pivot from Ara?

Love to see your LLM on https://gertlabs.com/rankings

My codex app is addicted to my mac mini m4. Simulators, Terminal, Real device testing, Local github runner, talking to other codex sessions running on other computers like my macbook etc. How are the cloud computer setup in Reason? Are they virtual or are they also mac minis, that I can vnc into via tailscale etc? Impressive that your harness beats codex btw! Good job! love the competition!

Being able to run coding tasks locally or in the cloud is really useful. I like having both options depending on the task.

The screen recording attached to a PR caught my eye. Seeing what the agent actually did in the app should help a reviewer understand the change before going through the diff.

Hey everyone , Lars here, one of the engineers building Reason 👋

Reason is an autonomous software engineer. Give it a task, and it gives you back a pull request you can review, with proof that the change works.

What a task looks like

1. Start from wherever you are: the Mac app, terminal, web, Slack, or your phone. Assign a GitHub issue or describe the work.

2. Reason gets its own computer for the session, with a terminal, live browser, and your repo. You can watch it work or take control at any time.

3. It writes the code, runs the tests, and uses the app to check the change the same way you would.

4. It opens a PR with a screen recording and before/after screenshots, then handles review comments, CI failures, and the merge queue.

Where it runs

Run it locally on your own machine for free, or in the cloud so it keeps going after you close your laptop. Use the models you like and the coding plans you already pay for. Access from all your devices, even when you running on your personal computer!

What we use it for every day

Fixing bugs with regression tests. Tracking down slow code. Building internal dashboards. Splitting big changes across subagents. If you’re in the middle of a Claude Code or Codex session, you can import it and let Reason finish the job.

Most of Reason is built by Reason, and that’s still how we decide what to fix next.

If you have a backlog ticket you keep putting off, give it to Reason and tell us how it went. I’ll be in the comments all day.

Hey Product Hunt! , I’m Adi, cofounder of Reason Machines.

I think a coding agent should finish useful work without needing an engineer to babysit it or burn through tokens.


A cost-efficient coding harness


We spend a lot of our time on the harness: the tools, context and execution loop around the model. We keep the toolset small, run tools in parallel and preserve the prompt cache.

In our published GPT-6 Astra evaluation, Reason achieved:

- 65.1 on the Coding Agent Index, versus Codex’s 62.5

- 22% lower cost per solved task

Same model, same tasks, same graders. [See the benchmarks and methodology](https://reasonmachines.com/blog/introducing-reason-agent-1-1).


In the cloud or on your computer


Give Reason a task and it writes code, runs tests and opens a pull request.

Use it from the Mac app, terminal, web or Slack, with your choice of models and connected subscriptions.

[Start free on your own computer](https://reasonmachines.com).

Try it on a task you’ve been putting off. Happy to answer questions about the product, harness or benchmarks.

The 22% lower cost sounds interesting . Does that hold up with larger codebases and longer tasks too?

About Reason on Product Hunt

“A state-of-the-art coding agent for cost efficiency”

Reason launched on Product Hunt on October 14th, 2026 and earned 118 upvotes and 16 comments, placing #8 on the daily leaderboard. Reason is the best coding agent, in the cloud or locally. Give it a task and it writes code, runs tests and opens a pull request. Use Reason from the Mac app, terminal, web or Slack, with your choice of models and connected subscriptions. Start free on your own computer. Our published GPT-6 Astra evaluation scores 65.1 on the Coding Agent Index vs Codex’s 62.5, at 22% lower cost per solved task.

Reason was featured in Productivity (663.2k followers), Developer Tools (521.3k followers) and Artificial Intelligence (481.3k followers) on Product Hunt. Together, these topics include over 387k products, making this a competitive space to launch in.

Who hunted Reason?

Reason was hunted by Adi Singh. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.

Want to see how Reason stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.