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Software engineering is becoming a hierarchy of loops. So today we're launching Mastra Factory: a system for agents to take software from issue into production. Get started with 𝚗𝚙𝚖 𝚌𝚛𝚎𝚊𝚝𝚎 𝚏𝚊𝚌𝚝𝚘𝚛𝚢:

139,174 次观看 • 1 个月前 •via X (Twitter)

59 条评论

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

In Mastra Factory, specialized agents triage issues, write and validate code, release changes, update documentation, and monitor production. Mastra provides the agents, tools and observability. Here's the blog post:

Dan Von Kohorn 🔭 的头像
Dan Von Kohorn 🔭1 个月前

Yes! This is so strong. npm create factory

David J Phillips 的头像
David J Phillips1 个月前

FACTORY!

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

It's time

Daniel Lew 的头像
Daniel Lew1 个月前

yesss been waiting for this

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

same

Cailen D'Sa 的头像
Cailen D'Sa1 个月前

Big time launch; congrats to you and the team!

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

🚀🚀🚀

Hashim Warren 的头像
Hashim Warren1 个月前

During the Mastra Factory onboarding, I was ready to add my OpenAI key... but it gave me the option to use my Codex subscription. Very niiice I'm about to squeeze the most out of my Pro plan.

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

🚀🚀🚀

Denise Teng 的头像
Denise Teng1 个月前

🚀👏!!

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

🚀🚀🚀

David Gobaud 的头像
David Gobaud1 个月前

𝚗𝚙𝚖 𝚌𝚛𝚎𝚊𝚝𝚎 𝚏𝚊𝚌𝚝𝚘𝚛𝚢 🔥

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

yup 🚀🚀🚀

Leo - 15 y/o founder 的头像
Leo - 15 y/o founder1 个月前

This is so cool 👀

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

stoked

./prashant 的头像
./prashant1 个月前

cool stuff!!

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

super interesting re: the UI you built

./prashant 的头像
./prashant1 个月前

has a cool kanban mode too. not much utility but look cool as hell! :)

Kenneth Russell DeGraff 的头像
Kenneth Russell DeGraff1 个月前

npm create factory Need to install the following packages: [email protected] Ok to proceed? (y) y > npx > create-factory ┌ Mastra Factory │ ◇ What do you want to name your project? │ my-mastra-factory │ ◇ Template download failed. Error: EROFS: read-only file system, mkdtemp '/.my-mastra-factory-375zUC' npm error code 1 npm error path / npm error command failed npm error command sh -c create-factory npm error A complete log of this run can be found in: /Users/myusername/.npm/_logs/2026-07-28T00_08_26_653Z-debug-0.log?

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

@russellkdegraff uh oh! cc @tylbar

Dave Yen 的头像
Dave Yen1 个月前

Cooked 👨‍🍳

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

👨‍🍳👨‍🍳👨‍🍳

Josh Schlisserman 的头像
Josh Schlisserman1 个月前

The namespace hits hard 👊

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

yup!!

Taro Fukuyama 的头像
Taro Fukuyama1 个月前

Love it. Congrats!

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

stoked for what everyone will build

thud 的头像
thud1 个月前

How does this help me build a chatbot for my company

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

you should use normal mastra agents for that

Roman Volkov 的头像
Roman Volkov1 个月前

I am wondering is such "loop" approach really cheaper comparing to "old days" even on the course of a year? Sure, you can launch faster, it's true, but that the tip of an iceberg.

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

Cheaper? I'm not sure. More efficient? Definitely.

Roman Volkov 的头像
Roman Volkov1 个月前

But what do you define with efficiency? If it's not the budget - then what? Quality of software? Speed? Something else? I'm really interested, not trying to throw something bad here.

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

Efficiency is cost per feature delivered If it costs 10% more and you ship 50% more it's more efficient

Pranay Srinivasan 的头像
Pranay Srinivasan1 个月前

congrats!!

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

we’re stoked!

Gokul Rajaram 的头像
Gokul Rajaram1 个月前

Congrats @calcsam and @mastra team!

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

@mastra thanks Gokul!

Wahyu 的头像
Wahyu1 个月前

How do you handle compaction for codex / Claude?

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

we have our own coding agent which has a better way of doing compaction:

Wahyu 的头像
Wahyu1 个月前

Fascinating, i do think you should look into how codex does compaction, it does it at binary level. To be honest, the actual mechanism escapes me, but I've heard great things about its performance for long running tasks, open code has a plugin specifically for it.

Arpan Punyani 的头像
Arpan Punyani1 个月前

let's go!!

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

🚀🚀🚀

Amit Singh 的头像
Amit Singh1 个月前

Getting: Factory decision dispatch cycle failed SQLITE_BUSY: database is locked

Masum 的头像
Masum1 个月前

Really impressive

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

ty!

Hussain Fakhruddin 的头像
Hussain Fakhruddin1 个月前

Taking an issue all the way to production automatically is ambitious.

Nick Venturi 的头像
Nick Venturi1 个月前

eventually these agents will just start hiring their own interns

Alejandro Rosas 的头像
Alejandro Rosas1 个月前

Couple questions: - Can a unique issue work in multiple repos at the same time? - Can we set up a ‘PR AI war’ with 2 different coding agents until they agree on a common resolution and all CI passes? - Can we run the agents in the cloud instead of locally? Keep up the good work 💪🏽🚀

Ram 的头像
Ram1 个月前

cool, this will crush @FactoryAI

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

@FactoryAI i guess we'll see

Ram 的头像
Ram1 个月前

@FactoryAI no moat there, a better product can win over the market

Healthy Anon 的头像
Healthy Anon1 个月前

Cool concept. Curious what happens when the agent hits an issue that's actually a product decision in disguise.

white bo 的头像
white bo1 个月前

Spot on! Switching between Zoom and a visual canvas completely breaks the flow state. That’s actually why we built Whitebo—to merge native live voice directly into the whiteboard so teams can just draw and talk in one tab.

Leslie Barry 的头像
Leslie Barry1 个月前

I set this up. I can't connect to Linear, and I've already sent a support ticket. There's something wrong with your Linear auth.

Sam Bhagwat 的头像
Sam Bhagwat1 个月前

Thanks for the heads up. Looking into it.

Luís Rodrigues 的头像
Luís Rodrigues1 个月前

The future of software engineering may be less about writing every line and more about orchestrating intelligent systems.

Kyle james 的头像
Kyle james1 个月前

@paulg

AI Mastery Guide 的头像
AI Mastery Guide1 个月前

Issue straight to production, that's the whole loop

Hootan HT 的头像
Hootan HT1 个月前

FYI @AmirNapster @KuomarsRahimi

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