Chat with your production codebase

jasonleow  •  22 Feb 2026   •    
Screenshot

As always, @levelsio did it first. He hooked up his app’s production server with Claude Code, and Claude Code to Telegram. Now he messages CC and it builds the feature he wants. Most of the time CC gets it right. And it’s deployed straight to production.

The only logical conclusion of chat-based LLMs agents for coding - chat directly in your production codebase to build features.

How it started: Pasting snippets of your code in ChatGPT chat interface. You needed to extract and paste, and then deploy.

Then, things like Cursor came along, that reads your entire codebase with a chat interface in the code editor. Or Claude Code where you prompt it in the terminal. But no more copypasting. You just accept the diffs. But you still needed to deploy it yourself.

Then, agents running semi-autonomously with checklists and checkpoints, still in code editor. But most don’t deploy autonomously yet.

Now, chat with Claude Code in Telegram chat. Tell it what to do in a typical messaging app, and it deploy direct to production. It your app breaks, just ask it to rollback.

And it makes so much sense. The trajectory had always pointed to this outcome. And to this utopia in 2050.

Exciting, or scary?

Comments

Exciting and scary. I came across a similar pipeline last month during some research. People were using Slack, Claude Code, and GitHub Pages to chat with their websites.

At the time I was thinking how this could help authors build their websites. Currently they have to hire a web developer, get set up on a platform like Wix, and set up a brittle, rigid framework that doesn’t adapt very easily.

With something like this, too, you don’t need the complex framework. Hard code everything and have the AI update the code. Why even have a post interface, right?

Winkletter  •  23 Feb 2026, 12:22 am

@Winkletter Oh yes I saw the Slack thing too. Indeed, why have a design UI, drag and drop, learn how to use the site builder… when you can just say it in plain English, Crazy times!

jasonleow  •  23 Feb 2026, 12:38 pm

It feels like everyday nearer to the day losing my job

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knight  •  23 Feb 2026, 2:37 pm

@knight No lah your client too busy running their business to manage their own software using Claude haha

jasonleow  •  23 Feb 2026, 11:50 pm

@knight Keep learning AI so you can be the last human-in-the-loop managing a swarm of bots. :)

Winkletter  •  24 Feb 2026, 2:34 am

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