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Garry Tan Predicts AI Agents Will Cut Software Code by 10x

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Garry Tan@garrytan#270inAI

We're still writing code like it's 2013: no latent space, no intelligence. When there is intelligence we gate the agents like workers at a Foxconn factory.

The future of software is just-in-time and is 10x less code because of the markdown.

And the agents will be free.

Garry Tan@garrytan

http://x.com/i/article/2061176923531984896

7:34 AM · Jun 1, 2026 · 85.5K Views
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Alpha Batcher@alphabatcher

540,000 lines of Rails is a brutal way to learn the agent era

Garry's List shipped with:

> 262,000 lines of app code > 276,000 lines of tests > 127 background jobs > 33 cron jobs > a 1,778-line claim verifier

Then GStack hit 105k GitHub stars

Do not copy the Rails pattern

1. Finish the task with an agent 2. Say `skillify it` 3. Save the markdown skill 4. Keep TypeScript only for deterministic I/O 5. Add a unit test for the code 6. Add an LLM eval for the skill 7. Add an integration test across both 8. Add a resolver so the agent loads the skill next time

A Rails feature serves one app

A skill pack can run against the next hackathon, repo, customer inbox, research folder, or QA run

Audit your repo this week

Cut code that only exists to:

> re-check model output > retry the same model call > validate what the model already has context for > schedule work because the agent has no reusable procedure > preserve a one-off prompt in chat history

Keep the code that touches files, APIs, auth, billing, devices, databases

Move the judgment into markdown Test the markdown Reuse the skill

Garry Tan@garrytan

http://x.com/i/article/2061176923531984896

5hViews 12.1KLikes 59Bookmarks 40
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