Andrej Karpathy just explained the future of software engineering without directly saying it.
The best AI engineers are no longer “prompting.”
They’re building systems around the agents.
Karpathy’s biggest insight wasn’t:
“Claude can code.”
It was:
LLMs become dramatically better when you force them into disciplined workflows.
That’s why "CLAUDE.md" files are suddenly everywhere.
Not because they’re prompts.
Because they behave like an operating system for the agent.
Karpathy called out the exact problems with AI coding:
- models assume instead of asking
- they overengineer simple tasks
- they hide confusion
- they rewrite unrelated code
- they optimize for completion, not correctness
So developers started encoding rules directly into the workflow:
→ Think before coding
→ Simplicity first
→ Surgical edits only
→ Goal-driven execution
And the results are wild.
People are now running multiple Claude Code agents in parallel like engineering teams:
• one agent researching
• one debugging
• one writing tests
• one optimizing code
• one validating outputs
Not “AI assistance.”
Actual orchestration.
And this part from Karpathy changes everything:
“Don’t tell the model what to do. Give it success criteria and let it loop.”
That is the shift.
From:
“write this function”
To:
“here’s the goal, constraints, tests, and verification system — now iterate until correct.”
The craziest part?
This already feels like a phase shift in engineering.
A lot of developers quietly went from:
80% manual coding → to 80% agent-driven coding in just months.
Not because AI became perfect.
Because the leverage became impossible to ignore.
We’re entering an era where the highest leverage engineers won’t necessarily be the best coders.
They’ll be the people who build the best systems around AI agents.
Claude Code Templates just hit 100+ Skills on https://t.co/pEjytZiAFd
Installing is easy - one click to copy the install command, paste it in your project's .claude folder, done.
- 67K npm installs
- 13K+ GitHub stars
- fully open source
Thanks to the community for contributing Skills and components.
In the video I show how to add a Data Privacy Compliance Skill to your project.
Fun activity for all of us today. I want you to participate in this Quiz and post your score in the comments.
Can you outsmart AI ?
https://t.co/yJe1pmA5g0
Extremely disappointed with my recent @amazon purchase of an Apple adapter. Just discovered at the @Apple service center that it’s a counterfeit product with a different serial number! Not only stopped working but a fake too? Unacceptable! #AmazonFail@jagograhakjago
Splitwise would change the game if they let you charge interest to your friends for overdue unsettled debts
e.g. Camping Trip; Net-15 or else its 5% APR
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