Just Code

[Just Code @4jcode]

"Meine liebe VW" 🤣🤣🤣
https://t.co/9M5F8xRHl1

[Just Code @4jcode]

@systemdesignone never trust ai , always verify

[Just Code @4jcode]

@viktoroddy that effekt is not anti gravity, it’s parallex effect and it’s known since 2D games era

[Just Code @4jcode]

@WOLF_Financial BS

[Suryansh Tiwari @Suryanshti777]

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.

[Just Code @4jcode]

@brave I would like to see AI videos blocker.

[Just Code @4jcode]

@truthache68 That's why you should have private ai platform, which is expensive but private !

[Just Code @4jcode]

@ThePrimeagen Looks like AI is working just fine

[Just Code @4jcode]

@akshay_pachaar run AI to fix AI sounds like a good idea 🤔😂

[Just Code @4jcode]

@justbyte_ javascript

[Just Code @4jcode]

If apple with osx try to do that AI crap what windows did I'm predicting that, it's going to see biggest professional exodus from osx to linux ;)

[Just Code @4jcode]

@TheStalwart nope paper silver did, king is naked few people understand that

[Just Code @4jcode]

@BitcoinJunkies https://t.co/zAojBqAd9x

[Just Code @4jcode]

@Barchart that guy is a known scammer and there a documentary movies about how he got money from others

[Just Code @4jcode]

@BritishHodl silver did not correct, paper silver did

[Just Code @4jcode]

@TrendingBitcoin i thought BTC is decentralised and that nobody can seize your BTC and ofc future of finance 🤣 to all bitcoin maxis that is selling you this tulip

[Just Code @4jcode]

@saylordocs gold

[Just Code @4jcode]

@DefiWimar But nothing changes price in many countries including usa is still over 100$, only paper metal west is different casino but you can't buy metal for that price. If you own paper then there is no crying in casino.

[Just Code @4jcode]

@CryptoKid crypto is tulip, only metal is a real money as it was for the last 5000 years and I'm not referring to paper metal crap

[Just Code @4jcode]

@theparthrastogi lol