Kevin Brown

Software Engineer | ML | Founder|Blog Enthusiast | Trader

[Kevin Brown @kevinbrown201]

@GohilHardy Soldier on bro.The goal is to excellent so far

[Kevin Brown @kevinbrown201]

@chanduuu_cs Token bills is not cheap. You could say affordable.

[Kevin Brown @kevinbrown201]

@LukeberryPi @vcapretz Hi! I have some experience with JEV and as a natural developer, I believe I can integrate with your team harmonously

[Kevin Brown @kevinbrown201]

@codewithkhalil Its easier to track the changes

[Kevin Brown @kevinbrown201]

What would you rather receive from an AI coding agent?

"Done."

or

"Done. I changed these 7 files, rejected these 2 approaches, and here's what could still break."

[Kevin Brown @kevinbrown201]

Your AI agent asks for permission to run a command.

You approve it.

Then it asks permission for the next 47 commands.

At what point did "human in the loop" become "human clicking Allow"?

[Kevin Brown @kevinbrown201]

The “Done” is becoming the easiest part of prompt engineering.

The real engineering starts when you ask what happens under failure, how state is protected, how payments are reconciled, and whether the system can be trusted six months later.

Generating software is getting cheap. Verifying it isn't.

[Kevin Brown @kevinbrown201]

The “Done” is becoming the easiest part.

The real engineering starts when you ask what happens under failure, how state is protected, how payments are reconciled, and whether the system can be trusted six months later.

Generating software is getting cheap. Verifying it isn't.

Lets connect.

[Kevin Brown @kevinbrown201]

@Rina_network Rina Network is wide.Viable mutuals are welcomed to my handle

[Kevin Brown @kevinbrown201]

@Stringcodes Maybe read a couple of books first then practice it on the IDE

[Kevin Brown @kevinbrown201]

@neerajjj6785 Finishing the product on core modules that require customer onboarding

[Kevin Brown @kevinbrown201]

@jekiflu I stalk Jeki ! Follow for more

[Kevin Brown @kevinbrown201]

@Taniyatweets_ I prefer custom made solutions based on my experience with the rest of the stuffs.Cost is one of the fundamentals I give priority.

[Kevin Brown @kevinbrown201]

@axhiii88547 Getting the first customer is usually the hardest task

[Kevin Brown @kevinbrown201]

Claude Code is not just competing with IDE copilots.

It's competing with the developer's workflow itself.

[Kevin Brown @kevinbrown201]

Independent testing is becoming a critical layer of AI security.
A lab can test its own safeguards, but an external team can challenge the assumptions the lab didn't know it was making. AISI's recent evaluations show why that separation matters.

[Kevin Brown @kevinbrown201]

@business @parmy @opinion Independent testing is becoming a critical layer of AI security.

A lab can test its own safeguards, but an external team can challenge the assumptions the lab didn't know it was making. AISI's recent evaluations show why that separation matters.

Lets connect.

[Kevin Brown @kevinbrown201]

A zero-day is discovered in a dependency used by your production system.

The patch is available.

Would you:

→ Deploy immediately
→ Test first
→ Isolate the vulnerable component
→ Wait for vendor guidance

[Kevin Brown @kevinbrown201]

The strangest thing about AI coding:

The more capable the model becomes, the less impressive the generated code looks.

The interesting part becomes what you ask it to build.

[Kevin Brown @kevinbrown201]

What's a better developer investment in 2026?

→ Learn another framework
→ Learn systems programming
→ Learn AI agents
→ Learn security
→ Learn all of the above