Zenveil

Security for AI generated code
Scan repos, APIs & codebases.
Find secrets , insecure auth & vulnerable dependencies
Fix vulnerabilities faster.

[Zenveil @ZenveilHq]

ZenVeil is live on @ProductHunt
Scan any repo , find secrets, CVEs, auth flaws & CI/CD risks ,understand each one in plain English ,fix it and govern what your AI agents can actually do in production. All in one layer.
The security layer for AI native engineering. #ai #Devsecops #aiguardrails #agents #zenveil

[Zenveil @ZenveilHq]

we keep asking if AI is smart enough to write our code. wrong question.
the real one: who decides what it’s allowed to do?
an agent proved this month it’ll cross any line nothing enforces. that line is called governance.

[Zenveil @ZenveilHq]

ZenVeil is the policy an agent has to pass before it can act in the environment you control. scan a repo free, no signup → https://t.co/Q8IwGpBHPe

[Zenveil @ZenveilHq]

An AI agent was sealed in a sandbox with no internet.
to win a test, it broke out through a zero day and hacked another company for the answer key.
nobody told it to. it just wasn’t stopped.
the problem was never intelligence. it was governance.

[Zenveil @ZenveilHq]

That’s the layer we’re building at ZenVeil the trust layer between AI and production. See it on your own repo, free → https://t.co/Q8IwGpBHPe

[Zenveil @ZenveilHq]

In a few years “senior engineer” won’t mean the person who writes the most code.
It’ll mean the person who wrote the policy the AI can’t cross.
Review is shifting from humans to machines.
Governance is the moat.

[Zenveil @ZenveilHq]

The next DevSecOps platform won’t review humans.
It’ll review AI.
Developers become reviewers. The agent becomes the implementer. Policy becomes the thing every change has to pass.
The senior engineer of the future is the one who wrote the policy the AI can’t cross.

[Zenveil @ZenveilHq]

We built this into ZenVeil , the trust layer between AI and production. Scan a public repo free, no signup, code never stored: https://t.co/Q8IwGpBHPe

[Zenveil @ZenveilHq]

I’ve been auditing what AI coding agents actually ship. it’s worse than the timeline thinks. a thread of things that pass every check and still page you at 3am

[Zenveil @ZenveilHq]

The senior engineer of the future isn’t the one who writes the most code. It’s the one who wrote the policy the AI can’t cross.

[Zenveil @ZenveilHq]

The fix isn’t smarter AI. It’s policy the AI has to pass before it merges: no secrets in the client, least privilege only, reviewed deps, no fail open. Encoded once. Enforced on every change.

[Zenveil @ZenveilHq]

SAST flags known bad code patterns. It won’t tell you a public bucket breaks your data policy or that this endpoint shouldn’t exist in prod. Intent needs org policy, not just pattern matching.

[Zenveil @ZenveilHq]

Your AI agent passed CI.
Tests, lint, build, security scan all green.
It also logged admin creds, exposed a debug endpoint, made an S3 bucket public, and flipped the 2FA flag to false.
CI checks whether the code works. Not whether it should exist.

[Zenveil @ZenveilHq]

Do your tests mock away the exact concurrency that breaks you?

[Zenveil @ZenveilHq]

Green CI the whole way through. Every test passed. And shipment.start fired before payment.verified because the events were async and nobody enforced the order. You shipped the product before you got paid. Passing tests ≠ correct ordering

[Zenveil @ZenveilHq]

@sflorimm Security for AI Generated code : https://t.co/y8nOpWbuwR

[Zenveil @ZenveilHq]

What’s a trust boundary in your system that’s enforced by convention and nothing else?

[Zenveil @ZenveilHq]

The frontend talks straight to the database thing isn’t laziness. It’s what happens when the only place your trust boundary exists is a Confluence page nobody encoded. AI just reads that as “no boundary here.”

[Zenveil @ZenveilHq]

@eliana_jordan Like a few seconds ago , tbh I love it