Johnny Ishak

Johnny Ishak

Blockchain Developer

About

I work with smart contracts and blockchain technologies. I focus on security, transparency, and innovation. I enjoy solving complex technical challenges.

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Find unreviewed AI code in your prod codebase

I started building LineageLens because I kept asking a question that nobody on my team could answer: if a CVE gets traced back to an AI-generated line in production next week, what evidence do we actually have?

Not "we use Copilot and review everything." Machine-readable evidence: which model generated which lines, with what prompt, at what confidence, and whether a human reviewed the AI context before it shipped.

For most teams, the answer is nothing. The Cloud Security Alliance put a number on it this month: 81% of organizations have no complete visibility into where AI-generated code lives in production. That gap grows larger every sprint.

LineageLens intercepts AI tool traffic at the proxy layer to capture provenance records at generation time -- the only moment when model, prompt, file path, and edit context all coexist. Then the blame engine maps those records onto current file contents:

The enterprise question isn’t capture. It’s control.

On a Tuesday, the first enterprise question is usually not can you capture AI code? It s who can see the records, how long do they live, and what happens when a policy blocks a change?

That s the part LineageLens is built for. Base gives you local capture. Lite gives a shared team record. Plus and Max move the data into a backend where auth, permissions, retention, and policy live next to the provenance records instead of around them.

The useful thing here is not another dashboard. It s a self-hosted record of prompt, model, tool, file, and outcome that engineering, security, and platform teams can actually govern on their own infrastructure.

I keep seeing AI governance tools start with visibility, then discover that the real enterprise questions are identity, retention, and review. If the record cannot be scoped, retained, and exported on your side, it is not really governable.

VibeAround v0.6.3: a web workspace for multiple coding agents

VibeAround v0.6.3 is out.

This release wraps up the bigger v0.6.x shift: VibeAround is becoming a hub for coding agents across desktop, web, terminal, and messaging.

The biggest visible change since v0.5.x is the Web experience: it is now a web-based workspace for running different coding agents side by side, one place to launch, resume, inspect, and switch between agents.

From the browser, you can now:

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