Version 2.0 / Precision Engineering

Code
Review
Redefined.

Kareixo evaluates pull requests without hallucinating syntax. Our agentic architecture parses your code, tests fixes in a microVM, and ships flawless patches.

All Systems NominalRouted via Global Network

AST-Bounded Generation

Most AI code tools can hallucinate a syntax error into your codebase. Kareixo's patches are rejected if they don't re-parse clean.

We parse your code using tree-sitter, extract the suspect node by byte range, constrain the model to a structured NodeMutation JSON response, splice the patch at exact byte offsets, and re-parse. Anything that doesn't validate is rejected.

1Parse AST
2Extract Node by Byte Range
3Splice NodeMutation JSON
4Re-parse & Validate

Self-Healing CI

Triggered by a failing check_run. Boots an E2B microVM sandbox, clones the repo, confirms the failure, generates an AST-bounded patch (max 3 attempts), validates it, and auto-commits on success.

e2b-sandbox-executor
✖ fail jest-tests
> kareixo heal --run-id=78291
Booting E2B microVM sandbox...
Reproducing failure in src/auth.ts:42
Generating AST-bounded patch (attempt 1/3)...
Patch applied and re-parsed cleanly.
Running tests... PASS
[Kareixo Auto-Heal] Verified fix committed.

Probabilistic Bug Heatmap

Line-level defect scoring across your entire repository. Lines are scored by severity (0.0–1.0) and categorized by logic, security, performance, or race conditions.

41 const user = await db.query(id);
42 if (user.role === "admin") {
High Risk (0.89)Null Ref

Possible TypeError: user may be null if id is not found in db.query().

43 grantAccess();

Visual QA via Figranium

Browser automation against PR preview URLs. Captures screenshots, DOM snapshots, console errors, and network failures, then performs LLM-powered visual regression analysis.

https://pr-42-preview.vercel.app
Layout overflow detected

CodeChat (Repo-Aware)

Real-time streaming chat augmented with tools to search, read, and explore your specific architecture. Instead of pasting files, just ask questions.

Session: karenray06/KareixoTOOLS ACTIVE
Where is the routing logic?
Searching: "model router" ✓
The multi-model routing logic is located in src/lib/model-router.ts. It implements the failover chain across Gemini, Groq, and Pollinations.

Multi-Model Router

Automatic failover and rate-limit management. Kareixo dynamically routes requests across Gemini, Groq, NVIDIA NIM (GLM-5.3), and Pollinations based on the task type (chat vs. code generation) and provider health.

Incoming Request
ModelRouter.executeWithFailover()
NVIDIA NIM429
Groq200 OK
Gemini

Luminous Developer Experience

A premium, minimalist design system tailored for technical users. Light folds around form, revealing layers of depth only when needed.

Luminous Design

Light Folds Around Form
Revealing Layers Of Depth

Activate Lumen