# Evals v2 Make Quality Repeatable

> Gaia 2.10 extends Evals v2 with stronger schemas, richer task generation, and clearer metrics workflows for production quality control.

## Metadata

- Published: 2026-02-16
- Author: Gaia team
- Post type: deep_dive
- Tags: evaluations, quality, metrics, governance

# Gaia 2.10 — Evals v2 Make Quality Repeatable

Quality decisions should be explainable and repeatable.
That only happens when evaluation workflows are built into daily operations.

With **Gaia 2.10**, Evals v2 moved from basic scoring into a fuller quality system.

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## The Problem: Evaluation Needed Better Structure

Teams frequently struggled with:

- uneven evaluation schemas,
- noisy metric interpretation,
- and limited generation workflows for realistic task sets.

Gaia 2.10 addresses these gaps with stronger evaluation foundations.

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## Richer Evaluation Schemas and CRUD Workflows

**What shipped**

Gaia 2.10 introduced expanded schemas and broader CRUD coverage across evaluation assets and runs.

**Why this matters**

Consistent structure keeps quality checks stable across projects.
It also improves comparability between iterations.

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## Better Task Set and Generation Flows

**What shipped**

Task generation and test-set workflows were expanded to support more practical evaluation pipelines.

**Why this matters**

Reliable quality control needs realistic datasets.
Improved generation flows lower the overhead of maintaining useful eval coverage.

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## Metrics Handling That Supports Decisions

**What shipped**

Gaia 2.10 improved metric handling and surfaced clearer quality signals through evaluation workflows.

**Why this matters**

Metrics are only useful when they lead to decisions.
Clearer signals help teams decide when to iterate and when to ship.

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## Looking Ahead

Gaia 2.11 built on this with tool-use grading, user simulator generation, error analysis improvements, and stronger operator support through live tutorials, a reorganized user guide, and the new AI Engineer Handbook.

Gaia 2.10 makes quality workflows repeatable. **Gaia 2.11 makes them easier to operate, explain, and teach.**