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Deep Dive
v2.8
Oct 24, 2025By Gaia team
evaluationsconversation runsqualitygovernance

Conversation Runs and Evaluation Control

A deep dive into Gaia 2.8’s shift toward repeatable conversation runs and more controlled evaluation workflows.

Conversation Runs and Evaluation Control cover image

Gaia 2.8 — Conversation Runs and Evaluation Control

As AI systems mature, quality can’t rely on ad-hoc review.

With Gaia 2.8, conversations become repeatable runs, and evaluation workflows gain finer control.


The Problem: Manual Reviews Don’t Scale

Teams quickly hit limits when quality checks rely on:

  • one-off manual reviews,
  • informal scoring,
  • and inconsistent evaluation settings.

Gaia 2.8 addresses this by introducing conversation runs and more structured evaluation controls.


Conversation Runs — Repeatability by Design

What shipped

Gaia 2.8 introduces conversation runs, enabling teams to:

  • launch evaluations on conversation sets,
  • monitor run status,
  • and inspect outcomes consistently.

Why this matters

Runs turn evaluation into a repeatable process. They help teams:

  • track changes over time,
  • compare configurations reliably,
  • and reduce evaluation drift.

Fine-Grained Overrides — Human Judgment Where It Counts

What shipped

Gaia 2.8 adds turn-level human overrides in evaluation workflows, allowing reviewers to adjust scores where automation falls short.

Why this matters

AI evaluation is useful, but not perfect. Human overrides ensure:

  • accuracy in edge cases,
  • accountability for decisions,
  • and alignment with real-world expectations.

Structured Judging — Context That Matters

What shipped

Gaia 2.8 introduces context-aware judging and clearer evaluation metadata, improving how results are interpreted.

Why this matters

Evaluations are only as good as their context. Better judging ensures scores reflect real conversation dynamics, not isolated turns.


Looking Ahead

The next release expands evaluation governance with audit trail coverage and deeper delivery lifecycle tooling.

Gaia 2.8 makes evaluation repeatable. The next release makes it accountable.