OpenMay 1, 2026
Due by May 7, 2026
•Last updated Agentic eval framework that validates GAIA agent quality using Claude Code as user simulator + judge. The foundation for the eval→fine-tuning quality flywheel.
What Ships
Automated eval harness, ground truth test suite, quality metrics dashboard.
Use Cases Enabled
- Validated agent reliability — every release tested against real workflows before shipping
- Quality regression detection — catch tool-calling failures, hallucinations, format errors
- Training data generation — eval results feed directly into v0.19.0 fine-tuning pipeline
Value Proposition
"Agents you can trust — every release is tested against real workflows. When something breaks, it's caught before it reaches you."
The Quality Flywheel
Eval runs → identifies failures → failures become training data (v0.19.0)
→ GRPO fine-tuning improves model → re-eval confirms improvement → repeat
Key Deliverables
- Claude Code-based eval harness (user simulator + judge)
- Ground truth test suite for core agent capabilities
- Pass/fail metrics with tool trace analysis
- See docs/plans/agent-ui-eval-benchmark.md for full spec
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- Status: Open.#573 In amd/gaia;
- Status: Open.#671 In amd/gaia;
- Status: Open.#672 In amd/gaia;
- Status: Open.#673 In amd/gaia;
- Status: Open.#724 In amd/gaia;
- Status: Open (in progress).amd/gaianumber 854#854 In amd/gaia;
- Status: Open (in progress).amd/gaianumber 541#541 In amd/gaia;
- Status: Draft (not ready).amd/gaianumber 641#641 In amd/gaia;
- Status: Open.#868 In amd/gaia;
- Status: Open.#937 In amd/gaia;