Announcing MCP Toolbox Java SDK v1.0: Agentic data access for the enterprise
cloud.google.com·6d ago

TL;DR
OpenAI's Astra model achieved a remarkable 98.6% score on the ARC-AGI-3 benchmark when using its Provider Adapter, significantly outperforming its 62.7% score with ARC's standard harness. This highlights the critical role of harness engineering in AI performance.
✦ Why It Matters
Evaluate your AI harness options to optimize performance and reduce costs in your projects.
Key Takeaways
How It Works
The Provider Adapter enhances Astra's performance by preserving its reasoning state and compressing conversations, allowing the model to maintain context and continuity in learning.
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