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Measured, not marketed

The figures below are previously reported project results. This page does not include the raw runs, version pins, or enough methodology to reproduce them; request those artifacts before using the numbers for a deployment decision. They are not capacity or accuracy guarantees for your application.

ResultWhat it means
GAIA — public agentic benchmark+18.9 ptsReported absolute score difference; inspect the task set and model/version controls
Grounded scale256 concurrent agent workloads per 8×H100 node, 98.0% grounded success (single run)We measure grounded answers, not HTTP 200s
Token economy23× fewer tokens per task (~27K vs ~615K)Under a tenth of the cost per answer
AgentDojo — prompt-injection defenseattack success 26.8% → 17.3%, benign utility held at 90.7%Hardened without making the system useless

Full methodology and per-run data available on request — contact@meganova.ai.