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.
| Result | What it means | |
|---|---|---|
| GAIA — public agentic benchmark | +18.9 pts | Reported absolute score difference; inspect the task set and model/version controls |
| Grounded scale | 256 concurrent agent workloads per 8×H100 node, 98.0% grounded success (single run) | We measure grounded answers, not HTTP 200s |
| Token economy | 23× fewer tokens per task (~27K vs ~615K) | Under a tenth of the cost per answer |
| AgentDojo — prompt-injection defense | attack 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.