Monday, March 23, 2026

GitHub – iamGodofall/quickbench: 🏃 An Evaluation Framework for Sovereign Agents

Summary of Quickbench – Empower Your AI Evaluations Today!

Unlock the true potential of your AI agents with Quickbench! No more guessing if your model is performing as it should. With Quickbench, you can run reproducible evaluations right from your local environment.

Key Features:

  • Rapid Setup: Get started in just 2 minutes with:
    bash
    npm install quickbench
    npm run demo

  • Instant Reports: Receive accurate evaluations with metrics on:

    • Accuracy: Exact match rate
    • Latency: Mean response time (P95)
    • Fairness: Demographic parity

Secure & Sovereign:

  • Zero Cloud: Operate without APIs or telemetry.
  • Local Signing: HMAC-SHA256 receipts ensure data integrity.
  • Privacy: Only metadata tracking—no PII involved.

Join the future of AI with Quickbench and take charge of your evaluations.

👉 Explore now, and let’s optimize your AI journey! Share your thoughts below!

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