Anahata ASI Benchmarks

The first benchmark is currently under development. Interested community members are encouraged to join the Anahata Discord group to propose prompts, discuss scoring dynamics, voting processes, or suggest sense of humour improvements.

The Industry's First Standardized Pure-Java AI Performance Leaderboard

Evaluating Large Language Models on real-world Java engineering: interactive Swing/JavaFX GUIs, LWJGL 3D graphics, AST refactoring, and JNA native C-library bindings.

🏆 Active Benchmark Suites

Explore the flagship benchmark programs and candidate model scorecards.

Benchmarks are community-driven and under continuous development. Anahata ASI users are encouraged to join the Anahata Discord to suggest new benchmark challenges.
Flagship Suite
Sponsor: NovaRouteAI Logo NovaRouteAI

Anahata-AGI-1

The master certification suite evaluating LLMs on multi-modal Java tasks, EDT context discipline, in-process safety, and JNA system hardware integration.

View Anahata-AGI-1 Results →

📐 Standard Scoring Criteria

Every challenge is evaluated across 3 weighted categories (100 points maximum):

Accuracy & Safety (50%)

Zero-defect code execution, full requirement completion, thread safety, and zero critical safety violations (e.g. no System.exit() or process crashes).

Developers Score (20%)

Qualitative architectural review by Anahata core developers evaluating code elegance, DRY principles, Javadoc standards, and visual design quality.

Efficiency & Latency (30%)

Time-to-first-token, per-turn execution latency, output token economy, and minimal turn count to complete the prompt.