Benchmark

Honest evaluation, not marketing numbers

We will publish benchmark results only when they survive internal review and community scrutiny.

Benchmark philosophy

ArtixCode benchmarks measure real developer outcomes: can the system fix plausible bugs, explain trade-offs clearly in Bangla or English, and flag security issues developers would miss under pressure? We prefer reproducible task suites over cherry-picked demos.

Planned evaluation areas

Code Generation

Coming Soon

Structured tasks across popular frameworks and languages.

Awaiting internal and community testing

Debugging

Coming Soon

Real-world error traces, failing tests, and regression fixes.

Awaiting internal and community testing

Bangla-English Explanation

Coming Soon

Clarity, accuracy, and bilingual teaching quality.

Awaiting internal and community testing

Security Review

Coming Soon

Detection of common vulnerabilities and unsafe patterns.

Awaiting internal and community testing

Framework Performance

Coming Soon

Laravel, React, Next.js, and mobile-specific workflows.

Awaiting internal and community testing

Variant benchmark status

Benchmark results will only be published after real evaluation. ArtixCode will not publish fake benchmark claims.

Benchmark results will only be published after real evaluation.