AI isn't magic.

But applied right, it works like it.

Cognaptus automates enterprise workflows and incubates AI tools for startups—bridging operational efficiency and product innovation.

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Access datasets, models, and comparison charts for building smarter AI tools.

Recent from Cognaptus

Confidence Is Not Truth, But It Can Steer: When LLMs Learn When to Stop

Why adaptive test-time compute may matter more than bigger models — and how confidence becomes a control signal rather than a promise of correctness.

Blog
Drafts, Then Do Better: Teaching LLMs to Outgrow Their Own Reasoning

How iGRPO turns self-generated drafts into a scalable reinforcement signal for stronger, more reliable reasoning.

Blog
Stable World Models, Unstable Benchmarks: Why Infrastructure Is the Real Bottleneck

Why world-model research is stalled less by algorithms and more by fragile, non-reproducible infrastructure—and how stable-worldmodel tries to fix it.

Blog

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