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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Recent from Cognaptus

Cache Me If You Can: Why LLM Benchmarks Need Contamination-Resistant Data

A mechanism-first reading of contamination-resistant benchmark datasets: why protected latent inputs could make LLM evaluation harder to memorize, easier to govern, and still difficult to operationalize.

Blog
Clue by Clue: ProjectionBench and the Business of Testing AI Discovery

ProjectionBench turns AI scientific discovery from a vague ambition into a measurable context-sensitivity test.

Blog
Compile Once, Train Later: Offline RL Moves Code-Model Verification Upstream

A mechanism-first reading of how offline reinforcement learning can post-train code models by turning pre-verified code datasets into cheaper, harder-task learning signals.

Blog

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