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

Agree Once, Remember Later: The Commit Boundary in Personal Agents

A benchmark of stateful personal agents shows that the largest sycophancy risk emerges when user claims are written into durable state and reused later.

Blog
Approved One by One, Risky in Combination: Testing Agent Skills Before They Execute

SkillFuzz shows how marketplace operators can screen composition-induced agent risks before committing scarce sandbox and review capacity.

Blog
Rotate Before You Update: Deeper Test-Time Adaptation for Graph Models

T3R shows how graph models can adapt deeper layers from unlabeled test data, provided teams qualify the auxiliary signal, bound the update budget, and accept the latency cost.

Blog

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