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

Skill Issue, Literally: Repairing Agent Instructions Without an Answer Key

SkillAudit shows how agent skills can be improved without hidden tests by comparing with-skill and without-skill executions, but only when correctness leaves an observable trace.

Blog
The Drift Alarm Is Not the Strategy

A practical reading of learner-based concept drift detection: when SPC, windowing, and ensemble methods help, when they disappoint, and why real streams refuse to behave like benchmark streams.

Blog
The Robot Needs a Shift Supervisor

A systematic study of hierarchical VLA agents shows that robot reliability depends less on simply adding hierarchy than on how planning, control, memory, observation, and handoff are orchestrated.

Blog

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