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
A controlled model-merging study shows why expert checkpoints should be selected jointly with the merge operator rather than fixed by standalone validation loss.
BlogA multi-cluster MiniLM gate improves out-of-scope rejection, while exposing why rejection and intent classification should be evaluated separately.
BlogVisual Semantic Entropy detects visual instability that repeated VLM answers and joint image-text perturbations can conceal.
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