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

Context Is Not a Costume: Why Strong Agents Still Fail on Contact

Two new agent papers show why deployment readiness depends less on generic capability than on explicit adaptation to users, tasks, and shifted environments.

Blog
Experience Is Not Memory: Why Learning Agents Need a Better Feedback Loop

A mechanism-first reading of In-context Training, a new framework for testing whether language agents can turn one-off experience into reusable operational improvement.

Blog
If Logic Were Enough: Why LLMs Still Miss the Point of Conditionals

A study of conditional reasoning shows why LLMs can pass formal logic tests while still failing at the pragmatic interpretation businesses actually need.

Blog

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