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

Attention Is Not Enough: When Transformers Start Asking for Memory

A new paper explores how augmenting transformers with structured memory can reshape the limits of modern LLMs.

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From Durations to Dynamics: Translating Temporal Planning into PDDL+

A new compilation method shows how temporal planning problems can be systematically translated into PDDL+, unlocking stronger solvers for complex numeric-temporal tasks.

Blog
Green Lights, Smarter Cities: How Multi‑Agent Reinforcement Learning Is Rewiring Urban Traffic

A new MARL framework shows how reinforcement learning can move traffic signals from rigid timing plans to adaptive city‑scale coordination.

Blog

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