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

Click Like a Human: Why Avenir-Web Is a Quiet Breakthrough in Web Agents

Avenir-Web shows that web automation doesn’t fail because models are dumb—but because they lack experience, memory, and grounded perception.

Blog
Click with Confidence: Teaching GUI Agents When *Not* to Click

Why uncertainty calibration—not bigger models—is the missing safety layer for autonomous GUI agents

Blog
Coaching the Swarm: Why Multi‑Agent RL Finally Scales

How per‑action process rewards turn brittle agent collectives into scalable, specialized systems

Blog

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