AI isn't magic.

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Cognaptus automates enterprise workflows and incubates AI tools for startups—bridging operational efficiency and product innovation.

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Recent from Cognaptus

Agents Need Worlds, Not Prompts: Inside ScaleEnv’s Synthetic Environment Revolution

Why scaling environments—not trajectories—is the missing lever for generalist tool-use agents.

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AIRS-Bench: When AI Starts Doing the Science, Not Just Talking About It

A deep dive into AIRS-Bench, a new benchmark that tests whether AI agents can actually perform the end-to-end work of a research scientist.

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From Features to Actions: Why Agentic AI Needs a New Explainability Playbook

Why attribution-based XAI breaks down for autonomous agents—and what trajectory-level explainability replaces it with.

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