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

Breaking Things on Purpose: How CLI-Gym Teaches AI to Fix the Real World

A deep dive into CLI-Gym and why environment inversion may be the missing link in training truly agentic coding systems.

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Checklist Capital: Reinforcing Agents Without Verifiable Rewards

How CM2 replaces brittle outcome rewards with structured checklist signals to train scalable multi-turn, multi-step AI agents.

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Game On, Agents: When Multimodality Meets the Godot Engine

Why GameDevBench exposes the real bottleneck in agentic AI—multimodal reasoning inside complex, stateful systems like modern game engines.

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