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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Courses and tutorials to learn how AI works — from fundamentals to fine-tuning.

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Recent from Cognaptus

Many Policies, One Robot Dog: What ABot-C0 Actually Builds

ABot-C0 shows how data generation, generalist motion tracking, specialized locomotion policies, and runtime orchestration can turn quadruped robotics from a collection of demos into a more reusable product stack.

Blog
Stale Rollouts, Fresh Trouble: The Two Speed Limits of Asynchronous RLHF

A new analysis explains how rollout staleness and learning rate jointly determine whether asynchronous RLHF remains stable, collapses locally, or drifts toward failure.

Blog
The Best AI Team Knows When to Stay Quiet: GRADE and the Economics of Selective Reasoning

GRADE shows how a multi-agent AI system can improve reasoning by selectively activating experts, limiting communication, pruning weak branches, and recalibrating models when the roster changes.

Blog

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