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

Conducting the Agents: Why AORCHESTRA Treats Sub-Agents as Recipes, Not Roles

A deep dive into AORCHESTRA, an orchestration-centric agent framework that replaces static roles with on-demand, four-tuple agent specialization.

Blog
Conformal Thinking: Teaching LLMs When to Stop Thinking

How risk-controlled early stopping reframes test-time scaling from token budgets to decision-theoretic guarantees.

Blog
More Isn’t Smarter: Why Agent Diversity Beats Agent Count

An information-theoretic look at why scaling multi-agent LLM systems quickly saturates—and how diversity reopens the performance frontier.

Blog

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