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

Count Us In: How Dual‑Agent LLMs Turn Math Slips into Teachable Moments

A close read of new evidence on where LLMs actually fail at math—and practical design patterns that make them reliable for instruction and assessment.

Blog
Fast & Curious: How ‘Speed-First’ LLM Architectures Change the Build vs. Buy Math

From linear attention to MoE and diffusion LLMs—what ‘efficient by design’ really means for cost, latency, and roadmap decisions in AI products.

Blog
Forecast: Mostly Context with a Chance of Routing

Four zero‑shot prompting strategies that turn LLMs into practical, context‑aware forecasters—and when each one wins in the real world.

Blog

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