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Scaled Cognition
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December 15, 2025

The Model Constellation Gambit

The Constellation approach promises reliability by chaining AI models—but in practice it multiplies errors, latency, cost, and operational risk.

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December 2, 2025

Building on Jell-O

The current generation of applications built on general-purpose AI models may look solid at first glance but lean on them in the real world and they wobble.

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December 1, 2025

Prompt Trees: Training-time Prefix Caching

We present a method for encoding tree-structured data (like you might get from conversation rollouts while doing RL training for conversational agents) using a standard transformer. This method gives us training speedups of up to 70x over standard training.

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October 16, 2025

Announcing Our Partnership with Genesys

Today, we’re excited to announce a new partnership with Genesys®, a global cloud leader in AI-Powered Experience Orchestration.

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February 12, 2025

Scaled Cognition introduces the Agentic Pretrained Transformer, topping agentic benchmarks.

Today, Scaled Cognition is launching with the world’s first model and system designed and trained for agentic applications.

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Build With Certainty

Eliminate errors, enforce policy, and deliver enterprise outcomes from day one.

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