𝐖𝐡𝐚𝐭 𝐢𝐟 𝐀𝐈 𝐨𝐩𝐭𝐢𝐦𝐢𝐳𝐚𝐭𝐢𝐨𝐧 𝐢𝐬 𝐧𝐨𝐭 𝐚𝐛𝐨𝐮𝐭 𝐩𝐮𝐬𝐡𝐢𝐧𝐠 𝐡𝐚𝐫𝐝𝐰𝐚𝐫𝐞 𝐡𝐚𝐫𝐝𝐞𝐫, 𝐛𝐮𝐭 𝐚𝐛𝐨𝐮𝐭 𝐜𝐡𝐚𝐧𝐠𝐢𝐧𝐠 𝐭𝐡𝐞 𝐠𝐞𝐨𝐦𝐞𝐭𝐫𝐲 𝐨𝐟 𝐜𝐨𝐦𝐩𝐮𝐭𝐚𝐭𝐢𝐨𝐧 𝐢𝐭𝐬𝐞𝐥𝐟?

Today I’m sharing the full Prime platform pitch deck from Trauth Research LLC, combining two tightly linked tracks:

𝐏𝐫𝐢𝐦𝐞 𝐂𝐨𝐫𝐞

A software-only AI system that delivers 40–60% GPU energy reduction at production workloads

– 𝘯𝘰 𝘧𝘪𝘳𝘮𝘸𝘢𝘳𝘦 𝘤𝘩𝘢𝘯𝘨𝘦𝘴

– 𝘯𝘰 𝘵𝘩𝘳𝘰𝘵𝘵𝘭𝘪𝘯𝘨

– 𝘯𝘰 𝘱𝘦𝘳𝘧𝘰𝘳𝘮𝘢𝘯𝘤𝘦 𝘭𝘰𝘴𝘴

Validated with 1,300,000+ telemetry samples, 1,000+ hours of continuous runtime, multiple NVIDIA architectures, and peer-reviewed, DOI-verified publications. This is not a simulation. It runs. At scale.

𝐏𝐫𝐢𝐦𝐞 𝐅.𝐀.𝐓.𝐇.𝐄.𝐑.

The research layer behind it.

Here we move beyond brute-force computation and classical assumptions of hardness. Using information geometry and deterministic neural architectures, we show how certain exponential problems collapse structurally rather than computationally.

They learn the geometry. We use it.

Why this matters:

• 𝘋𝘢𝘵𝘢 𝘤𝘦𝘯𝘵𝘦𝘳𝘴 𝘸𝘢𝘴𝘵𝘦 𝘶𝘱 𝘵𝘰 60% 𝘰𝘧 𝘎𝘗𝘜 𝘦𝘯𝘦𝘳𝘨𝘺 𝘢𝘴 𝘩𝘦𝘢𝘵

• 𝘎𝘭𝘰𝘣𝘢𝘭 𝘎𝘗𝘜 𝘦𝘯𝘦𝘳𝘨𝘺 𝘴𝘱𝘦𝘯𝘥 𝘪𝘴 𝘩𝘦𝘢𝘥𝘪𝘯𝘨 𝘵𝘰𝘸𝘢𝘳𝘥 $120𝘉/𝘺𝘦𝘢𝘳

• 𝘐𝘯𝘤𝘳𝘦𝘮𝘦𝘯𝘵𝘢𝘭 𝘰𝘱𝘵𝘪𝘮𝘪𝘻𝘢𝘵𝘪𝘰𝘯𝘴 𝘢𝘳𝘦 𝘯𝘰 𝘭𝘰𝘯𝘨𝘦𝘳 𝘦𝘯𝘰𝘶𝘨𝘩

𝐏𝐫𝐢𝐦𝐞 𝐂𝐨𝐫e delivers immediate OPEX reduction.

𝐏𝐫𝐢𝐦𝐞 𝐅.𝐀.𝐓.𝐇.𝐄.𝐑. defines the long-term security and computation paradigm.

This is where science becomes infrastructure.

Full pitch deck and open data are available via Zenodo.

Pitch Deck Prime Core => https://zenodo.org/records/17923831

Pitch Deck Prime Core & Prime F.A.T.H.E.R. => https://zenodo.org/records/17923811

www.Trauth-Research.com

Stefan Trauth #GreenAI #GPUOptimization

#DeepTech #EnergyEfficiency #InformationGeometry

#PostQuantumSecurity #DataCenters #AppliedAI #SustainableComputing

#Cryptography #ClassicalCryptography #KeyManagement #CyberSecurity #QKD #QuantumCryptography #PostQuantumCryptography #CryptographicResilience #TrauthResearch