Published March 2, 2026 | Version v1
Preprint Open

The Laghu-Maha Sutra: Achieving Dense 70B-Equivalent Logical Throughput on 6 GB VRAM via the Manas-Buddhi Karaka Asymmetric Mesh

  • 1. Independent Researcher

Description

We propose the "Laghu-Maha Sutra," a sovereign asymmetric mesh architecture that allows for 70B-parameter level reasoning on resource-constrained 6GB VRAM GPUs. By decoupling the local coordinating orchestrator (Manas) from stateless cloud reasoning experts (Buddhi Karaka), we maintain full data sovereignty while dramatically expanding the cognitive ceiling of local devices. We evaluate the system on an RTX 4050, achieving 93.3% logical accuracy and sub-second routing latency, democratizing frontier-level AI for independent researchers.

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Achieving Dense 70BEquivalent Logical Throughput on 6 GB.pdf

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