ENGINEERING DISPATCH

Research, Benchmarks & Systems Engineering

Deep technical write-ups from the TensorFact infrastructure team on GPU kernel optimization, distributed inference, and Model Context Protocol architectures.

CUDA Optimization
2026-08-14 10:00:0012 min read

Optimizing 405B Parameter LLM Inference on Liquid-Cooled B200 Clusters

How we redesigned tensor parallelism communication over NVLink 5.0 and implemented custom FP8 GEMM kernels with low-rank factor decomposition, achieving 68 tokens/sec per stream on 405B parameter models.

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MCP Architecture
2026-07-28 14:30:008 min read

Building Resilient Agent Swarms with Model Context Protocol (MCP)

A comprehensive guide to building stateful multi-agent systems using the open Model Context Protocol. Learn how to prevent context drift and sandbox tool execution safely.

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Edge Systems
2026-07-10 09:15:0010 min read

Kernel-Level Tensor Factorization for Edge Hardware Acceleration

Decomposing convolutional and transformer projection weights into low-rank factor matrices to run trillion-parameter models on edge hardware.

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Benchmarks
2026-06-22 16:00:007 min read

Comparative Benchmark: FP8 vs AWQ INT4 Latency vs Accuracy

Empirical evaluation across DeepSeek-V3, Llama 3.3, and Qwen 2.5 on NVIDIA H100 and B200 GPUs. Analysis of MMLU scores vs memory throughput.

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Security & Trust
2026-06-05 11:45:009 min read

Zero-Egress Sovereign Cloud Architecture for Regulated Enterprise AI

How to architect confidential computing enclaves with AMD SEV-SNP and NVIDIA CC to guarantee zero data leakage for financial and healthcare compliance.

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