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synchronic1 / cv_readme.md
Last active March 16, 2026 22:22
ContextVault — RAG Pipeline Documentation (Docling + bge-m3 + ColQwen2 + Qdrant + MCP)

ContextVault

Enterprise knowledge base platform that ingests PDF documents and serves their content through the Model Context Protocol (MCP). PDFs drop into Dropbox and flow automatically through a GPU-accelerated extraction, chunking, and embedding pipeline into a hybrid vector database, surfaced to any MCP-capable AI agent.


Architecture

Dropbox /processedfiles/<your-folder>
@synchronic1
synchronic1 / cmp100-210-benchmark.md
Created April 9, 2026 22:23
NVIDIA CMP 100-210 Tensor Core Benchmark Results - Testing reveals Tensor Cores are severely gimped at firmware level

NVIDIA CMP 100-210 Tensor Core Benchmark

Date: 2026-04-09
Driver: NVIDIA 550.163.01
CUDA: 12.4
Host: Proxmox VE (Debian 13, Kernel 6.14)


Executive Summary

@synchronic1
synchronic1 / cig-context-inferenced-generation.md
Created April 13, 2026 02:00
CIG: Context Inferenced Generation - A proposed term for the context-augmented generation taxonomy

CIG: Context Inferenced Generation

Acronym Definition

CIG = Context Inferenced Generation

A generation paradigm where curated context vaults are accessed by inference engines to retrieve relevant knowledge, which then drives multimodal content generation.