K.I.B.I.B.I. Second Brain
Knowledge Indexing & Business Intelligence Brain Interface. An air-gapped, local-first enterprise reasoning system operating strictly within 8GB RAM host constraints. Unifies hybrid BM25 + dense vector retrieval across 7,179 local technical artifacts, autonomous MCP ReAct agents, and real-time credential redaction.
Pioneering Architecture & Local-First Innovations
A stateful knowledge vault that learns from human feedback without requiring model retraining.
Hybrid Retrieval: BM25 + Dense Vectors
Engineered a low-latency dual-index RAG pipeline combining SQLite FTS5 (BM25 lexical search) with local all-MiniLM-L6-v2 dense vector embeddings. Indexes and retrieves technical notes, server configs, and code snippets across 7,179 artifacts without exceeding host memory ceilings.
MCP ReAct Agent Orchestration
Autonomous Reason + Act (ReAct) agent loops built on the Model Context Protocol (MCP). Specialized local agents—Infrastructure, Ticketing, and Academic—query local data stores, execute diagnostics, and synthesize multi-step outputs autonomously.
Live In-Flight Credential Redaction
Custom local proxy gateway on Port 20128 equipped with in-flight credential and secret redaction. Automatically scrubs sensitive API tokens, passwords, customer credentials, and IP infrastructure IDs before prompt payloads enter model context windows.
Relational Neural Knowledge Graph
Interactive D3.js force-directed graph UI visualizing semantic clusters, entity relationships, and cross-artifact dependencies across the 7,179-node knowledge base. Allows intuitive visual exploration of organizational memory.
Conceptual Architecture Framework
The layered structural flow connecting SQLite memory vaults (kibibi_vault.db), the OmniRoute gateway, and multi-agent MCP loops.
