Hardware Sovereignty Telemetry
VRAM BOUNDED
GPU Accelerator NVIDIA GeForce GTX 1050 Ti
VRAM Allocation 3.82 GB / 4.00 GB (95.5%)
Analytical Left Brain ($T=0.1$) 0.84 GB VRAM
Creative Right Brain ($T=0.8$) 0.84 GB VRAM
Colossus & UKS Memory 2.14 GB VRAM
Thermal / Stability State 58Β°C β€’ Stable 60 FPS
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Agent0Core & The 7-Server MCP Ecosystem

ImpressionCore merges cognitive language models with autonomous agentic execution. Powered by the Agent0Core layer, the Guardian safety supervisor, and a standardized 7-server Model Context Protocol (MCP) tool gateway.

Agent0Core Autonomous Control Dashboard
Agent0Core Control Center: Autonomous Tool Execution, Task Scheduling, and Guardian Security Telemetry FIGURE 6.0 β€’ AGENTIC CONTROL

Autonomous Local Intelligence with GGUF Supervision

Zero reliance on external proprietary APIs. Agent0Core runs local quantized LLMs through llama.cpp to supervise tasks, call tools, and audit system health.

πŸ¦™ GGUF LlamaCppSupervisor

Local high-performance quantization supervisor. Executes quantized GGUF weights locally on consumer CPUs and GPUs with zero data leakage or cloud telemetry.

πŸ›‘οΈ The Guardian Security Supervisor

Real-time cryptographic firewall. Audits every incoming prompt and outgoing tool call against Kirk LaSalle's 10 Permanent Active Directives using the Dual-Layer Constitutional Framework.

πŸ’Ύ Persistent Vector Memory

Episodic and semantic recall engine. Indexes user interactions, research sessions, and tool outputs into verifiable local vector databases with non-repudiation hashing.

πŸ›‘οΈ Interactive Security: Dual-Layer Governance Enforcement

The Guardian agent enforces security by evaluating all agent actions against two distinct, synchronized layers:

πŸ“œ Literal Statutory Text (Canon): The exact verbatim wording from Permanent_Active_Directives.txt in a golden-bordered statutory block.
πŸ” System Translation & Architectural Interpretation: A cyan-bordered technical interpretation explaining how ImpressionCore, the Guardian agent, and local edge computing enforce and interpret the law in code.
View Full Verbatim 10 Laws & System Interpretations β†’
Terminal / Command Line Execution Agent0Core CLI & Web UI
# 1. Launch Agent0Core CLI with Local GGUF Supervisor
python agent0core/run_cli.py

# 2. Launch Agent0Core Glassmorphism Web Dashboard
python agent0core/run_ui.py
          

The 7-Server Model Context Protocol Ecosystem

A unified, secure microservice topology located in `.mcp/`, giving models standardized access to datasets, automation, documentation, and web intelligence.

GATEWAY β€’ PORT 9000 ● MASTER BRIDGE

impressioncore-goliath

The master unified gateway implementing the Bridge Pattern. Aggregates all sub-MCP servers into a single discoverable endpoint with rate limiting, logging, and security verification.

DOCUMENTATION ● 1,618 FILES

ids-mcp

The ImpressionCore Documentation System server. Performs semantic and keyword search across 1,618 indexed markdown documents, technical specs, and architecture logs.

DATA DISCOVERY ● 40+ SOURCES

impressioncore-eds

Educational Dataset Discovery server. Connects to 40+ academic, scientific, and open-access dataset sources for automated distillation training curriculum curation.

PROCESS AUTOMATION ● ACTIVE

impressioncore-ipa

Intelligent Process Automation and academic research scraper. Automates multi-step research extraction, literature review generation, and code refactoring tasks.

PROJECT ASSISTANT ● NLU ENGINE

impressioncore-dpa

Digital Project Assistant & UI Accessibility server. Analyzes Natural Language Understanding (NLU) requirements, generates interface schemas, and checks WCAG compliance.

HEALTH MONITOR ● NON-REPUDIATION

impressioncore-vrgc

Autonomous Runtime Monitor and Health Telemetry engine. Watches GPU thermals, VRAM ceilings, process uptime, and generates non-repudiation audit certificates.

WEB INTELLIGENCE ● SECURE FILTER

web-search-mcp

Privacy-preserving web intelligence ingestion server. Discovers up-to-date web pages, strips advertising payloads, and converts raw HTML into clean semantic markdown for live model grounding.

Universal Knowledge Store (UKS) Semantic Engine

The foundation of lifelong digital companion memory: indexing knowledge relationships and semantic associations into a unified queryable graph.

UKS Universal Knowledge Store Visualizer
UKS Semantic Graph Engine: Knowledge Relationship Indexer & Associative Memory Store FIGURE 6.1 β€’ UKS STORE
Explore Documentation & IDS Search β†’ View Governance & The 10 Laws