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marc-shade/README.md

Marc Shade

Senior AI Engineer at CFGI | Senior Advisor at KineticArc.ai | ARC-AGI-3 Competitor | 30 Years Production Engineering

Production AI for regulated environments: multi-agent orchestration, MCP infrastructure, and compliance-aware systems. Previously shipped enterprise production systems across Fortune 500 (Kellogg's, Hertz, Stryker, Eaton).

Current Focus

  • CFGI: Senior AI Engineer. Internal AI platform and agentic tooling.
  • ARC-AGI-3: competing in the premier artificial general intelligence benchmark. Object-centric learning, state-graph search, test-time training.
  • KineticArc.ai: Senior Advisor. Adaptive manufacturing intelligence for real-time robotic control, co-founded with Scott Laughlin (27 patents).
  • Open Source: 45+ original repositories, 25 of them MCP servers. Active Kaggle competitor.

Featured Projects

Project Description
Ollama Workbench Enterprise platform for AI model management, testing, and agent creation
World Intel MCP 109-tool MCP server for real-time global intelligence across 30+ domains
Enhanced Memory MCP 200+ tool memory system with 4-tier RAG, embeddings, and vector search
tmux (Agentic Fork) tmux with native MCP integration, 15 agentic commands, agent dashboard
LLM Council Multi-model deliberation with MCP server, 10 reasoning patterns
Agentic System OSS Open source 24/7 autonomous agentic AI system

AI Systems & Multi-Agent Architecture

Production AI: RAG pipelines, multi-agent orchestration, LLM integrations with production guardrails, compliance-aware AI for regulated environments (FERPA, HIPAA)

MCP Infrastructure: Model Context Protocol servers for composable AI agent systems across fraud detection, memory management, security, and intelligence domains

Enterprise Systems: platforms handling millions of records, 100+ institutional clients, 24/7 operation with Prometheus/Grafana monitoring

Healthcare, Compliance & Security

AI in regulated environments requires compliance by design. These projects demonstrate patterns for healthcare, financial, and federal compliance:

Project Domain
DocsIngest HIPAA PHI/PII detection, CUI marking, ITAR/EAR screening, FedRAMP audit trails
Fraud Detection MCP Financial fraud with explainable AI, auditable decisions for regulatory review
HIDS MCP Host intrusion detection: log analysis, process monitoring, file integrity
Security Auditor MCP AI-powered vulnerability scanning and remediation
Digital Footprint PII exposure detection and privacy protection

Technical Skills

Languages: Python, TypeScript, JavaScript, SQL, Bash AI/ML: PyTorch, TensorFlow, Deep Learning, Reinforcement Learning, Computer Vision, NLP, LLMs Infrastructure: Docker, Kubernetes, AWS, GCP, Linux, CI/CD, Terraform Data: PostgreSQL, Elasticsearch, Qdrant, Redis, DuckDB, SQLite Frameworks: FastAPI, React, Node.js, Streamlit Specializations: Distributed Systems, Multi-Agent Systems, MCP (Model Context Protocol), MLOps, Robotics Control Systems

Experience

  • Senior AI Engineer, CFGI
  • Senior Advisor, KineticArc.ai (co-founder; previously CTO)
  • AGI Researcher, ARC-AGI-3 Competition (2025 to present)
  • Senior Production Engineer, Fortune 500: Kellogg's, Hertz, Stryker, Eaton (30 years)

Connect

LinkedIn · KineticArc · Kaggle · Pittsburgh, PA

Pinned Loading

  1. Ollama-Workbench Ollama-Workbench Public

    A comprehensive platform for managing, testing, and leveraging Ollama AI models with advanced features for customization, workflow automation, and collaborative development.

    Python 50 8

  2. Video-Transcription Video-Transcription Public

    A powerful video transcription and translation tool built using OpenAI's Whisper model, Google Translate, and a Streamlit-based interface.

    Python 14 7

  3. docsingest docsingest Public

    Document ingestion with CUI detection, ITAR/EAR screening, PII/PHI protection, and audit trails with hash-chain integrity. HIPAA Safe Harbor coverage.

    Python 5 2

  4. world-intel-mcp world-intel-mcp Public

    120-tool MCP server for real-time global intelligence: markets, SEC filings, conflict, military, cyber, climate, news, and 30+ domains. AI situation briefs that cite their sources, user-defined geo…

    Python 601 114

  5. fraud-detection-mcp fraud-detection-mcp Public

    Fraud detection MCP server: Isolation Forest + Autoencoder ensemble, behavioral biometrics, agent-to-agent transaction protection, defense compliance (NITTF/SIEM/SEAD). 24 tools, 831 tests.

    Python 4 1

  6. tmux tmux Public

    Forked from tmux/tmux

    Fork of tmux with native MCP integration, 15 agentic AI commands, agent-aware sessions, multi-session coordination, and an interactive agent dashboard. Purpose-built for AI-assisted development wor…

    C 1