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"Choreographing" your Orchestration
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"Choreographing" your Orchestration
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ndrorchestration/README.md

Andrew "Ndr / Ender" Hensel

AI Systems · Orchestration · Evaluation · Governance

I design and evaluate AI systems with a focus on multi-agent orchestration, prompt systems, evaluation methodology, provenance, and governance.

Current Focus

DGAF — Dynamic Governance Agentic Formation

Governance and orchestration research framework for constrained, evaluated, auditable agentic systems.

PDMAL — Phi-Driven Multi-Agent Lattice — is the associated experimental multi-agent topology research track.

Areas of Work

  • AI orchestration & multi-agent systems
  • Prompt engineering & prompt evaluation
  • AI evaluation & benchmark design
  • Governance & provenance
  • Agent control-plane architecture
  • Runtime / deployment verification
  • Spatial & acoustic intelligence
  • Reproducible experimental infrastructure

Featured Projects

Project Focus
DGAF-Framework AI governance, orchestration & evaluation
Driftwatch Drift detection & evaluation
resumeapex-eval Evaluation protocols & artifacts
agent-control-plane Agent control-plane architecture
Acoustic-mesh Acoustic / spatial intelligence
Meshsense Runtime / deployment observation
aoga-dashboard AI dashboard / API

Portfolio Architecture

AI Systems
├── Orchestration
│   ├── DGAF
│   ├── PDMAL
│   └── Agent Control Plane
│
├── Evaluation
│   ├── Driftwatch
│   ├── ResumeApex
│   └── QA / benchmark systems
│
├── Governance
│   ├── Evidence
│   ├── Provenance
│   └── Runtime controls
│
└── Spatial AI
    ├── ASIS
    ├── Acoustic-Mesh
    └── MeshSense

Popular repositories Loading

  1. ai-governance-frameworks ai-governance-frameworks Public

    Validated frameworks for AI governance: Paul-Elder Critical Thinking, NIST AI RMF, ISO 42001, IIA AI Auditing - with implementation roadmap and success metrics

    2

  2. DGAF-Framework DGAF-Framework Public

    Dynamic Governance Agentic Formation Framework — NDR pattern registry, AXIS constraints, multi-agent governance protocols, and SWEEP_LOG. Spine of the ndrorchestration AI governance ecosystem.

    Python 1

  3. ai-prompt-systems-portfolio ai-prompt-systems-portfolio Public

    Public examples of my AI prompt systems and evaluation work (IP-safe, no client data).

    1

  4. 3d-visualization-hub 3d-visualization-hub Public

    Interactive 3D data visualizations powered by Google Cloud. Features Plotly, Matplotlib, and Streamlit for stunning multidimensional data exploration with phi-harmonic modal analysis and real-time …

    Python 1

  5. junior-apogee-app junior-apogee-app Public

    Production-ready AI agent evaluation and QA platform with multi-agent scoring, automated test execution, real-time dashboards, and OWASP Agentic Top 10 compliance checks.

    Python 1

  6. phi-calculus-app phi-calculus-app Public

    Phi-harmonic calculus explorer. Private. DGAF-Framework governed.

    HTML 1