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ndrorchestration/README.md

Andrew // Ndr "Ender" Hensel

AI Systems / Orchestration & Evaluation Ecosystem

Profile: AI systems, prompt engineering, orchestration, evaluation, and governance research. Canonical governance track: DGAF (Dynamic Governance Agentic Formation) Framework. Current evidence rule: project-defined terminology, deployment, benchmarks, and governance mappings are not treated as external certification or universal validation without reproducible evidence. README reconciliation: 2026-08-15

About

AI systems / orchestration practitioner based in Columbus, Ohio, building multi-agent systems, evaluation workflows, prompt systems, spatial/acoustic research, and governance-oriented tooling.

The repositories below are separate projects with different evidence boundaries. Cross-repository references describe relationships or intended integrations; they do not transfer validation status.

Evidence Standard

Claims across this ecosystem should distinguish:

DEFINED → IMPLEMENTED → COMPUTED → VERIFIED → ATTESTED → HISTORICAL → HYPOTHESIS → METAPHOR → UNSUPPORTED → DEPRECATED

Operational evidence may also be PENDING when a specific validation or synchronization action remains open. These labels describe evidence state; they are not interchangeable with project maturity or deployment status.

A deployment is not proof of correctness. A local test is evidence about the tested conditions. A benchmark table is not proof of derivation. A mapping to NIST, ISO, OWASP, or another external framework is not certification unless the applicable requirements and evidence establish it.

Public Repositories

This is a curated portfolio index, not an exhaustive mirror of all 29 repositories in the connected owner inventory. The canonical mechanical inventory is maintained in docs/ECOSYSTEM_SYNC_MANIFEST_2026-08-15.md.

Repo Description Current evidence boundary
DGAF-Framework Core governance/evaluation research framework and pattern registry Public framework; individual patterns have independent evidence states
ai-governance-frameworks External-framework mappings and governance research Interpretive mappings unless independently validated
Driftwatch Drift-detection/evaluation engineering project Experimental; detector benchmark remains pending
resumeapex-eval Goldcanstaytoday evaluation protocol and artifacts Experimental repository-defined benchmark
junior-apogee-app AI evaluation and QA workbench Experimental local evaluation platform
sentinel-governance Integrity monitoring / CI governance track Experimental; project-local governance constructs
Acoustic-mesh Acoustic/WebRTC and spatial-intelligence engineering track Experimental; physical/acoustic validation remains pending
Meshsense MeshSense / RuView Status runtime and deployment observation surface Production deployment exists; GitHub-source/runtime equivalence remains pending
3d-visualization-hub Interactive multidimensional visualization Experimental; operational claims require current telemetry
ai-prompt-systems-portfolio IP-safe public prompt-systems portfolio Public portfolio with explicit evidence boundaries
aoga-dashboard AOGA production-deployed dashboard/API Latest GitHub → Vercel deployment binding verified; endpoint/runtime behavior remains pending
phi-calculus-app Phi-calculus research/application track Mathematical claims require derivation/evidence
AHG-Zeta-Pell-Autonomous-Lattice AHG Zeta-Pell experimental simulation track Sampled audit completed; several claims remain historical/hypothesis-level
agent-control-plane Agent control-plane research track Separate from DGAF/PDMAL; implementation and validation are distinct

Project Relationships

DGAF-Framework ── governance/evaluation research spine
       │
       ├── Sentinel / Driftwatch / Junior Apogee / ResumeApex
       ├── AOGA Dashboard
       └── related portfolio/evaluation artifacts

Acoustic-Mesh / ASIS ── separate acoustic + spatial intelligence track
ASIS = Acoustic Spatial Insight System
Meshsense / RuView Status ── runtime/deployment observation surface for the MeshSense branch
PDMAL / lattice work ── separate topology/lattice research track within DGAF
AHG Zeta-Pell ── separate Kalman + silver-ratio control simulation track
Agent Control Plane ── separate control-plane architecture track

These relationships do not imply that one project validates another.

Dashboard / Runtime Boundary

aoga-dashboard has a READY production deployment and a configured Sentinel integration contract. The latest production deployment is explicitly bound to GitHub commit 7ef3f560f650fe63b6e40c2e9a38b96e39d3800d. This establishes a current source/deployment binding, not end-to-end correctness or orchestration behavior. Current retained runtime telemetry does not provide a dated end-to-end Sentinel transaction, so the dashboard should not be represented as having independently attested end-to-end Sentinel behavior until such a trace exists.

Historical DEP0169 (url.parse()) warnings were observed on dashboard API routes. Current retained telemetry does not establish recurrence or a definitive fix.

MeshSense / RuView Status

The canonical source repository is ndrorchestration/Meshsense. The corresponding Vercel project remains meshsense-ruview-status. These are two infrastructure identifiers for the same runtime/status surface, not separate systems.

The latest Vercel production deployment is READY, so deployment existence is verified. The inspected deployment metadata does not expose a GitHub commit binding; therefore exact GitHub-source/runtime equivalence remains PENDING. The prior failed Vercel deployment is retained as historical evidence rather than overwritten.

Acoustic-Mesh / ASIS Boundary

ASIS means Acoustic Spatial Insight System. Acoustic-mesh is the acoustic/WebRTC engineering track supporting the ASIS branch. Its implementation should be evaluated on acoustic sensing, signal processing, networking, and spatial-analysis evidence. Physical/acoustic validation remains a separate evidence gate. DGAF, Amethyst, and PDMAL relationships do not transfer validation to the acoustic system.

Historical / Archived Work

Historical repositories and archives remain useful for provenance but should not be presented as current authorities merely because they contain older benchmark, certification, or governance language.

Examples include:

  • AI-Prompt-Engineer
  • ai-prompt-engineering-portfolio
  • prompt-optimization-library
  • gold-star-qa-framework (archived)

Entrepreneur Hub

entrepreneur-hub is a separate template/business track. Its governance and external-framework references should be interpreted as project mappings unless independently supported by applicable evidence. Commercial pricing, historical platform metrics, and deployment status require their own current provenance.

Workspace Navigation

Document Purpose
docs/master-classification-index.md Cross-workspace taxonomy
logs/ Audit and session history
portfolio/ Portfolio artifacts
profile/ Agent ecosystem material
dashboard/ Dashboard assets

Provenance

Developed by Ndr / Ender Hensel (ndrorchestration).

README evidence-alignment revision: 2026-08-15

Popular repositories Loading

  1. 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

  2. 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

    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).

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  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