NovaSageAI

[mjp88nz]

Introduce yourself

Hi everyone my name is Michael-John-McKenzie: Family of Ponder from New Zealand.
Im the ower/auther/builder of NovaSagaAI

Links (optional)

No response

Where are you in your GitHub journey?

Here to make connections

And where are you going next on GitHub?

Possibly looking for collaborators to help with building and test novasgeai and the future AI governance system which I have a provisional patent and genuine copyright at first priority rights to the invention and ideas, everything is mostly built it just needs a bit of github tlc and deployment.

What technical skills or projects are you working on?

Nova Sage AI™
Copyright © 2026 Michael-John-McKenzie: Family of Ponder. All rights reserved.

This repository and its contents (including project/module names, documentation, and associated materials) are the proprietary intellectual property of the copyright holder. No license or permission is granted to use, copy, modify, merge, publish, distribute, sublicense, or sell any part of this work without prior written authorization.

Core platform and governance

Nova Sage AI (Core Platform)

Cognitive Operating System (Governed Orchestrator)

Governance Layer (Core)

Constitutional Spine (Policy Core)

Governance Router (PRL5 Routing Engine)

Axiom Baselines (Doctrine Layer)

TRUTH-K Overlay (Epistemic Discipline Layer)

LEX Layer (Lexicon Safety Layer)

MODE2 Format Lock (Structured Output Layer)

FEARLESS-EXPLORATION Default (Exploration Policy Mode)

Scoring and evaluation

ESRP Multi-Metric Alignment Scoring Engine

Evidence–Interpretation Separator

Coherence / Drift Detection Engine

Cross-Context Consistency Checker

Uncertainty Labeling & Calibration Layer

Regression / Benchmark Harness

Red-Team / Adversarial Test Suite

Audit-Grade Decision Trace Recorder

Time and continuity

Temporal Depth Anchoring (TDA)

TIME Module Layer (TML)

Continuity Across Time Engine

Continuity Frames / State Snapshot Layer

Timeline Anchoring & Event Ledger

Integrity, provenance, and incident response

Provenance / Chain-of-Custody Toolkit

Integrity Sentinel (File Integrity Monitor)

Integrity Canary System

Consent Gate (Write/Change Approval Layer)

Incident Report Packager (Case Bundle Generator)

Evidence Hashing & Sealing Pipeline

Escalation Router (Severity Routing + Manual Approval)

Multi-agent and orchestration

Agent Registry

Agent Bus / Message Router

Swarm Coordinator

Swarm Load Regulator

Agent Specialization Engine

Outcome Collector

Governance-First Execution Pipeline

Gravity Core family

Gravity Core (Planning Engine)

Gravity Attention Layer (Priority Ranking)

Gravity Well / Task Mass Scoring (Priority Heuristic)

Trajectory Engine (Plan Sequencer)

Strategic Pattern Engine

Meta-Strategy Learning Layer

Reinforcement Memory Loop (Learning Feedback)

Memory systems

Memory Engine (Semantic + Replay + Frames)

ReinforcementMemory Store

Replay Buffer

Semantic Memory Store

Continuity Frame Store

Governance-Gated Memory Writer

Safety, constraints, and guardrails

Contract Enforcer Module

HarmCheck Module

Constraint Anchor Verification

Risk Budgeting / Circuit Breaker Layer

Runtime Throttle & Cool-Off Controls

Applied testbeds and adapters (public-safe)

Governed Automation Testbed

Execution Adapter Harness (Integration Boundary)

Broker Adapter Layer (Pluggable)

Market Data Adapter Layer (Pluggable)

Avatar and multimodal (if you want to include it)

DreamForge Engine (Multimodal Synthesis Pipeline)

Evosa Avatar Engine

Emotion Mapping Layer

Micro-Expression Engine

Lip-Sync Engine

Avatar Orchestrator

Zero trust and product interface

Zero-Trust Dashboard

Role-Based Access Control Layer

Collaborator Sandbox Workflow

Observability Console (Metrics / Alerts / Runs)

Policy Simulation & Replay Viewer

Deployment Pipeline (Containerized Services)

If you want this to be extra GitHub-friendly, I can output the same list as a “Module Index” with short one-line descriptions that stay non-proprietary (e.g., “Governance Router — routing layer for response modes”).

Got a question for us? (optional)

Has anybody elce been having problems with using emergent AI platform and the agent tempering with licences and MD and copyright and trying to weaken IP in a private repository?