Enterprise Sovereign AI Decision Matrix
An enterprise AI control plane demonstrating deterministic multi-agent workflows, sovereign inference, policy routing, live telemetry, audit lineage, and operator approvals.
Systems
EHD Research — World-Directed Welfare Research · arXiv 2026
Formal framework for persistent LLM agents with welfare anchored to externally monitored world-states. Interventional hope term via do-calculus. Governance-transparent utility decomposition.
EHD-Watch — Exocentric Homeostatic Agent live
A persistent agent whose primary welfare is world-directed. Monitors PM2.5 air quality in real time, deliberates on action selection, and exposes its full thought stream as it happens.
AnomalyForge — Industrial Anomaly Detection
End-to-end ML platform for real-time anomaly detection on industrial IoT streams. PyTorch TFT, FastAPI serving, Kubernetes, Terraform IaC, and full observability stack.
NeuroGrid Fault Risk Scoring Platform live
Medium-voltage fault risk inference with CI-minded training flow, artefact versioning, and live API serving.
Forecast Studio live
Forecasting as a system: feature pipelines, backtesting harness, and deployment-ready outputs for planning workflows.
RAG Knowledge Copilot live
Retrieval tracing with source citations, guardrails enforcement, and automated evaluation harness for LLMOps workflows.
Centrico LiveLab — End-to-End MLOps live
Complete MLOps pipeline: data ingestion → training → inference API → monitoring → CI quality gates.
Tabular Risk live
Interactive tabular risk scoring with client-side baseline model and optional API integration for deployed endpoints.
Visual Inspector live
Image analysis tool with local property inspection and optional API integration for deployed vision models.
Open Banking Transaction Enrichment live
AI-powered transaction categorisation using NLP to extract merchant names, categories, and anomaly signals from raw Open Banking data.
GLiNER Financial NER live
Zero-shot NER microservice for banking documents. Detects PII and financial identifiers using a DeBERTa encoder quantised to INT8 for CPU serving.