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.
Exocentric Homeostasis
BDI Deliberation
Active Inference
Groq / Llama 3.1
Cloudflare Functions
NeuroGrid Fault Risk Scoring Platform live
Medium-voltage fault risk inference with CI-minded training flow, artefact versioning, and live API serving.
End-to-End ML
Model Serving
CI Training
Versioned Artefacts
Forecast Studio live
Forecasting as a system: feature pipelines, backtesting harness, and deployment-ready outputs for planning workflows.
Time-Series
Backtesting
MLOps
Monitoring-ready Outputs
RAG Knowledge Copilot live
Retrieval tracing with source citations, guardrails enforcement, and automated evaluation harness for LLMOps workflows.
RAG
LLMOps
Evaluation Harness
Guardrails
Centrico LiveLab — End-to-End MLOps live
Complete MLOps pipeline: data ingestion → training → inference API → monitoring → CI quality gates.
Data Engineering
MLOps Pipeline
FastAPI
Prometheus + Grafana
CI Quality Gates
Tabular Risk live
Interactive tabular risk scoring with client-side baseline model and optional API integration for deployed endpoints.
Client-Side ML
Risk Scoring
Transparent Baseline
Visual Inspector live
Image analysis tool with local property inspection and optional API integration for deployed vision models.
Computer Vision
Client-Side Analysis
Image Processing
Open Banking Transaction Enrichment live
AI-powered transaction categorisation using NLP to extract merchant names, categories, and anomaly signals from raw Open Banking data.
NLP Categorisation
Merchant Extraction
Multi-Language
Anomaly Detection
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.
GLiNER
ONNX INT8
FastAPI
PII Detection
Zero-shot NER