Neuromorphic Inference Lab
Interactive enterprise AI governance
Inspect governed agent execution, model routing, cost telemetry, and Human-in-the-Loop approvals in real time.
Six AI agents assess a synthetic software product idea for a budget holder. Code checks every quote, strikes unverified figures, computes the PERT estimate, cash flows, ROI, NPV and payback, and a person decides.
Six AI agents debate a synthetic candidate live. Code verifies every quote, strikes statements that rely on protected characteristics, computes the scores and pay band, and a person makes the decision.
An LLM agent onboards a synthetic new hire across HRIS, IT, Payroll, Calendar and Messaging APIs, with retries, code-enforced guardrails, a scripted fallback and human approval of exceptions.
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.
Medium-voltage fault risk inference with CI-minded training flow, artefact versioning, and live API serving.
Forecasting as a system: feature pipelines, backtesting harness, and deployment-ready outputs for planning workflows.
Retrieval tracing with source citations, guardrails enforcement, and automated evaluation harness for LLMOps workflows.
Complete MLOps pipeline: data ingestion → training → inference API → monitoring → CI quality gates.
Interactive tabular risk scoring with client-side baseline model and optional API integration for deployed endpoints.
Image analysis tool with local property inspection and optional API integration for deployed vision models.
AI-powered transaction categorization using NLP to extract merchant names, categories, and anomaly signals from raw Open Banking data.
Zero-shot NER microservice for banking documents. Detects PII and financial identifiers using a DeBERTa encoder quantised to INT8 for CPU serving.
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.
System design and implementation of an API service managing Resources and a derived Node tree. Async workflow orchestration, transactional outbox, generation control, PostgreSQL + ltree, and a multi-phase internal pipeline for tree reconciliation.
Formal framework for persistent LLM agents with welfare anchored to an externally monitored world-state. Interventional hope term via do-calculus. Governance-transparent utility decomposition. Reproducible simulations.