Projects
MHIL
Concept & Early Prototyping (TRL-5)Semi-Stealth • Non‑Profit
- Non-profit research lab advancing AI evaluation beyond limited LLM benchmarks.
- Develops human-aligned test suites measuring memory, planning, robustness, and autonomous problem-solving under uncertainty.
- Creates open, reproducible evaluation matrices for 'pre-superintelligent' AI systems, enabling consistent cross-model and vendor comparison.
- Focuses on future-proof standards with scorecards, capability tiers, and safety-critical metrics designed for real-world deployment and system safety assurance.
MazeByte
SOTA Proof of Concept (PoC)Semi-Stealth
- Cutting-edge proof of concept in autonomous ETL automation using self-maintained AI agents.
- Implements biologically inspired feedback loops simulating reward and pain signals to drive adaptive learning and resource optimisation.
- Generates modular pseudo-code components for memory management, search algorithms, optimisation, and orchestration of full data pipeline automation.
- Utilises proprietary MBI model to eliminate manual interventions and maintain data flows end-to-end without human input.
SightBit
SaaS (TRL-9)Public
- Production computer vision SaaS platform delivering real-time detection of drowning events, humans, vessels, and flood risks.
- Operates on standard CCTV infrastructures without requiring specialised sensors, onsite hardware, or custom calibration.
- Employs panoptic segmentation enhanced by proprietary data augmentation techniques to significantly improve recall of small objects in safety-critical environments.
AdaptiveBridge
Production-ready (TRL-8)Public • Open-Source
- Open-source Python library designed to sustain ML model reliability by predicting and compensating for missing input features during inference.
- Supports fine-tuned thresholds for feature importance and correlation, enabling configurable accuracy logic and automated distribution handling.
- Provides a drop-in estimator interface with fit-transform methods for seamless integration in existing pipelines.
- Handles complex feature dependencies including mandatory, deviation, and hierarchical features to optimise inference robustness.
- Includes comprehensive documentation, unit tests, and continuous integration; available under a permissive open-source licence.
Jhive
Production (TRL-7)Public • AIforGood
- Django-based production web application employing OpenAI API to detect antisemitic content in real-time.
- Features a robust content classification system paired with a detailed reporting dashboard for analysis and review.
- Offers RESTful API endpoints with built-in rate limiting for scalable integration.
- Emphasises security through rigorous input validation and sanitisation preventing injection and misuse.