Projects
The Architect
Production (PyPI)Public • Open-Source
- Autonomous AI coding lifecycle manager that plans, executes, retries, reviews, and retains knowledge without supervision.
- Maintains persistent project memory through ARCHITECT.md, capturing design decisions, constraints, and lessons across sessions.
- Employs multi-signal completion detection and circuit breakers to avoid stalled or hallucinated agent outputs.
- Supports headless operation, continuous integration workflows, and live monitoring via tmux dashboards.
- Available on PyPI, compatible with Claude Code and OpenCode for seamless installation and integration.
MHIL
Concept & Early Prototyping (TRL-5)Semi-Stealth • Non‑Profit
- Non-profit Machine Human Intelligence Lab focused on developing benchmarks and evaluation protocols for true machine intelligence beyond narrow LLM task accuracy.
- Constructs human-aligned test suites for agents and composite AI systems covering memory, planning, robustness, and autonomous decision-making under uncertainty.
- Produces open evaluation matrices for pre-superintelligent systems enabling standardized, vendor-neutral comparisons.
- Establishes future-proof assessment standards including reproducible scorecards, capability tiers, and safety-critical thresholds for real-world AI deployment.
MazeByte
SOTA Proof of Concept (PoC)Semi-Stealth
- Proof-of-concept autonomous AI agent designed for end-to-end data engineering automation with zero human maintenance.
- Implements infant-inspired feedback loops incorporating reward and pain signals alongside resource-seeking behaviours for continual adaptive learning.
- Automatically generates modular pseudo-code components for memory management, search, optimisation, and orchestration of ETL pipelines.
- Employs the proprietary MBI internal model to eliminate manual data engineering tasks by delivering fully agentic, self-sustaining data pipeline automation.
SightBit
SaaS (TRL-9)Public
- Production-grade computer vision SaaS platform delivering real-time drowning prediction, human and vessel detection, and flood-risk alerts using standard CCTV feeds without specialized sensors or hardware.
- Applies a panoptic segmentation deep learning model enhanced by proprietary data augmentation techniques, resulting in an 18 percentage point increase in small-object recall.
- Engineered for scalable deployment and operational reliability in safety-critical environments without per-site manual tuning requirements.
AdaptiveBridge
Production-ready (TRL-8)Public • Open-Source
- Open-source Python library engineered for production-ready adaptive modelling that predicts and imputes missing features at inference time, preserving ML model robustness in dynamic, real-world data environments.
- Supports configurable thresholds for feature importance, correlation, and accuracy with options for custom accuracy logic and automated distribution adjustments.
- Provides a drop-in scikit-learn compatible estimator interface using fit and transform methods for seamless pipeline integration.
- Manages complex feature dependencies including mandatory, deviation, and leveled feature categories to maintain optimal performance.
- Comprehensive documentation, unit testing, and continuous integration included; available on PyPI under a permissive license.
Jhive
Production (TRL-7)Public • AIforGood
- Django-based production web application utilising OpenAI API for precise, real-time detection of antisemitic content.
- Features a detailed reporting interface for analysis and moderation workflows.
- Offers secure RESTful API endpoints with rate limiting for scalable integration.
- Implements rigorous input validation and sanitisation protocols to prevent injection and misuse, ensuring reliable and safe operation in sensitive content moderation contexts.