Projects
The Architect
Production (PyPI)Public • Open-Source
- An autonomous development lifecycle framework for agent-driven AI coding tools that plan, execute, iterate, review, and maintain themselves without human oversight.
- Employs persistent project memory stored in ARCHITECT.md to capture decisions, constraints, and accumulated knowledge across sessions.
- Utilises multi-signal completion detection and circuit-breaker mechanisms to prevent agent stalls and hallucinated outputs.
- Supports headless operation and continuous integration workflows, featuring a live tmux dashboard for real-time monitoring.
- Available on PyPI, compatible with Claude Code and OpenCode environments, and installable via pip.
MHIL
Concept & Early Prototyping (TRL-5)Semi-Stealth • Non‑Profit
- Machine Human Intelligence Lab is a non-profit research institute constructing advanced benchmarks and evaluation protocols designed to assess genuine machine intelligence beyond narrow LLM task accuracy.
- Develops human-aligned test batteries targeting capabilities in memory retention, strategic planning, system robustness, and autonomous problem-solving under uncertainty.
- Provides open, reproducible evaluation matrices that enable apples-to-apples comparisons among models, vendors, and architectures, targeting ‘pre-superintelligent’ AI systems.
- Sets future-ready standards including reproducible scorecards, capability tiers, and safety-critical thresholds to guide real-world AI deployment.
MazeByte
SOTA Proof of Concept (PoC)Semi-Stealth
- A research project pioneering a fully autonomous, self-sustaining AI agent for end-to-end data automation pipelines.
- Implements infant-inspired reinforcement feedback loops with reward and pain signals alongside resource-seeking behaviours for adaptive system learning.
- Generates modular pseudo-code components for memory management, search algorithms, optimisation, and orchestrated execution of ETL workflows.
- Aims to eliminate manual data engineering by automating the entire data pipeline lifecycle using the proprietary MBI model as its core architecture.
SightBit
SaaS (TRL-9)Public
- A computer vision SaaS platform delivering real-time analytics for drowning prevention, human and vessel detection, and flood-risk notification.
- Operates solely on standard CCTV video feeds without reliance on specialised sensors, onsite edge devices, or per-location manual calibration.
- Utilises a proprietary panoptic segmentation model enhanced by a custom augmentation pipeline, achieving an 18-percentage-point improvement in small-object recall.
AdaptiveBridge
Production-ready (TRL-8)Public • Open-Source
- An open-source Python library that enhances machine learning model robustness by predicting and imputing missing features during inference, addressing a key failure mode in production ML systems.
- Offers configurable thresholds for feature importance, correlation, and accuracy, supporting custom accuracy logic and automated distribution management.
- Provides a drop-in estimator with a standard fit-transform API for seamless integration into existing data pipelines.
- Effectively manages complex feature dependencies, including mandatory, deviation, and leveled features to optimise predictive performance.
- Comes with comprehensive documentation, unit tests, continuous integration, and is distributed under a permissive open-source licence via PyPI.
Jhive
Production (TRL-7)Public • AIforGood
- Django-based web app that uses OpenAI API to analyze and detect antisemitic content.
- Real-time content classification with detailed reporting interface.
- Provides RESTful API endpoints for integration and rate limiting.
- Secure input validation and thorough sanitization to prevent injection attacks.