Projects
SightBit
SaaS (TRL-9)Public
- Advanced computer vision platform for real-time drowning prediction, human and vessel detection, and flood-risk alerts.
- Utilizes standard CCTV feeds, eliminating the need for specialized sensors, edge boxes, or site-specific tuning.
- Features a panoptic-segmentation model with a proprietary augmentation pipeline that enhances small-object recall by 18 percentage points.
AdaptiveBridge
Production-ready (TRL-8)Public • Open-Source
- Python library for adaptive modeling that predicts and fills missing features during inference, ensuring ML models remain robust in real-world applications.
- Offers configurable thresholds for feature importance, correlation, and accuracy; supports custom accuracy logic and automated distribution handling.
- The drop-in estimator requires fitting only once, allowing seamless integration with existing pipelines.
- Effectively manages feature dependencies—mandatory, deviation, leveled—to optimize model performance.
- Comprehensive documentation, unit tests, and CI included, released on PyPI under a permissive license.
MHIL
Concept & Early Prototyping (TRL-5)Semi-Stealth • Non‑Profit
- Machine Human Intelligence Lab (MHIL) is a non-profit institute focused on establishing benchmarks and evaluation protocols for genuine machine intelligence that extends beyond narrow LLM tasks.
- Designs human-aligned test batteries for agents, tools, and composite systems, addressing memory, planning, robustness, and autonomous problem-solving in uncertain environments.
- Develops an open evaluation matrix for 'pre-superintelligent' systems, enabling straightforward comparisons across models, vendors, and architectures.
- Aims for future 'superintelligence-ready' standards, including reproducible scorecards, capability tiers, and safety-critical thresholds for real-world deployment.
MazeByte
SOTA Proof of Concept (PoC)Semi-Stealth
- Demonstrating an autonomous, self-maintained AI agent for data automation through fully ETL processes.
- Implements infant-like feedback loops (reward/pain) and resource-seeking behaviors for adaptive learning.
- Generates pseudo-code modules for memory management, search optimization, and comprehensive ETL automation.
- Aims to eliminate manual data engineering by automating the entire data pipeline using the proprietary MBI model.
Jhive
Production (TRL-7)Public • AIforGood
- Django-based web application employing OpenAI API for the analysis and detection of antisemitic content.
- Real-time content classification paired with a detailed reporting interface.
- Offers RESTful API endpoints for integration with rate limiting.
- Features secure input validation and thorough sanitization measures to prevent injection attacks.