We build AI systems that discover features, run experiments, and evaluate models without human intervention. Turning raw sports data into predictive intelligence.
Agentic AI replaces the manual hypothesis-experiment-analysis cycle. Our agents discover features, design experiments, and evaluate models across multiple prediction targets.
AI agents generate predictive features from multi-source sports data autonomously. A novel dual lag schema captures both weekly and per-game temporal patterns, scaling feature spaces far beyond what manual engineering achieves.
End-to-end pipeline that generates hypotheses, designs experiments, tunes hyperparameters via Bayesian optimization, and evaluates results across multiple prediction targets and player positions — no human in the loop.
A medallion architecture ingests, validates, and joins heterogeneous data sources with automated entity resolution achieving high cross-source matching accuracy.
Modular medallion architecture. Each layer independently upgradable, every boundary enforced by automated validation.
| Layer | Repo | Purpose |
|---|---|---|
| Bronze | thebronzedale | Raw data ingestion with Pydantic validation |
| Silver | thesilverdale | Cross-source joins, entity resolution, data quality |
| Gold | thegolddale | ML-ready feature engineering |
| Diamond | thediamonddale | ML training, tuning, inference, backtesting |
| Quantum | thequantumdale | Automated feature synthesis |
| Dashboard | thedashboarddale | Interactive web UI and analytics dashboard |
| AI Infra | claude-system | Agent workflows, ACE methodology, memory systems |
| AI Infra | opencode-system | Swarm delegation, ML model auditing |
| Evolutionary | infinitedale | Autonomous AI code evolution framework |
We work on genuinely unsolved problems at the intersection of agentic AI and sports analytics. Failed approaches are part of the process — that's what real research looks like.
The sports analytics market is projected at $12B by 2028, growing 25% annually. We serve organizations that need data science capability without the overhead of a dedicated team.
Player evaluation, draft scouting, salary cap management, and in-game strategy for NHL, CFL, MLS, and other North American leagues. Most teams below the top tier lack dedicated data science staff.
Data-driven player valuations for contract negotiations, career development planning, and identifying undervalued talent across leagues and positions.
Predictive analytics for broadcasts, content platforms, and data companies. Companies like Sportradar and Stats Perform seek better models and feature pipelines to enrich their products.
Both under 35. Complementary expertise in ML, data engineering, and AI infrastructure.
Lead architect of the medallion pipeline and ML experiment framework. Designed the feature engineering schema and pioneered the agentic AI methodology for autonomous experimentation.
Built the AI development infrastructure — agent workflows, swarm delegation, ML auditing, observability. Designed the evolutionary AI framework where agents compete, mutate, and evolve code.
Our platform is designed to be the first sports analytics tool with comprehensive accessibility from the ground up. Personal motivation — a founder's close friend has MS.
Full compliance across all interactive features — data tables, charts, controls, dashboards.
Full keyboard navigation, voice control, large click targets, switch access compatibility.
High contrast mode, screen reader optimization, scalable interface elements.
Progressive disclosure, simplified views, clear information hierarchy.
Bootstrapped, under 35, and leveraging the Canadian innovation ecosystem to accelerate deep R&D while maintaining full ownership.
Industrial Research Assistance Program support for continued R&D in agentic AI and autonomous ML experimentation.
Scientific Research & Experimental Development tax credit program. Documented technological uncertainties and systematic investigation as supporting evidence.
Both founders under 35. Eligible for Futurpreneur startup loan and BDC matching. Mentorship alongside capital.
Interested in our platform, our research, or exploring a partnership?
BC Corporation, est. 2023