ProvenanceDB
A structured specification for provenance-aware data storage, trust metadata, source trails, and agent-readable query layers.
Independent lab · Toronto, Canada · Est. 2026
Research, software, and open systems for a more legible web.
BHX Labs is a compact home for working papers, open-source experiments, datasets, and infrastructure ideas built around clarity, provenance, and public usefulness.
Research artifacts
Open-source tools
Dataset structure
Digital infrastructure
BHX Labs treats digital projects as research artifacts: documented, versioned, inspectable, and useful beyond the first launch.
Selected work
Projects with documentation, structure, and an archive trail.
ResourceRank
A scoring framework for evaluating whether a resource belongs in a curated index, awesome list, or structured review workflow.
Discovery Fragmentation
A conceptual research program on how search, social platforms, AI systems, and private feeds reshape discovery across the web.
Open Dataset Patterns
Reusable structures for publishing datasets with metadata, citation files, README documentation, and transparent update notes.
Accessibility Kit
ARIA patterns, lightweight linters, and practical checks for small web projects that need better accessibility coverage.
AI Workflow Notes
Research notes on repeatable AI-assisted workflows, knowledge preservation, daily prioritization, and human-AI collaboration.
Operating method
Small surface area. Stronger records.
Define the object
Each project should explain what it is, what it is not, and what evidence supports its usefulness.
Publish the trail
Specs, READMEs, citations, version notes, and provenance records should travel with the work.
Keep it maintainable
Useful systems should be durable enough to survive redesigns, platform changes, and quiet months.
Research ledger
Recent notes
Contact
For research, open-source, dataset, or digital infrastructure conversations.
Use BHX Labs as the neutral hub for experiments that need a home beyond a personal blog, a single repository, or a one-off publication.