Fairshift Lab v1.0.0
Stable research platform
Fairshift Lab v1.0.0 turns the exploratory laboratory into a reproducible public research release.
Research evidence
- Frozen registry of 300 complete experiments across three interventions, five magnitudes, and 20 independent seeds
- Internally verified research report with explicit hypothesis dispositions, negative control, validity threats, and interpretation boundaries
- Byte-stable registry regeneration across supported platforms
Accessibility and resilience
- WCAG 2.2 AA-oriented keyboard navigation, visible focus, reflow, reduced motion, high-contrast, and forced-color support
- Equivalent descriptions and inspectable data tables for every scientific chart
- Accessible error recovery and missing-page routes
- Public accessibility statement and dedicated automated accessibility contract
Quality gates
- 45 deterministic Python tests with 100% statement and branch coverage
- Strict typing, linting, package builds, web rendering tests, production dependency audit, and CodeQL
- Dedicated CI verification that regenerates the complete research registry
This release uses synthetic data. It is not external peer review, legal certification, or evidence that a real-world decision system is fair.