DETERMINISTIC LOGIC
Evaluates case layouts, component dimensions and hardware specifications using deterministic clearance rules, bounding-box geometry and relational compatibility logic.
SFFLABS (sff.gg) combines manufacturer hardware specifications, real-world fitment, spatial and relational logic, deterministic geometry and machine learning.
Evaluates case layouts, component dimensions and hardware specifications using deterministic clearance rules, bounding-box geometry and relational compatibility logic.
Lightweight local neural models learn relational component interactions and build patterns that extend beyond deterministic dimensional checks.
Optional backend language models transform structured compatibility results into detailed case-specific reports. Deterministic measurements remain authoritative.
Interactive browser-based 3D visualisation for SFF hardware and enclosures. Test hardware placement and build configurations.
We work with hardware and case manufacturers on technical reviews, hands-on fitment validation, clearance testing and thermal analysis.