Solving Sudoku reasoning via Energy Geometric models
Differential geometry applied to constraint satisfaction—elegant math, but Sudoku is a solved novelty.

Visual interface for complex constraint solving, competing with enterprise ERPs.
Operations researchers and supply chain analysts
Gurobi · IBM ILOG CPLEX · AnyLogistix
Differential geometry applied to constraint satisfaction—elegant math, but Sudoku is a solved novelty.
Solves multi-agent rate-limit chaos with unified cost tracking and git worktree isolation.
Structured decision engine with kill signals, but mental models are pattern-matched rules, not learned from actual outcomes.
Clifford Algebra architecture allows rewinding and tracing every step of the computation.
Fine-tuned 3B Qwen matches Haiku on jokes, validating small models for constrained agent tasks.
Movie recommendation app with watchlist, but user reviews confirm it's half-finished and buggy.