← GUMP
Tools
Same math, different domains. Every tool runs locally. Every output is deterministic. Everything free.
Science
Fold Watch
Protein structure, misfolding, mutations, disorder
Intelligence
Oracle
Hidden frequencies in any sequence, projected forward
Universal Sensor
K, R, E, T for any time series
Knowledge Engine
Knowledge graphs from text, inferred gaps
Security & Finance
Trace
Circular flows, wash trading, hidden relationships
Dissonance
Behavioral change detection, not signature matching
Legal & Compliance
Accord
Regulatory gaps, conflicts, counter-strategies
Education & AI
AI Trainer
Grokking detection — memorization vs understanding
Learn Engine
Phase transition from memorization to comprehension
Organization
Org X-Ray
Real structure from connections — silos, bottlenecks, missing links
Compute
Turbo
K language compiler, 630-930x faster than Python
Chip Fast
Early-stage chip placement via coupling
Free
Sfumato
Photo/video compression — 5.4x smaller, no cloud
pip install begump
everything is free ·
docs
·
support the work
GUMP
—
Research
·
Harmonia
·
[email protected]