Precision systems for adaptive intelligence.

DOWN — Transitions

State change • Pipeline flow • Dynamic adaptation.
Oct-Nov 2025
Levo-HF Down-Flavor Oscillatory Q-Learning
Oct 2025
LevoParadoxIsomer - Tabular dual-Q for dynamic risk biasing.

STRANGE — Color Confinement

Composite agents • Emergent reconstruction.
September 2025
Reward-Phase Resonance Analysis
October–November 2025
Levo_swarm_strange - QTabular entropy Multiagent

TOP — Heavy States

High-mass architectures • Full-scale stacks.
2025
Integrated LevoBell Evolution Stack
2025
Paradox-Driven Adaptive RL Core

CHARM — Elementaries

Kernels • ZO primitives • CUDA-level reasoning.
July 2025
Zero-Order Optimization Loops (Z-OLO)
August 2025
High-frequency perturbation policies

UP — Truth 𝑻

Validated output • Observable results.
February 2025
LevoBell — structural reward-driven intelligence
March 2025
Bellman-Shift Stability Baseline

BOTTOM — Start Interaction

Entry points to the lab.