Framework

Molecule instrument + six quark-flavor agents for inference-time stability.

Molecule

Six-flavor black-box instability monitor for LLMs. PfV · ΔL3 · Cross-architecture.
Molecule
The first operational instrument built on the TwoQuarks framework. Detects pre-critical behavioral states in LLMs before collapse occurs — without touching model parameters, weights, or internals. Aggregates six quark-flavor signals into a polarization score (ΔL3) using PfV metrics. Validated cross-architecture across Claude Sonnet 4.6, GPT-4o, and Mistral.

Agents

Six quark-flavor agents — each monitoring a distinct instability signal.

DOWN — Transitions

State change • Pipeline flow • Dynamic adaptation. (Oct-Nov 2025)
Agent Down
A reinforcement learning agent that remains functional when reward signals are deceptive or adversarial.

STRANGE — Color Confinement

Composite agents • Emergent reconstruction. (Nov 2025)
Agent Strange
A phase-aware RL architecture for environments with hidden regime shifts.

TOP — Heavy States

High-mass architectures • Full-scale Instant stacks • Fermi Paradox Env. (Nov - Dec 2025)
Agent Top
A transient operator that activates high-precision behavior only at critical moments, then disappears.

CHARM — Elementaries

Kernels • Lion meta-control • CUDA-level reasoning. (Oct - Dec 2025)
Agent Charm
A stability-preserving RL variant designed to keep coherent behavior when the signal-to-noise ratio collapses.

UP — Truth 𝑻

DDQN • High Frequency • Observable results. (Oct 2025 - Jan 2026)
Agent Up
An early-warning RL controller that tracks pre-critical instability and avoids collapse before it happens.

BOTTOM — Adaptive interactions

Adaptive derivation of the emerging agent. (Jan 2026)
Agent Bottom
A minimal starting point: probes collapse interaction and establishes baseline stability measurements.