Finley Labs MonogramFINLEY LABS
ACTIVE EXPERIMENTS DECK

Ideas under construction.
Emerging technology.

The Lab is where we test theories, build quick prototypes, and explore emerging technologies to evaluate their real-world readiness.

LAB 001AI Research

Self-Healing Container Clusters

Active ExplorationAug 2026

Designing locally running LLM nodes that monitor stdout logs from adjacent application containers, autonomously writing and applying runtime patches to mitigate degradation.

DockerGoOllamaRust
LAB 002AI Research

Graph Neural Network Routing

Simulation PhaseJul 2026

Implementing spatial routing optimization workflows using customized Graph Neural Networks to coordinate pathfinding for multiple cooperative warehouse agents.

PythonPyTorch GeometricNetworkX

Why do we run experiments?

By testing new architectural patterns and experimental software libraries early in a sandboxed lab environment, we avoid exposing our client production systems to unvalidated operational risks. When a technology proves stable in the lab, we graduate it to our core capability stack.