Dev Laboratory

RESEARCH
LAB DEV

Place for architectural experiments, experimental loops, and speculative engineering patterns within the MetalHatsCats ecosystem.

Speculative R&D

Testing high-risk implementation patterns before moving them to the core stack.

Hardware Loops

Integrating physical feedback loops and IoT signals into agentic workflows.

Byte Logic

Low-level optimization experiments and custom DSL development.

Active Experiments

STABLELLM / LangGraph

Agentic Loop Optimization

Reducing latency in multi-step agentic reasoning loops via state compression.

View Findings
DRAFTSQLite / OPFS

Local-First Persistence

Experiments with extreme offline-first performance for large data clusters.

View Findings
HYPOTHESISReact / AI Hooks

Self-Healing UI

Components that adapt their layout based on interaction heatmaps and accessibility needs.

View Findings

READY TO
EXPERIMENT?

We are always looking for non-obvious ways to break and rebuild systems. Join the lab via our LinkedIn hub.

LAB HUB