Independent intelligence.
Built for the real world.
We build multi-agent development setups, resilient edge network tools, and predictable visual prompt compilers. No corporate sales pitches here, just working software and research notes.
Systems & Code
Autonomous pair-programming environments, structured reasoning steering, and fast edge routing setups.
Agent Ladders & ML
Reinforcement learning agents on shared competitive grids, document OCR, and real-time game engines.
Sites & Staging
Oddball.net experimental staging playground and lightweight static web publishing at the edge.
Visual Studio
Reliable character consistency across photography, watercolor, and retro sci-fi using four-tier prompt compilers.
Recent Lab Dispatches
Project Midgard: The Glast Heim Trials — Protocol-Level Swarms, Emergent Cooperative Defense, and Wire-Level Autonomy
Deploying autonomous, headless agent swarms into Glast Heim Chivalry. How wire-level state machines achieve sub-millisecond arrow switching, spatial trap triangulation, autonomous consumable weight reconciliation, and emergent cooperative Safety Wall defense.
Week in the Lab: Headless Swarm Simulations, Cognitive Topologies, and Cryptographic Scale
Weekly technical summary from the Moonglade AI laboratory covering the Project Midgard Glast Heim trials, complementary multi-agent mesh councils, and scaling cryptographic provenance.
Project Midgard: Heuristics, Swarming, and the Anatomy of Wire-Level Agency
Why we built an autonomous, wire-level agent in Rust: moving past screen-scraping to pure event streams, deterministic state machines, and how heuristic foundations scale cleanly into Transformers and RL as modular accessories.