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
The Architecture of Provenance: What It Is, How It Works, and What It Proves
A comprehensive guide to cryptographic data provenance: why observation differs from authorship, how deterministic sidecars and Merkle trees function, and an exhaustive FAQ for engineering teams.
Under the Examiner: 18 Frozen Cases on Agent Safety and Provenance
How our clean-room diagnostic test harness evaluated Phoenix Core agents across ten general OWASP security cases and eight provenance-aware states, achieving zero unsafe acceptances and passing Retest A.
Does Provenance Change Agent Behaviour?
A preliminary study of whether signed instructions, explicit trust states, and provenance-aware gates change how an agent handles adversarial or conflicting context.