Capability system
AI Systems
Human and model collaboration shaped by deterministic boundaries, evaluation, provenance, and review.
Models explain and propose. Deterministic software verifies. People retain authority.
Connected evidence
Systems in practice
Each system connects a clear problem, a reusable architecture, and evidence that the approach works under real constraints.
PlantForge
Recommendation-only plant intelligence built around explicit policy boundaries.
Inspect system →Creative AISoundCraft
Local song development with controlled generation, blind review, and remix-ready handoff.
Inspect system →Governed CodingCodeForge
A local coding assistant with staged authority and verification gates.
Inspect system →Bounded Visual QAVisionForge
Structured visual observations that cannot approve compliance or publication.
Inspect system →Decision SupportResume Agent
Structured portfolio evidence translated into targeted resume language.
Inspect system →EvaluationAI Pre-production Tester
Simulation and review before AI behavior reaches production.
Inspect system →