Selected Work
Applied Medical, T-UEBA, AIxCC, DXF/CAD, RAM Labs, production delivery.
Malachi Mabie
I make messy reality legible enough to act on.
Medical tooling, tactical graphs, verifier loops, CAD, agent harnesses, production systems.
ArtifactKeep the thing inspectable.
ConstraintLet validators stay hard.
ResidualLearn what rules cannot settle.
Proof
Resume
Public variants for AI systems, research, security, and physical-world ML conversations.
Method
Research Map
Cursed regions, cognitive security, graph boundaries, agent environments, and physical AI.
Applied Epistemics
Make the environment truthful before asking the model to improve.
Agent Environments
Post-training depends on state, tools, traces, verifiers, and localized feedback.
Commercial Surface
Mabie Industries
Verifier-backed AI systems for expert workflows where failure has a real cost.
Archive
Older essays, music, graph, marginalia
Source material stays available without crowding the front door.