About
Mechanisms, music, manufacturing, cognitive science, and AI systems.
Malachi Mabie
I make messy reality legible enough to act on.
I work across medical tooling, CAD, graph ML, agent environments, cognitive security, music, and writing.
ArtifactKeep the thing inspectable.
ConstraintLet validators stay hard.
ResidualLearn what rules cannot settle.
Start Here
Selected Work
Applied Medical, T-UEBA, AIxCC, DXF/CAD, RAM Labs, production delivery.
Research Map
Cursed regions, cognitive security, graph boundaries, agent environments, and physical AI.
Resume
Public resume variants for systems, research, security, and physical-world ML.
Current Themes
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.
Mabie Industries
Verifier-backed AI systems for expert workflows where failure has a real cost.
Blog
Three Alignment Architectures
Self, ground, ascent, and why alignment keeps returning to ancient metaphysical forks.
A Compression Ecology
Attention, motivation, and the inner systems that let a mind move.
Fiction is All That is Seen
Plato's cave, perception, narrative, and the problem of seeing more clearly.
Narrative Architecture
A 2017 slide essay on perception, story, structure, and soundness.