Structure-based reasoning.
Focused on boundaries, responsibility, and failure modes.
I tend to approach human–AI interaction problems
as responsibility-boundary problems rather than capability problems.
Some of the work I publish (e.g., Zero Reflect)
emerged from treating non-decision and boundary marking
as first-class design constraints, rather than limitations.
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Structure-based Reasoning Core / Axis Loss
A collection of structure-based analysis artifacts focused on axis loss across layered systems.Focus areas include:
- failure boundaries
- responsibility attribution
- non-remediable constraints
LLM-assisted systems are treated as one observable instance, not the defining scope.
→ https://github.com/aNitMotD/structure-based-reasoning-core
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Zero Reflect
→ https://github.com/aNitMotD/zero-reflect -
Microsoft 365 Copilot RCA Notes
→ SnosMe/awakened-poe-trade#1737