Ideas & Frameworks
This section contains public versions of reusable analytical structures. A framework page explains the claim, use, boundary, and public applications without publishing every private scoring rule, threshold, or working component.
LFC Axis — Legibility / Feedback / Control
Examines how the readability, timing, and perceived controllability of action–result feedback shape learning, persistence, and perceived trajectory.
Axis · Active Research
Feedback systems · Work · Learning
IERF — Inducement-Extraction and Responsibility-Recovery Failure
Examines structures in which inducement is converted into extractable value while responsibility recovery remains weak, delayed, or obstructed under persistent or repeatable conditions.
Framework · Active Research
Extraction · Responsibility · Platforms
CIEA — Core-Inference Evaluation Architecture
Tests whether an apparent improvement in a metric reflects progress toward the underlying core or moves cost, verification, rollback, and responsibility outside the decision table.
Open the architecture →Feasible-Set Governance
Examines how candidate sets and decision environments are structured before choice begins.
Open the framework →O3M
A human-centered framework for understanding how repeated interaction makes older categories for AI unstable.
Open the framework →Related routes
- Diagnostic Work — public samples and protocols that apply analytical architectures.
- Issues & Analysis — issue-first work that may use, revise, or remain independent of a framework.
- Existing framework directory — legacy framework index retained during the transition.