A-CSM Public Core

A-CSM public core,
within the current research line

A-CSM is a public technical method connected to the current research line on AI context, user-side consequence, and post-interaction assessment. This page presents the public core and its stated boundary.

Public core Bounded implementation Research-facing Human review required

How A-CSM fits

The public research line moves from AI context to user-side phenomena, then to assessment and technical method. A-CSM belongs to that later part of the sequence. It makes one branch of the work inspectable in system form while remaining tied to the research questions that come before it.

This page should be read alongside the broader research pages, the validation boundary, and the formal papers that define the conceptual basis of the work.

Current development status

A-CSM v0.1.0 public core is released under CC BY-NC 4.0. Core scaffolding has been built to a stage where internal calibration is possible on a limited set of test cases. No external validation of classification accuracy has been conducted. Current work is focused on calibration, broader-case testing, and refinement before external professional review.

Research Stack Position

A-CSM is one layer within a broader line of work.

Research stack showing A-CSM as a bounded implementation layer

What this page claims

  • A-CSM is a public technical method tied to the research line.
  • The public core is inspectable within its stated boundary.
  • The page is for research and technical orientation, not product marketing.

What this page does not claim

  • Finished production deployment
  • Clinical or legal decision authority
  • Evidence beyond the public validation boundary