# AMNESS Series II / Paper 03

Canonical source: `paper.md`

Source policy:
- UTF-8 only.
- Canonical math delimiters: `$...$` and `$$...$$`.
- No unicode_escape round-trip.
- No conversion of LaTeX commands into Unicode mathematical source.
- No silent source normalization after validation.
- validation.json records checks.
- CHECKSUMS.sha256 records package hashes.

Paper status:
- Third paper of Series II.
- Introduces Attention Routing and Conversion Field (ARCF).
- Proves total exposure is not generally sufficient to determine conversion when route-level conversion value is heterogeneous.
- Provides a two-segment misrouting loss formula.
- Derives KKT marginal-per-cost equalization for concave route yields.
- Adds routing efficiency, routing regret, routing debt, attention waste, causal exposure, exploration, long-term routing, and AI-mediated routing.

Version: v0.1
Date: 2026-08-14