Six-axis retrieval

Six-axis retrieval is a Frontend Design profile, not a Kernary Core pipeline. The declaration lives in model/retrieval/six-axis.yaml; the candidate generators and feature extraction live in adapters/design-ranker/.

Axes

Axis	Candidate intent
register	Persona or design-school fit
pattern	Structural patterns and templates
motion	Motion, easing, animation, and transition guidance
typography	Font, hierarchy, readability, and line treatment
color	Palette, contrast, theme, and color-system guidance
rules	High-leverage rules, constraints, and checks

The model also declares the five scored features, the forbidden-atoms hard constraint, per-axis candidate predicates, fallbacks, and the default axis budget. The adapter registers those generator names with Kernary's Query Engine.

Ranking happens before the per-axis budget is sliced. Visibility is enforced by the generic engine before a candidate provider can leak a private Unit. The result is a normal Selection Plan with score contributions, constraint decisions, projection loads, and diagnostics.

Use aoe_design_plan for the composed domain workflow. Use the generic compatibility aoe_plan when inspecting exact selection arithmetic.