name: stemwijzer
version: 2
summary: >-
  Mindmodel constraints for the Stemwijzer repository (Python + Streamlit +
  DuckDB). Captures tech stack, conventions, DB schema, clusters, patterns,
  anti-patterns and example extractions. Generated from Phase 1 analysis.
main_patterns:
  - Repository DB wrapper (MotionDatabase)
  - AI provider adapter with retry/backoff and local fallback
  - SVD + embedding fusion pipeline with windowed processing
total_files: 11
categories:
  - path: .mindmodel/constraints/99-stack.yaml
    description: Runtime tech stack and primary dependencies (Python, Streamlit, DuckDB, Ibis)
    group: stack
  - path: .mindmodel/constraints/01-naming.yaml
    description: Naming, import and style conventions
    group: conventions
  - path: .mindmodel/constraints/10-db-schema.yaml
    description: DuckDB schema DDL extracted from database.py
    group: database
  - path: .mindmodel/constraints/20-domain-glossary.yaml
    description: Domain glossary and terminology (motions, MP, embeddings, windows)
    group: domain
  - path: .mindmodel/constraints/30-clusters.yaml
    description: Code clusters and module organization
    group: architecture
  - path: .mindmodel/constraints/40-patterns.yaml
    description: Design patterns and coding patterns observed with examples
    group: patterns
  - path: .mindmodel/constraints/50-anti-patterns.yaml
    description: Anti-patterns, issues and recommended remediations
    group: ops
  - path: .mindmodel/constraints/60-examples.yaml
    description: Example extractions: function signatures, SQL DDL snippets, pytest stubs
    group: examples