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Agents

Documented Solutions

docs/solutions/ — documented solutions to past problems (bugs, best practices, workflow patterns), organized by category with YAML frontmatter (module, tags, problem_type). Relevant when implementing or debugging in documented areas.

Infrastructure Notes

Git is hosted on a Gitea server, not GitHub directly. The gh CLI is not available for this repo; use standard git commands instead.

Agent Tools

agent_tools/ — atomic primitives that let an agent operate the Stemwijzer pipeline, database, and analysis surface. The agent-native architecture track (see STRATEGY.md) exposes every human operator capability through these tools.

When operating on the database, pipeline, or analysis surface, always prefer agent_tools over ad-hoc SQL or direct module calls. Use agent_tools.list_tools() for runtime discovery. For the full agent persona and decision criteria, see agent_tools/SYSTEM_PROMPT.md.

Project Conventions

Right-wing parties (PVV, FVD, JA21, SGP) must appear on the RIGHT side of all axes in visualizations
SVD labels should reflect voting patterns, not semantic content — see docs/solutions/best-practices/svd-labels-voting-patterns-not-semantics.md
Centrist definition for Overton analysis: strict 4-party (D66, CDA, CU, NSC) — not VVD/BBB
Right-wing motion classification uses hybrid keywords + voting pattern approach — see analysis/right_wing/classify_motions.py
Two-dimensional extremity scoring separates stylistic (language) from material (policy impact) — see .opencode/skills/score-extremity/SKILL.md
SVD axis sign convention after Procrustes: axis 2 negative = nationalist (PVV -0.56), positive = kosmopolitisch (Volt +0.27) — see docs/solutions/best-practices/overton-window-shift-methodology-2026-05-24.md