القائمة
Use for ARIA-NBV behavior-preserving pruning of redundancy, dead code, stale compatibility, unused config, or excess LOC.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Use for ARIA-NBV Typst proposal/thesis authoring, shared notation, scientific prose, citations, scientific/geometric figures, tables, Mermaid inclusion, and compile/render QA.
Use for any question about a codebase, its architecture, file relationships, or project content — especially when graphify-out/ exists, where the question should be treated as a graphify query first. Turns any input (code, docs, papers, images, videos) into a persistent knowledge graph with god nodes, community detection, and query/path/explain tools.
Use to localize unknown ARIA-NBV files, symbols, docs, or source families through deterministic local discovery before handoff.
Use when reviewing ARIA-NBV working-tree or PR diffs, following up external/model review findings, or supplying ARIA-NBV domain context to the oh-my-codex code-review harness with severity-ranked file and line findings.
Use to diagnose ARIA-NBV bugs, regressions, failing metrics, Streamlit issues, docs builds, KG failures, or suspicious outputs.
Use when ARIA-NBV work touches pose, camera, coordinate-frame, CW90, PyTorch3D projection, depth backprojection, candidate frusta, or geometry diagnostics contracts.
| name | simplification |
| description | Use for ARIA-NBV behavior-preserving pruning of redundancy, dead code, stale compatibility, unused config, or excess LOC. |
| metadata | {"mode":"implementation","not_when":["behavior is intended to change","ownership is unclear and needs a high-impact decision first","the task is only general surgical-edit discipline"],"handoff_to":["plan-grill for unclear ownership or high-impact cleanup choices","agent-behavior for general surgical-edit discipline","agents-db when cleanup materially changes active debt"],"evidence_required":["current contract and baseline verification for touched surface","usage or redundancy evidence before pruning","focused verification after the cut"],"applies_to":["aria_nbv/**",".agents/**","docs/**"],"triggers":["simplify","prune","dead code","ruthless simplification"],"must_read":["AGENTS.md",".agents/skills/agent-behavior/SKILL.md",".agents/skills/simplification/references/redundancy-discovery.md"],"canonical_sources":["AGENTS.md",".agents/references/source_order.md#capture-rule",".agents/references/skill_style_guide.md#style-rules",".agents/skills/simplification/references/redundancy-discovery.md",".agents/skills/simplification/references/tool-decision-tree.md"],"tool_refs":["mcp__code_index.search_code_advanced","mcp__MCP_DOCKER.analyze_python_file","mcp__MCP_DOCKER.get_package_metrics","mcp__MCP_DOCKER.get_extraction_guidance"],"verification":["focused tests for the changed surface","ruff format <file> and ruff check <file> for Python changes","make loc when LOC reduction is part of the goal"]} |
Use this skill for behavior-preserving pruning of the current intended surface.
references/ruthless.md before planning or editing.rg, narrow reads, and references/redundancy-discovery.md to
find actual overlap or dead surface.references/upstream-mattpocock.md; use them as questions, not authority.rg first for local checks.references/tool-decision-tree.md for the optional analyzer workflow.ruff format <file> and ruff check <file> for Python changes.make loc before and after when LOC reduction is part of the decision.make ci before commit when the change is broad.