菜单
Plan and implement CMake + elomaxz MVU refactors in C codebases. Use when user references elomaxz, MVU, CMake refactor plan, or attached implementation plan.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
| name | mvu-refactor-plan |
| description | Plan and implement CMake + elomaxz MVU refactors in C codebases. Use when user references elomaxz, MVU, CMake refactor plan, or attached implementation plan. |
CMakeLists.txt, model, and app entry points..c → build after each logical chunk.Build succeeds and plan checklist items are addressed or explicitly deferred with reason.
Example provenance: premflow. Pair with explore-repo-readonly when structure is unknown.
Applies first-principles, multi-order consequence analysis, inversion, systems thinking, probability, antifragility, and high-energy thrive ascent (2036 lens) before material coding decisions (architecture, dependencies, public API, security, data contracts, hard-to-revert refactors). Use when choosing between approaches, planning cross-cutting changes, or when the user asks for decision analysis, tradeoffs, pre-mortem, second-order effects, or thrive vision.
Load and maintain the shellyxz shell kernel ontology graph — PATH contract, kernel/plugin boundary, load order, and verification bridge (ab/av/at). Use when editing ~/.config/shell core/, plugins/verification/, bin shims, moving files across the kernel boundary, or answering where a concept lives.
Authors evidence-driven architecture backlog docs (coming-next style): scorecards, mermaid diagrams, blueprint cards SN-*, thrive vision, gantt order. Use when creating or updating roadmaps, arch-design/coming-next.md, backlog after PRs, or when the user wants blueprint cards, Musk 5-step, or optimistic 10-year plans. Pairs with ai-optimization, fusion-sage, and higher-order-decision-architect.
Generates project-specific tmux verification cockpits for repos that use an av-style agent verify workflow. Reads target project AGENTS.md, setup docs, and scripts; writes .agents/verification/ with SOC-style panes and tiered auto-launch. Use when setting up av layouts, mission-control verify panes, or regenerating .agents/verification after stack changes.
Peramanathan Sathyamoorthy's senior ML/AI systems engineering principles — first principles thinking inspired by Feynman and Musk, Machine First architecture, strong mathematical and physics foundations, rapid practical learning through clean iteration, deep systems capability, clear language, extensibility, and uncompromising quality.
Overarching patterns for self-guarded, pause-aware, agent-driven desktop/web platforms. Combines finder-reactor, Tauri shell, X resources, and CV guard into a cohesive autonomous system with intervention only on guards. Use for high-level autonomy design, meta-improvement loops, MCP composability. Fusion for the reactor as living system; fission for specific guards.