
Goal-driven methodology for multi-week initiatives where the destination is clearer than the path — GOAL.md as stable compass (General Line plus falsifiable success criteria), record captures what was tried and observed. Triggers on "set a goal", "track my progress on X", "this is exploratory", "I know the goal but not the path", or starting a months-long initiative without a clear technical shape. Use for research, exploratory features, learning projects with a shippable output, book/article series, job search, side-business launches. Do NOT trigger for single-task work, bug fixes, week-long features with a clear plan, vague aspirations ("be healthier"), habit tracking, or general life management. Pairs with design-driven (why/how-far vs what-shape) and runs parallel to reframe. Args — `/goal-driven set`, `review`, `close`.
Refactoring existing articles or drafts using a code-refactoring metaphor — extract information units (facts, claims, examples, metaphors) into a neutral inventory, rewrite the skeleton for a new thesis or audience, then inline units with expansion, compression, or transformation. Triggers on "重构这篇文章", "把这几篇合并改写", "用这些素材重写一篇", "这篇骨架我想换但素材想保留", "把旧博客整理重写", "refactor this article", "restructure this draft". Use to restructure existing pieces, merge drafts, repurpose for a different audience, or salvage old writing. Do NOT trigger for writing from scratch (use technical-article-writing) or light polish (use technical-article-writing's `revise`).
Design-driven development methodology — the design/ directory is the single source of architectural truth; read it before coding, stay within its boundaries, and update it first when the system's shape changes. Use whenever starting development on this project, or when the user asks to create/update architecture docs, add a feature that may cross existing boundaries, refactor system structure, or understand the codebase architecture. Triggers on "design first", "update the design", "does this change the architecture", "write a design for", "what's the current design", or onboarding to a codebase's shape. Args — `/design-driven init` to configure a project, `bootstrap` to generate design from existing code, `audit` to reconcile design/ against current code.
Evidence-driven methodology for the execution layer — every claim of progress requires a falsifiable observation; "looks right to me" is rejected. Use for production code, regression-prone systems, or any task where build-time discipline materially affects outcome quality. Triggers on "set up TDD", "build discipline", "no progress without evidence", "test-first", "verify rigorously", "production code workflow". Do NOT trigger for prototypes, exploratory spikes, throwaway scripts, or doc-only changes. Pairs with design-driven (which defines what to verify; evidence-driven defines how) — each works alone. Args — `/evidence-driven init` to wire up agent configs and optional pre-commit hooks. No periodic-audit command; it's an always-on overlay.
Agent harness architecture — structure a project's agent context across layers for effective AI-assisted development. Covers CLAUDE.md, skills, design docs, hooks, and all artifacts that shape how an agent understands and operates in a codebase. Use when setting up or improving agent configuration, when agent context feels bloated or disorganized, when onboarding a project for AI-assisted development, or when the agent keeps losing architectural awareness mid-task. Triggers on "set up claude", "improve CLAUDE.md", "agent keeps forgetting", "context is too long", "harness setup", "organize agent context", "how should I structure my prompts". Args — `/harness audit` to evaluate an existing project's context architecture, `init` to set up harness from scratch.
Designing in territory where the industry is still groping for shape — AI-native systems, agent-first interfaces, any domain whose category is forming. Triggers on "AI native X", "agent-first X", "redefine X", "rebuild X from scratch under Y", "reframe X for Y", "what should X look like in the new paradigm", "design a system with no precedent", or the tension between "new shoes on the old path" and "a skeleton that holds on its own". Method — strip to 3-5 abstract functions, redraw the load-bearing skeleton from the new paradigm's primitives, stress-test without traditional crutches, then add familiar flesh as projection. Do NOT trigger for incremental redesigns within an existing paradigm (use design-driven), explanatory writing (use technical-article-writing), or vague "make it AI" requests. Pairs with design-driven (upstream) and goal-driven (parallel). Args — `/reframe init`, `close`, `explain [for <audience>]`.
Operational deployer for the lidessen skills collection — wires harness config (CLAUDE.md / AGENTS.md / .cursor/) in a target project, injects cross-cutting principles (e.g. principal contradiction first), and reconciles when lidessen evolves. Triggers on "/setup-lidessen-skills", "set up lidessen skills", "wire lidessen into this project", "sync lidessen principles", "install lidessen skills". Use after cloning or symlinking lidessen skills into a project, when adopting the collection, or when lidessen has new content the project hasn't picked up. Args — `init` to scaffold, `sync` to re-align with current lidessen, `audit` to check drift without writing. Pairs with harness (portable methodology); this is the lidessen-specific application layer.
Methodology for writing argumentative technical articles — pieces that convince the reader of a specific claim through a chain of reasoning. Use when the user wants a technical article, essay, or book chapter that takes a position — introducing a new idea, challenging an accepted one, or arguing for a particular approach. Triggers on phrases like "write an article/essay/chapter about X," "make the case for X," "argue that Y," or structuring a multi-chapter argument about agents, architectures, systems design, or methodology. Do NOT trigger for tutorials ("how to do X"), reference or API documentation, release notes, changelogs, or pure explainers where no claim is being argued — those need a different framework.
Writer voice profile — an MBTI-inspired adaptive assessment that captures a person's cross-genre writing taste and style preferences. Use when the user wants to build or update their writing profile, calibrate AI writing tools to their voice, or find out "what kind of writer am I". Triggers on phrases like "写作画像", "writing profile", "writer type", "我是什么类型的作者", "测一下我的写作风格偏好", "calibrate my writing voice", or any explicit mention of building a writer profile. Produces a file at `~/.claude/writing-profile/profile.md` that downstream writing skills (technical-article-writing, future blog/diary skills) read to adapt AI output to the user's voice.