Design a professional development session using adult learning principles with active teacher engagement. Use when planning INSET days, CPD workshops, or staff training sessions.
Design metacognitive checkpoints that prevent AI-assisted learning from bypassing genuine understanding.
Frappe customization-surface guidance covering Custom Field, Property Setter, Client Script, Server Script, Workspace, Web Page, Page, Print Format, Report, Dashboard, Workflow,…
Frappe-native SQL and ORM guidance for `frappe.db`, Query Builder, `tab{DocType}` tables, permission-sensitive queries, and raw SQL review.
Fetch the full reasoning behind an AxonFlow policy decision — matched policies, risk level, override availability, recent hit count
Use when executing an existing HOTL workflow file — reads steps, loops until success criteria met, auto-approves low-risk gates, pauses at high-risk gates.
Run a configurable multi-LLM council with personas, budget caps, synthesis, veto gates, and optional implementation handoff.
Apply specific visual cues to control figure-ground perception — shadow, elevation, scale, contrast, saturation, opacity, and texture.
OpenClaw instance administration — manage hosts across macOS, Ubuntu/Debian, Docker, OCI, and Proxmox
Use when working on substantial writing artifacts where structure, audience fit, critique, revision, translation, style learning, or decision-backed preference learning matters;…
Post-ship doc sync across project markdown. Use when: sync docs, update docs, document changes, release notes.
统一进化资产模型与自进化闭环核心。定义 Gene（策略 DNA）、Capsule（已验证经验快照）、 EvolutionEvent（追加式事件日志）三层资产模型，实现 Detect→Select→Replay→Validate→Solidify→Reuse 闭环，使 agent 遇到已知问题时先复用已验证经验，跳过重新试错。
Apply paragraph rhythm and prose-level readability — calibrating leading, paragraph spacing, subheading frequency, and visual breathing room so that long-form text reads smoothly…
Track project blockers, bugs, and gaps across sessions — use when issues pile up or need triage
Authors or reviews Know/Understand/Do charts for competency-based learning targets across developmental bands.
Apply in-product expectation cues — typography, animation, spacing, copy tone, micro-interactions, and visual register that signal "this is the kind of product you''re using"…
Slow down interpretation from observation to action. Use when students or adults need to examine assumptions in conflict, dialogue, or inquiry.
Process screenshot-based UI/UX feedback to fix visual issues — use when users share screenshots of bugs
交互式 AI Agent 开发工作坊：通过 6 阶段深度协作对话，引导用户完成 Agent 需求分析、架构设计、 工具定义、Prompt 与编排设计、代码生成、验证迭代，产出可直接运行的 Agent 项目。 框架无关设计优先，支持 LangChain / EINO / AutoGen / AgentScope / CrewAI 等 ADK 框架。
Apply expectation priming — deliberately shaping the prior context (brand, marketing, price, social proof, recommendations) that users bring to a product before they ever touch…
Apply the principle of avoiding the Scaling Fallacy — the assumption that a system that works at one scale will work at a different (smaller or larger) scale.
Optimise a learning activity for flow by balancing challenge level, skill, clear goals, and immediate feedback. Use when students are bored, anxious, or disengaged during a task.
Use before expensive VidSeeds MCP workflows — seeds, daily MCP call quotas, async jobId polling, when to call vidseeds_get_seed_balance, and avoiding retry loops on…
Pro+ subscription required. Tenant-wide Power Automate monitoring using the FlowStudio MCP cached store: failure rates, run-health trends, maker/app inventory, inactive owners,…
Design a lesson opening that activates prior knowledge and connects previous learning to today's content.
GitHub Copilot CLI as optional zero-cost provider via copilot -p programmatic mode
Use when starting any conversation - establishes how to find and use HOTL skills for implementation tasks
Decompose broad or vague software project requirements into focused, dependency-aware planning specs for Zagrosi Forge planning.
Generate tiered sentence frames for academic tasks that scaffold language production across proficiency levels.
How to design the numbered prompt pipeline that drives Hunt phases in Cavekit. Covers greenfield 3-prompt patterns, rewrite 6-9 prompt patterns, shared principles, prompt…
Design formative assessments that make students' historical thinking visible — revealing whether they source, close-read, contextualise, and corroborate.
Structured four-way AI debates between Claude, Sonnet, Gemini, and Codex — use for critical decisions
Create a research-backed, reviewed, sectionized Zagrosi Forge TDD implementation plan from a markdown spec.
Generate test scenarios, write the test file, and run it for a specific source file using the tailtest R1-R15 rule layer.
After scaffolded practice, run an unassisted check — a problem with no AI help. Separates what the learner can do with support from what they can do independently.
Classify curriculum content into Know, Understand, and Do categories to align teaching and assessment approaches.
Используй только внутри активного Codex Project Autopilot-проекта по утверждённому плану; не включай для обычных backend-задач вне автопилота.
Apply cultural mapping — using shared conventions (icons, colors, gestures, metaphors) to convey what a control does when natural spatial mapping isn''t available.
Apply layered control — designing interfaces that serve novice and expert users in the same product without forcing one audience into the other''s interface.
Map a complex topic by placing factors on hexagonal tiles where adjacency signals a claimed relationship.
多视角评审技能，融合 gstack 的 CEO/Design/Eng/DevEx 四视角 review 方法论。 在每次评审中从多个角色视角审查同一产出，避免单一视角盲区， 增强现有 /team-review 的评审深度。
Audit a dbt project against the Entropy Data reference layout and add anything missing — Open Data Product Specification (ODPS), Open Data Contract Standard (ODCS), OpenLineage…
Use for VidSeeds MCP thumbnail workflows — generate, poll jobs, edit, restyle, Thumbnail Studio (trends, briefs, subjects, overlay text), apply to a project, publish to YouTube,…
Refine a task into a complete, autonomous-ready spec with SMART acceptance criteria, technical context, and AI-readiness checks.
Define the scope and purpose of a complex inquiry before mapping or futures work begins. Use when a class or group needs to agree what they are investigating, who it matters to,…
Generates multiple means of engagement, representation, and action/expression for a given learning goal.
Design learning tasks built on Ubuntu philosophy emphasising collective knowledge-building and mutual responsibility.
Apply wabi-sabi restraint — the discipline of leaving things out, of resisting decoration, of letting empty space and silence do design work.
Predicts access barriers in a learning task before delivery, given a learner variability profile. Distinguishes between barriers addressable through design and those requiring…
Unpack a broad standard or competency descriptor into specific, assessable success criteria and sub-skills.
Design for flow specifically — calibrate challenge to skill, provide immediate feedback, set clear goals, foreground the activity.
Design intentional imperfection that reads as warmth — subtle asymmetry, hand-drawn elements, organic textures, intentional irregularities.
Apply internal consistency — making your product coherent with itself across all surfaces, components, and flows.
Personal-data-protection compliance reference for engineers building applications subject to Singapore PDPA, Indonesia UU PDP 27/2022, Thailand PDPA B.E.
Use when the user wants to design, revise, or validate a Tandem workflow (V2 automation, workflow plan, or mission).
Require the learner to explain a concept in their own words before the AI evaluates or extends it. Ensures the AI works from the learner's understanding rather than providing an…
Audit Claude Code to Codex harness migrations, including AGENTS.md/CLAUDE.md scope, hooks, MCP config, skills, secrets, and validation notes.
Design a RULER emotional literacy sequence for recognising, understanding, labelling, expressing, and regulating emotions.
Generate a criterion-referenced rubric with descriptive performance levels for a task or objective. Use for marking guides and general curriculum contexts.
After any AI-generated explanation, require the learner to identify one place it could be wrong, one thing to check, and one source to consult.