Apply contrast and spacing for legibility — calibrating color contrast between text and background, character tracking, and line leading so a chosen typeface and size actually…
Generate scaffolds that gradually increase student choice, voice, and ownership within a learning task.
Design an uninterrupted work cycle with choice-based activities structured within a realistic time block.
Design a service-learning project connecting genuine community need with embedded curriculum learning.
Redesign a learning space using biophilic design principles to improve focus, calm, and wellbeing. Use when classroom environment contributes to restlessness, poor attention, or…
Wrap a learning session in a plan → monitor → reflect cycle. Use at the start of any substantial study session to set goals, mid-session to check strategy, and at session end to…
Review the week using accumulated session evidence — retrieval rates, hint depths, calibration accuracy, transfer and unassisted results.
Present project-design pathway options and orchestrate regenerative projects using backwards design, PBL, SEEDS, compassionate systems action, or civic/service pathways.
Design a diagnostic hinge question that reveals whether students understand enough to move on. Use when planning key checkpoints mid-lesson during explicit or direct instruction.
Use when a Codex execution should report progress, artifacts, blockers, or completion state back to OrgX during a live task.
Structure a direct experience into a full learning cycle with concrete experience, reflection, and conceptual transfer.
Apply iconic representation — using simplified visual symbols to communicate function, status, or category at a glance.
Use visual similarity to create perceptual groups — making related items look alike so users perceive them as a set.
Review a PR across multiple dimensions — description, code changes, code scan, unit tests — using parallel subagents. Supports GitHub, GitLab, and enterprise platforms.
Analyse text complexity across quantitative, qualitative, and reader-task dimensions with scaffolding recommendations.
Apply figure-ground separation specifically for overlays — modals, dialogs, drawers, popovers, dropdowns, toasts.
Map a current event below the surface into patterns, structures, and mental models. Use when a class or team needs systemic understanding before action.
Audits an existing lesson against UDL's three principles — engagement, representation, and action/expression.
Extract a small sample of rows from a dbt output port using a non-production profile, scrub anything classified as PII or sensitive in the data contract, and upload the scrubbed…
Present pathway options and orchestrate place-based curriculum design from a local place, curriculum requirement, or community issue.
Apply locus of control — the design choice between making the system appear to act on the user''s behalf (external locus) and making the user appear to direct the system (internal…
Use as the main intake for fuzzy or under-specified feature work before coding. Trigger on: dev-grill-docs, grill-with-docs, grill with docs, 拷问需求, 拷问方案, 压测方案, 术语沉淀, 帮我设计, 写个方案,…
Cross-agent gene sharing protocol for exchanging validated evolution patterns between Claude sessions with trust downgrades and local revalidation.
Multi-AI requirements scoping using Codex and Gemini CLIs (Double Diamond Define phase)
提供基于 Testcontainers 的 Java 集成测试工作流，用于数据库、中间件和外部依赖的接近真实行为验证。 当任务涉及持久化、消息、缓存、对象存储或多依赖编排时使用。
Set up, index, and manage SocratiCode codebase indexing. Use when the user wants to index a project, check infrastructure health, start/stop file watching, configure context…
The learner teaches the concept to the AI, which plays a curious novice peer and identifies gaps through authentic questions.
Map which elements of an assignment benefit from AI assistance vs. which AI use undermines. Use when redesigning tasks for AI-age classrooms or setting defensible AI use policies…
Present options with trade-offs for informed decision-making — use when choosing between approaches
Design a complete document-based history lesson using the Reading Like a Historian four-part structure.
Use when the user asks Codex to inspect Aient telemetry, search logs, explain traces, create/list Aient API keys, or use the Aient MCP server.
Redesign a blocked topic sequence into an interleaved plan with mixed practice across related topics. Use when planning units, homework schedules, or revision programmes.
ADK 框架适配层。为 LangChain / EINO / AutoGen / AgentScope / CrewAI 提供框架特定的 代码模板、惯用模式、API 映射和项目结构，供 agent-dev-workshop Phase 5 代码生成使用。 每个框架 reference 文件标注 verified_date 用于版本锁定。
Create an interactive digital worked example sequence with fading for online or blended delivery. Use when building e-learning modules, LMS content, or app-based instruction.
Set line length (measure) for prose — capping the maximum width of body text so lines stay in the 45–75 character range that supports comfortable sustained reading.
Wrap up a branch — run tests, create PR, merge or discard — use when implementation is done
Coordinates UDL and differentiation tools through a universal-first hierarchy: barrier removal before targeted differentiation before individualised accommodation.
Peer Review Ralph Loop — combines Cavekit kits with a Ralph Loop and true cross-model peer review using Codex (OpenAI). Claude builds from specs; Codex reviews adversarially.
Используй только когда пользователь явно просит запустить Codex Project Autopilot, продолжить проект из .codex-agent или в текущем workspace уже есть активный .codex-agent.
Diagnose motivation problems in a task using self-determination theory and redesign for autonomy, competence, and relatedness.
Apply the Gestalt principle of Closure — the perceptual tendency to see incomplete shapes as whole. Use when designing icons (a few strokes can imply a closed shape),…
Create zero-context implementation plans with bite-sized tasks — use for multi-step feature planning
Reverse-engineer design systems, tokens, and components from live products or screenshots
Build a learning progression showing prerequisite-to-mastery steps for a target skill or understanding.
Pick up where you left off from a previous session — use after context resets, compaction, or new conversations
Optional knowledge-graph integration. When `graphify-out/graph.json` is present, architect/researcher/reviewer/task-builder agents can query symbol-level dependencies (IMPORTS,…
Design a source evaluation protocol using lateral reading and credibility checks for digital information.
Step-by-step process for adopting Cavekit on an existing codebase. Covers the 6-step brownfield process, bootstrap prompt design, spec validation against existing behavior, and…
Generate argument structure scaffolds using Toulmin, PEEL, or CER frameworks for a specific claim or question.
Build students' capacity to read historical documents closely — attending to word choice, tone, and rhetoric as evidence of perspective.
Build a VillageSQL extension end-to-end using the 7-phase persona-driven workflow: requirements, feasibility, scaffold, implementation, CTO review, UAT, and documentation.
Use CALL-E from Codex through the calle CLI. Use for CALL-E setup checks, authentication recovery, phone call planning, planned call execution, and call status checks.
Map systemic forces shaping a wellbeing concern without individualising the problem. Uses Bronfenbrenner's ecological model and social determinants to generate structural…
Select and configure a structured discussion protocol matched to the purpose, topic, and group readiness.
Evidence before claims — run verification commands before declaring work complete, fixed, or passing
Select evidence-based study strategies matched to material type, learning goal, and student habits. Use when advising students on revision techniques, homework, or independent…
When a learner gets something wrong or feels stuck, require them to diagnose the problem before receiving help.
Design multi-informant assessment approaches for dispositional competencies like curiosity or resilience.
Package and finalize completed work for delivery — use when a feature is done and ready to ship
Use when the user's video is on disk — VidSeeds MCP probe, frame/clip extraction, ffmpeg recipes, precision trim, and midroll analysis.