Redesign a classroom as a prepared environment optimised for independent learning, calm transitions, and material access.
Create a research-backed, reviewed, sectionized Zagrosi Forge TDD implementation plan from a markdown spec.
Implementation tracking documents for maintaining living records of what was built, what is pending, what failed, and what dead ends were explored.
Refine a task into a complete, autonomous-ready spec with SMART acceptance criteria, technical context, and AI-readiness checks.
Design a professional development session using adult learning principles with active teacher engagement. Use when planning INSET days, CPD workshops, or staff training sessions.
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),…
Expert multi-AI code review with inline PR comments — use for thorough quality and security analysis
Apply paragraph rhythm and prose-level readability — calibrating leading, paragraph spacing, subheading frequency, and visual breathing room so that long-form text reads smoothly…
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…
Edit an output-port ODCS file under models/output_ports/v<N>/, run the contract test against the live data, and classify any failures as breaking or non-breaking changes — with…
Structure a student's self-determined project with mentoring checkpoints, competency alignment, and reflection.
Audits an existing lesson against UDL's three principles — engagement, representation, and action/expression.
Apply wabi-sabi restraint — the discipline of leaving things out, of resisting decoration, of letting empty space and silence do design work.
Use when the user asks about Codex token usage, model/reasoning efficiency, usage dashboards, CSV exports, or per-session/per-turn Codex usage stats from local logs.
Build a VillageSQL extension end-to-end using the 7-phase persona-driven workflow: requirements, feasibility, scaffold, implementation, CTO review, UAT, and documentation.
Apply treatment strategies for identified weak links — fix, eliminate, buffer, replicate, or communicate.
Report the user's current AxonFlow tier (Free or Pro), Pro license expiry date, endpoint, and whether a license token is configured.
Frappe-specific search and discovery guidance for finding benches, apps, remotes, sites, ports, hooks, DocTypes, builder DocTypes, and frontend surfaces quickly.
Identify and navigate genuine dilemmas in curriculum, school, or community contexts — tensions between competing goods that cannot be solved, only navigated.
Project remaining workflow cost from per-phase averages — warns on budget ceiling overruns
Generate argument structure scaffolds using Toulmin, PEEL, or CER frameworks for a specific claim or question.
Design discipline-specific critical thinking tasks grounded in knowledge-contingent reasoning rather than generic skills.
Design a fact-checking protocol for AI-generated text, extending SIFT with AI-specific adaptations for hallucination detection.
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…
Design a multi-round questioning sequence for interrogating AI chatbot answers, tracking how responses shift and distinguishing genuine updates from sycophantic capitulation.
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。
Analyse text complexity across quantitative, qualitative, and reader-task dimensions with scaffolding recommendations.
Fetch the full reasoning behind an AxonFlow policy decision — matched policies, risk level, override availability, recent hit count
Generate follow-up teaching moves that extend student thinking after a specific classroom response. Use when a student says something worth exploring and the teacher wants to…
Surface the user's recent AxonFlow governance decisions — answers "what just got blocked", "show me my recent denials", or feeds a decision-history forensic flow
Design a RULER emotional literacy sequence for recognising, understanding, labelling, expressing, and regulating emotions.
Design the deeper patterns, structures, artefacts, and mental models needed to grow a desired event. Use when a class imagines a better future.
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…
Create a writing scaffold teaching the genre conventions specific to an academic discipline. Use when students write lab reports, historical essays, or other discipline-specific…
Use when the user invokes be-serious, $be-serious, or @be-serious; asks for serious scholarly or textbook-grade prose; or wants the current session to avoid slang, sycophancy,…
Design an adaptive assessment loop where each student response triggers the next instructional move. Use when building technology-enhanced formative assessment cycles.
When a learner gets something wrong or feels stuck, require them to diagnose the problem before receiving help.
Use Registry Broker to discover and summon specialist agents for focused subtasks from inside Codex.
Design formative assessments that make students' historical thinking visible — revealing whether they source, close-read, contextualise, and corroborate.
Map evidence-based connections between a wellbeing initiative and specific academic learning outcomes.
Design trauma-informed classroom practices that prioritise safety, predictability, connection, and regulation.
Design an error analysis protocol to diagnose the root cause of student mistakes and misconceptions. Use when error patterns appear in student work and targeted feedback is needed.
Modify a lesson plan using SIOP sheltered instruction principles to support language learners across all four skills.
Scaffold an emergent project from observed children's interests using Reggio-inspired approaches. Use when following children's fascinations into deeper inquiry in early years or…
Design a wise systems intervention from an existing analysis. Maps proposed actions against Meadows' leverage points, checks for unintended consequences, and generates…
Design multi-informant assessment approaches for dispositional competencies like curiosity or resilience.
Redesign a direct instruction sequence to include productive struggle before the explanation phase. Use when teaching concepts that benefit from failure-first approaches.
Design a checking-for-understanding protocol with specific techniques for each lesson stage. Use when planning systematic comprehension checks during explicit or direct…
Review the week using accumulated session evidence — retrieval rates, hint depths, calibration accuracy, transfer and unassisted results.
Design a media deconstruction protocol analysing persuasion, bias, or representation in media texts. Use when teaching students to critically read advertisements, news, or social…
How to write Cavekit-quality kits that AI agents can consume effectively. Covers implementation-agnostic cavekit design, testable acceptance criteria, hierarchical structure,…
Apply the principle of Legibility — the visual clarity of individual characters and short phrases, determined by typeface, size, weight, contrast, and spacing.
Verify and design for load scaling — data volume, transaction volume, request rate, and user count. Use when sizing infrastructure, choosing data structures, designing pagination…
Create if-then implementation intentions and WOOP plans for specific student behaviour change goals. Use when students know what to do but struggle to follow through on habits or…
Apply the principle of Immersion — designing for sustained focus and engagement, where the user becomes absorbed in the activity and loses awareness of the surrounding…
Revoke a previously-created AxonFlow session override — emits an audit event and ensures subsequent policy evaluations no longer consult it
Structure a decision or design challenge through multiple perspectives before committing to action. Use as a synthesis step after scoping, mapping, and dilemma navigation when a…
Design a lesson that embeds PERMA wellbeing elements alongside academic learning objectives. Use when planning lessons that intentionally support both content mastery and student…
Use when the user reports a bug, broken behavior, regression, failing test, or asks to investigate/root-cause/debug.
Install or refresh oc-codex-multi-auth in OpenCode, choose the right config mode, and verify Codex OAuth with ChatGPT Plus or Pro access.