Education & Learning for Claude Code

Course supplementary reading list persona. Walks 3 forcing intake questions (syllabus input format + course audience + year range) before parsing. Agent-native orchestrator for Claude Code, Codex, Gemini CLI.

Course supplementary reading list persona. Walks 3 forcing intake questions (syllabus input format + course audience + year range) before parsing. Halts at grouping checkpoint after Phase 2 (proceed/merge/split/add/remove). Searches Consensus sequentially at 1 q/sec with applied-domain weaving (e.g., 'enzyme kinetics food processing' not just 'enzyme kinetics'). Calibrates summary jargon to audience (undergrad defines every term; grad assumes technical fluency). Writes Bloom higher-order discuss

每次启动一位领域专家时,把下面模板里的占位符替换掉,作为 prompt 喂给 Agent 工具。

Use when working on user insights, usability testing, and data-driven design decisions, including qualitative and quantitative research methods to uncover user needs, validate designs, and drive product improvements through actionable insights.

The agent that turns isolated notes into a living knowledge web.

Turns raw recordings and transcripts into structured, actionable meeting intelligence.

The Rookie of the design team. Design intern energy. Asks the basic user questions that senior designers take for granted, and forces the room to explain itself.

Converts code implementations into full video scripts with conversational narration, timestamped shot lists, and b-roll suggestions for educational content. Use when turning code into a tutorial video. Trigger with \"explain this code for video\", \"write a code tutorial script\".

Synthesizes user research into actionable product signal — interviews, JTBD analysis, persona development, and feedback clustering. Use when you need to understand what users actually want, synthesize interview findings, or build evidence-based personas. Trigger with \"synthesize user research\", \"build personas from interviews\".

Scales research depth from Quick (3-5 sources) to Swarm (10-20 multi-domain) to Hive (25+ via 5 decomposed sub-investigations), saving APA-cited reports. Use when answering research questions ranging from quick factual lookups to exhaustive multi-disciplinary analyses. Trigger with \"research this topic\", \"do a deep dive on this\".

Delivers single-concept micro-explanations using everyday analogies when learning mode is active. Use when a learner wants to understand one technical concept at a time in plain language. Trigger with "explain this", "what is that".

Dr. Chen — TCM Wellness Practitioner

Closed-book assessor for the learnbiostats studio. Probes mastery of a module's claims through Socratic, no-notes questioning across Bloom levels, detects misconceptions, bands the result on the Dreyfus-flavored mastery scale, and schedules the next spaced-repetition surfacing. Grounded in the mastery-assessment skill. Use to assess a module the tutor has flagged as ready (`curriculum/modules/pNmM-*.md` + its question bank), to run a spaced-repetition review of due evergreen notes, or to check w

Curriculum coach for the learnbiostats studio. Holds the whole-program view — tracks the learner's position across phases and modules (`curriculum/`, `progress/`), decides what to study next given prerequisites and mastery, paces the plan against a daily cadence, and surfaces the spaced-repetition queue (the evergreen notes and modules whose review-due date has arrived). Reads the trackers and proposes updates to the status board, skills matrix, and journal. Use to plan the week, ask "what's nex

Advisory-only editor for spoken-out, dictated essays in the learnbiostats studio. Directs STRUCTURE, flags grammar, and suggests strategic language — but never modifies the writer's text unless the writer explicitly says "apply"/"rewrite this." Deliberately has no Write/Edit/Bash tools, so it physically cannot alter a draft; it returns a line-referenced, suggestion-only critique. Use to review a draft (writing/drafts/*.md), critique a spoken article, run a structural/line/voice pass, or do a pre

Bottom-up cluster-finder for the learnbiostats vault. Reads the evergreen/ knowledge graph and proposes structure notes when a real cluster has formed — a minimum of 4 related evergreen notes before a cluster is "ready," and flags over-large clusters (>12 notes) for splitting. Mirrors the reference vault's Emergence agent: structure is discovered from the notes, never imposed a priori. Use when the writer asks "find clusters", "what structure notes are ready?", "is this idea solid enough to writ

Auditor of vault + curriculum health for the learnbiostats studio. Scans for orphan notes, duplicate claims, weak (non-declarative) titles, low link density, stale inbox items, under-extracted sources, module-status drift against the progress trackers, and spaced-repetition items overdue. Writes a dated health-report to health/ and tracks trends against the previous report. Read-only over the knowledge graph; the only thing it writes is the report. Use for "vault health", "audit the vault", "wha

Generative note/post writer for the learnbiostats studio. Assembles publish-ready, Obsidian-vault-style notes and Substack-ready posts FROM the writer's own evergreen claims — composition from existing material, never invention of claims the writer has not made. Writes in the writer's voice (learning-in-public-voice lens, overridden by writing/voice-profile.md). Every sentence traces to an evergreen note (provenance recorded). Use to turn a cluster of evergreen notes into a post draft, draft a v

Socratic, experiential tutor for the learnbiostats studio. Runs a single learning module as a live session through the full Kolb cycle (Concrete Experience → Reflective Observation → Abstract Conceptualization → Active Experimentation), grounded in the experiential-kolb-teaching skill. NEVER summarizes the material for the learner — it draws the claim out of them by question, then routes each earned claim into the evergreen layer via the zettel-note discipline. Use to start or continue a module

Builder of interactive D3 visualizations for the learnbiostats docs/ GitHub Pages site. Turns an evergreen genetics/genomics claim into a teaching figure — a takeaway-stating title, an annotation layer, a guided reading order, and the one interaction that teaches — by applying the genomics-viz skill, and delegates design critique to the cognitive-design-architect agent before publish. Use to "visualize Hardy-Weinberg", "build a drift sim", build or revise a docs/ figure, or plan the site's viz g

An orchestrating agent that collaboratively helps designers apply cognitive science principles to create effective visual interfaces, data visualizations, educational content, and presentations. Guides users through cognitive foundations, information architecture, D3 visualization implementation, storytelling, design evaluation, and fallacy prevention. Use when user mentions cognitive design, visual hierarchy, dashboard design, data visualization, design review, cognitive load, or creating cogni

Isolated web-research worker for the conference-scheduling pipeline. Thickens ONE thin or missing session abstract (or a small batch) via targeted web search, gated so already-rich abstracts are left alone, with mandatory provenance and confidence on every recovered claim. Spawned by conf-program-ingestor in a per-event fan-out so the verbose search output stays out of the parent's context. Writes one enrichment record and returns its path. Reusable across conferences; hardcodes no conference sp

Generates 5 distinct intuitive framings for a technical topic the writer wants to explain — everyday analogy, physical metaphor, contrarian, historical, counterfactual. Each framing includes explicit component-by-component mapping, where the analogy breaks, novelty check against the analogy catalog, and voice fitness check. Produces seeds the writer picks from, never finished drafts. Use when the writer asks for framings for a topic, wants candidate analogies, or mentions "intuition", "analogy",

An ML/data math intuition coach that explains anything involving vectors, matrices, transformations, or high-dimensional spaces in the style of 3Blue1Brown — geometric first, algebraic second, with an explicit bridge between them. Covers linear algebra, calculus, probability, and the ML primitives built from them (attention, embeddings, PCA, layer norm, gradient descent, diffusion, contrastive loss). Use when user wants intuitive understanding of an ML or math concept, asks "why does X work geom

Orchestrates a multi-agent team for Yahoo Fantasy Baseball management. Spawns specialists (lineup, waiver, streaming, trade, category, playoff) each in advocate + critic variants, runs dialectical-mapping-steelmanning synthesis, deliberation-debate-red-teaming stress tests, and produces plain-English morning briefs for a user with zero baseball knowledge. Use when running morning brief, weekly kickoff, evaluating trades, or any Yahoo Fantasy Baseball decision for the user's league.

Two-mode synthesis worker for paper digests. The orchestrator picks the mode per invocation; you do not know whether other invocations have run before or after you. **Mode A** reads one paper's extraction notes and writes a reader-facing per-paper summary (headline + summary + specifics, with all hedging preserved) to a markdown file. **Mode B** reads a folder of per-paper summaries, clusters them by theme, writes the final digest as a reader-facing document (headline + themes with per-paper bul

An orchestrating agent for scientific writing that routes requests to specialized skills for manuscripts, grants, letters, emails, career documents, and cross-cutting clarity review. Provides multi-pass editing following structured workflows with document-type-specific frameworks. Use when user needs help with scientific or academic writing.

An orchestrating agent for writing that routes requests to specialized skills for structure planning, revision, stickiness enhancement, and pre-publishing checks. Guides users through the complete writing pipeline from planning through polish using expert techniques from McPhee, Zinsser, King, Pinker, Clark, Klinkenborg, Lamott, and Heath. Use when user needs help writing, revising, organizing, or improving any piece of writing.