withmarbleapp/os-taxonomy

A dependency

{ "topicId": "mt__00ZSLnB7p", "prerequisiteId": "mt_VBl1T1sFCM", "strength": "hard",
  "reason": "Must understand vibrations make sound before finding volume patterns" }

topicId depends on prerequisiteId. Reverse the edge to get "unlocks".

Teaching research

data/teaching-research.json adds how a topic might be taught to the graph of what children learn. It contains 1,049 active topic records. coverage.missingTopicIds and per-subject counts make the 806 topics without research explicit; absence is not a judgement about whether a topic can be taught.

archived-teaching-research.json preserves two historical records excluded from active coverage after a topic merge and a change in learning scope. Each entry includes the original topic and research record, its archive reason, and related current topic IDs. The archive also records the assessment prerequisite reference redirected after the merge.

The active teaching-research.json file has schemaVersion: 1 and taxonomy version: "v1". Each records[] entry joins topics.json through topicId and contains:

| Field | Meaning | |---|---| | pedagogy | Original teaching summary, practices, representations and misconceptions. | | learn | Portable learning guidance (schemaVersion: 2): a summary, activities, educational constraints and review notes. | | learn.activities[] | Learner actions, intended insight, feedback, rationale and supporting source claims. No product artifact types or fit rankings. | | assess | Original diagnostic/task, response levels, error patterns and next teaching moves; nullable in the public interface. | | sources | Claim, named source, optional URL and the original author's verification flag. | | confidence | Original authoring confidence; not an independent quality score. | | provenance | Original authoring model and source record timestamps. The update timestamp also reflects the learning-guidance rewrite. | | publicationNotes | Paths and curriculum codes for text omitted under the codes-only publication policy. |

sourceClaims exactly match sources[].claim after publication transformations. A source may support a general principle or curriculum alignment; this does not mean the proposed activity was tested. Some activities have no directly linked source claim.

These records were agent-authored. The learning guidance was rewritten for portability, checked by a separate factual critic, and sampled by a second agent. Most original pedagogy and assessment were retained and may contain claims that the updated guidance qualifies; chart-specific alignment repairs after #30 are recorded in the affected learning-guidance review notes; read the constraints and review notes alongside them. Sources were not re-fetched or re-verified for the initial publication; later nutrition-guide checks are recorded in the affected review notes. Historical verified: true and confidence: "high" are not new evidence ratings. Activities are research-informed proposals, not empirically validated interventions.

Nutrition terminology corrections in #63 update the existing Animal Nutrition, Balanced Diet & Food Groups, and Nutrients in a Healthy Diet guidance, activities and assessment to distinguish nutrients from food groups. Balanced-plate activities use food groups in a local guide; the records retain their identities. See the review note.

Some original research quoted restricted curriculum standards. Matched passages are replaced with inline curriculum references, including inside citation claims; all transformed paths are listed in publicationNotes. This is a conservative mechanical omission pass, not comprehensive rights clearance. Consult the linked upstream sources for their wording and terms. See PROVENANCE.md.

After the chart split in #30, mt_bESTSBB0wK covers pie charts, mt_H6LlpWgEYS covers earlier line-graph problem-solving, and mt_HlNSurPVDp has a separate construction-and-interpretation record. The new record adapts existing graph research; it is not a fresh literature review, and all reused source-verification flags are false. Its assessment requires a complete constructed graph. The later grouped-charts assessment routes graph-choice errors to data presentation and sector-angle errors to pie charts.

The file is bound to the exact topics.json bytes through topicFileSha256. Regenerate the research projection when the canonical topic file changes, even when topic IDs remain stable.

Using it

Pure data — no runtime, no dependencies. Load the JSON and go.

import topics from './data/topics.json' with { type: 'json' };
import deps from './data/dependencies.json' with { type: 'json' };
const byId = new Map(topics.topics.map(t => [t.id, t]));
const prereqs = deps.dependencies
  .filter(d => d.topicId === 'mt_N8CpN1EJrP')
  .map(d => byId.get(d.prerequisiteId).name);

Join teaching guidance to a topic:

import research from './data/teaching-research.json' with { type: 'json' };
const guidanceByTopic = new Map(research.records.map(r => [r.topicId, r]));
const guidance = guidanceByTopic.get('mt_N8CpN1EJrP'); // undefined: English is not covered yet
const activities = guidance?.learn.activities ?? [];

Validate structure, research coverage, evidence links and checksums:

node scripts/validate.mjs
node --test scripts/teaching-research.test.mjs

Marble Builder

The marble-builder agent skill helps turn a child's age and a user-confirmed goal into a standalone HTML learning experience that works offline by default. It uses topic prerequisites and available teaching research, develops a targeted research brief when needed, and agrees a concept with you before building. Experiences use visual interactions, scaffolding, UI-assessed transfer tasks and optional extensions. Spatial topics use Three.js with direct scene manipulation and a crafted cel-shaded look with flat colors and black outlines. Visual simulations must meet a beauty, craft and polish bar as well as work correctly. The public skill includes Marble-derived UI tokens, tactile controls refined in Moon Visit and Sky Colour Explorer, and the openly licensed Baloo 2 font, with one title and one instruction visible at a time: a small top-left title and a large, prominent instruction or explanation, plus concise button labels paired with icons. Water Lab is the visual quality reference. The agent renders, inspects and iterates in the browser rather than stopping at the first working HTML file.

The skill includes five runnable examples with readable source, key-state screenshots and design notes: Moon Visit, Sky Colour Explorer, Hidden Cubes, Bee Builder and Otter Forest. The notes explain what to borrow and where each prototype has limits or exceptions.

Optional connected LLM mode requires explicit author approval and a learning goal whose open-ended reasoning or text production cannot be adequately supported locally. That mode requires internet and a separate account connection; ChatGPT plan usage is a preview option for eligible local/open-source integrations.

In Codex, open this repository and invoke $marble-builder, for example:

Use $marble-builder to help my 8-year-old understand why equivalent

fractions represent the same quantity.

Other agents can follow the linked SKILL.md directly. No Marble account or hosting is required. New reusable teaching research can optionally be proposed as a separate PR, with no child-specific information included.

License

This dataset is multi-licensed — read this before you use or redistribute it.

| Layer | License | |---|---| | The database — the collection, structure, IDs, topic↔topic and topic↔standard relationships | ODbL 1.0 — free for research and commercial use, attribution required, share-alike (derivative databases must stay open under ODbL). | | The textual content Marble authored — topic description/name/evidence/assessmentPrompt, dependency reasons, cluster summarys, original teaching-research prose | CC BY-SA 4.0 — same spirit: attribution + share-alike. | | Marble-authored learning examples — application source, original artwork, captures and design notes | CC BY-SA 4.0. Bundled Three.js and Baloo 2 retain their separate MIT and OFL licenses and notices. | | curriculum-standards.json — extracted from third-party frameworks | Not Marble's to relicense. Each source is under its own upstream license — see PROVENANCE.md. |

Why share-alike + still commercial-friendly: ODbL distinguishes a derivative database (extend/modify the taxonomy → must stay open) from a produced work (use it inside a product, model, or app → stays yours). So you can build a commercial product on this without open-sourcing your product; you only owe back improvements to the taxonomy itself.

Attribution

Any use must credit:

Marble Skill Taxonomy (v1) · © Generative Spark, Inc. (Marble) · https://withmarble.com · licensed under ODbL 1.0 (database) and CC BY-SA 4.0 (content).

Plus the upstream notices in PROVENANCE.md for any curriculum standards you use. See CITATION.cff for a formal citation.

What's not here

Deliberately excluded from this release: semantic embeddings (derived, recomputable) and any per-child / user data (never published). See CHANGELOG.md.