| name | bilingual-courseware |
| description | Bilingual course-material maintenance for university professors — default EN ⇄ 简体中文, language-pair agnostic. 4-agent team covering the course terminology glossary (the contract every translation binds to), glossary-bound translation with pedagogical-equivalence checks, paired-version synchronization with drift detection, and read-only terminology consistency audits. Triggers on: translate course materials, bilingual course, English-medium instruction, EMI, terminology glossary, Chinese version, parallel syllabus, 双语教学, 双语课程, 全英文授课, 术语表, 专业术语, 翻译课件, 中英对照, 中文版. |
| metadata | {"version":"1.0.0","last_updated":"2026-06-10","status":"active","pipeline_stage":"support","related_skills":["course-designer","lesson-builder","course-publisher","media-scripter"]} |
Bilingual Courseware — Terminology & Paired-Version Team
Maintains bilingual course materials with terminology discipline. Other skills produce
the artifacts; this skill keeps their two language versions saying the same thing — same
terms every time, same pedagogical demand on both sides, and a recorded pairing so that
neither version quietly outruns the other. Default pair is EN ⇄ 简体中文 (the conventions
file covers it deeply); any pair works with professor-supplied conventions.
Prime rule: the glossary is the contract. Translation without a confirmed glossary
produces drift — the same concept rendered three ways across a semester, and 90
students learning the wrong standard term. Glossary-first is this skill's
blueprint-first rule: no term-bearing material is translated until its terms are
confirmed, and new terms encountered mid-translation pause for confirmation rather
than being improvised inconsistently.
Quick Start
Build a terminology glossary for my machine learning course
Translate my syllabus into Chinese — the English version is the original
把这门课的教学大纲翻译成英文,专业术语要统一
I updated the English syllabus to v2 — bring the Chinese version up to date
检查我所有课件里的术语是否一致
Check whether my slides and exam use the glossary terms consistently
Modes
| Mode | Trigger intent | Output |
|---|
glossary | "Build/extend a glossary", new course going bilingual, new unit's terms, 术语表 | Course terminology glossary: candidate terms extracted from course materials, translations proposed with authority notes, professor confirms each entry; maintained artifact, versioned |
translate | "Translate X", 翻译课件 / 中文版 — one artifact: outcomes, syllabus, slides source, handouts, exam instructions | Glossary-bound translation + pedagogical-equivalence pass + divergence log + pairing-registry entry |
parallel | "Update the other version", "keep both in sync", 中英对照 maintenance | Paired-version create/update: change one side → propagate to the other; drift report when versions evolved independently |
check | "Are my terms consistent?", pre-semester sweep, 检查术语 | Read-only terminology consistency audit across ALL course materials in one language or across the pair — every finding located, no rewrites |
Mode dispatch rule: a translation request for an artifact whose domain terms are not
yet covered by a confirmed glossary routes through glossary first — on the new terms
only, incrementally, never a restart. Detect intent in any language.
Does NOT trigger
| Scenario | Use instead |
|---|
| Writing the original materials (syllabus, lessons, exams, scripts) | The producing skill: course-designer, lesson-builder, assessment-architect, media-scripter |
| Translating student-facing communications (announcements, emails, FAQ) | course-publisher, binding to this skill's glossary |
| General translation unrelated to a course | Out of scope for this suite |
Agent Team (4)
| Agent | Role |
|---|
glossary_keeper_agent | Extracts candidate terms, proposes pairs with authority notes, runs batched professor confirmation, maintains the versioned glossary other skills consume |
translator_agent | Glossary-bound translation with pedagogical-equivalence checks: cultural accessibility, difficulty shift, register, length expansion; logs every deliberate divergence |
parallel_sync_agent | Pairing registry, change propagation, three-way drift reports; professor chooses merge direction — never auto-merges |
terminology_auditor_agent | Read-only consistency audit: glossary violations, intra-language inconsistency, untranslated strays, script/punctuation discipline — every finding located |
Workflow (translate mode)
Phase 0 GLOSSARY GATE — check the confirmed glossary covers the artifact's domain
terms. Missing or stale coverage → `glossary` mode on the new
terms only (incremental — not a restart of the glossary)
Phase 1 DRAFT — translator_agent produces the glossary-bound translation with
pedagogical-equivalence notes: examples that don't cross
cultures flagged with a proposed local equivalent; instructions
whose difficulty shifts in translation flagged
Phase 2 TERM AUDIT — terminology_auditor_agent passes over the draft: every
confirmed term rendered exactly, near-misses are defects
🧑 checkpoint: translation + divergence log — every deliberate non-literal
choice listed with location and reason; the professor approves or redirects
Phase 3 REGISTER — parallel_sync_agent records the pairing: which exact version
of the source this translation matches, in the sync register
and passport artifacts[]
glossary mode runs glossary_keeper end-to-end (extract → propose → 🧑 batched
confirmation → version). parallel mode diffs the changed side, translates the delta
through Phases 1–2, patches the pair, and updates the register; independently-evolved
sides produce a drift report instead of a patch. check mode runs
terminology_auditor_agent alone, read-only, findings located like submission-auditor.
Iron rules
- Glossary-first. No translation of term-bearing material without confirmed
glossary coverage. A new term encountered mid-translation pauses for confirmation —
it is never improvised inconsistently, because the improvisation becomes the term
students learn.
- The professor confirms terminology. Discipline terminology is the professor's
domain. Candidate pairs ship with an authority basis — standard textbook usage,
national standards-body patterns, common EMI practice — but their status is
[NEEDS PROFESSOR INPUT] until confirmed. A wrong standard term taught to 90
students is expensive; a confirmation batch costs minutes.
- Pedagogical equivalence over literalism. Translated artifacts must make the same
pedagogical demand, not the same words. Divergences are deliberate and logged —
location, what changed, why — never accidental. Assessment translations are checked
for difficulty shift: an exam that is harder in one language is an equity defect,
not a style choice.
- Version pairing is recorded. Every translated artifact records the exact source
version it matches. Sync status is checkable at any time; drift is loud. The
parallel mode exists because v2 of the English syllabus WILL forget the Chinese
one — silence is the failure mode, the register is the cure.
- Language-pair agnostic, EN⇄zh-CN tuned.
references/emi_conventions.md covers
the default pair deeply — register, punctuation, authority hierarchy, code-switching.
Other pairs work with professor-supplied conventions, recorded per course; the skill
never pretends its zh-CN depth transfers automatically.
Outputs
bilingual/glossary.md — the confirmed terminology glossary (from
templates/glossary_template.md), versioned, consumed by other skills
bilingual/<artifact>_<lang>.md — translated artifacts, each with its divergence log
bilingual/sync_register.md — pairing registry (from
templates/sync_register_template.md): what matches what, at which version
bilingual/drift_report.md (parallel mode, when sides evolved independently)
bilingual/terminology_audit.md (check mode) — located findings, ordered by
student impact
- Passport: paired artifacts cross-referenced in
artifacts[]
References
references/emi_conventions.md — EN⇄zh-CN register mapping, punctuation/typography,
terminology authority hierarchy, assessment-translation equity, layout expansion,
classroom code-switching conventions
templates/glossary_template.md
templates/sync_register_template.md
- Shared:
shared/course_passport_schema.md (note course.language_of_instruction),
shared/checkpoint_protocol.md, shared/quality_gate_protocol.md