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Plugin shim for the mathmodel-skill competition workflow. Use when Codex invokes this plugin for a CUMCM, MCM/ICM, or Diangong Cup modeling-contest task, including problem selection, modeling, robustness, contest-paper writing, compliance, or final submission review. Do not use for generic data analysis or non-competition paper review.
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Odoo 19 development knowledge base with 18 specialized guides covering Actions (ir.actions.*, cron jobs, server actions), Controllers (HTTP routing, endpoints, auth types), Data files (XML/CSV records, shortcuts, noupdate), API Decorators (@api.depends, @api.constrains, @api.ondelete, @api.onchange, @api.model, @api.private), SQL Constraints (models.Constraint replacing _sql_constraints), Database Indexes (models.Index), Module development (manifest, wizards, reports), Field types (Char, Text, Monetary, relational fields), Manifest configuration (__manifest__.py, dependencies, asset bundles), Mixins (mail.thread, mail.activity.mixin, mail.alias.mixin, utm.mixin), ORM Model methods (search, CRUD, domain filters, recordsets, CamelCase model naming), Migration scripts (pre/post/end hooks, data migration), OWL frontend components (hooks, services, lifecycle), Performance optimization (N+1 prevention, batch ops, _read_group), QWeb Reports (PDF/HTML, paper formats, barcodes, t-out), Security/ACL (record rules, field permissions, privilege-based groups, @api.private), Testing (TransactionCase, HttpCase, mocking, query count assertions), Transactions (savepoints, UniqueViolation, serialization failures), Translations (i18n, PO files, translatable fields), XML Views (list/form/search, kanban card templates, xpath inheritance, QWeb templates). Use when writing, reviewing, or debugging any Odoo 19 Python or XML code, creating or modifying modules, fixing performance issues, or looking up Odoo 19 API patterns and best practices. Includes CSS/SCSS asset authoring and review for Odoo addons.
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Context-aware line edit that strips generic AI writing patterns without flattening the author's voice, plus a findings-only audit mode that names issues instead of rewriting. Applies contextual rules rather than blanket bans on adverbs, passive voice, and punctuation, and locks facts, numbers, quotes, code, links, and the supplied house style before it touches a sentence. Use before copy, a README, an email, a social post, or a doc ships; after a long assisted-writing session; when the text sounds fine but feels generated; or when the user asks for a findings-only slop audit. NOT FOR: writing new copy from scratch; deciding whether a person or a model wrote text; changing or certifying facts, which must be checked against primary evidence before publication.
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Expert copywriter and copy editor combining David Ogilvy's clarity, Ann Handley's warmth, and modern conversion science. Full copy lifecycle: writing new copy and editing existing copy. Grounded in positioning-first thinking, voice-of-customer research, and the Seven Sweeps editing framework. Use when writing or editing any copy: copywriting, write copy, headlines, taglines, email copy, ad copy, landing page copy, product copy, UX writing, CTAs, value proposition, microcopy, sales copy, conversion copy, SaaS copy, startup copy, positioning, messaging, voice-of-customer, landing page, copy editing, edit copy, review copy, proofread, polish copy, tighten copy, copy sweep, copy feedback, sharpen messaging.
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PyTorch 모델과 학습 코드 작성 및 검토를 돕습니다. 데이터 로딩, 실험 재현성, 학습 상태 저장과 복원, GPU 메모리 및 속도 개선을 다룹니다.
Perl 5.36 이상 코드의 작성, 검토, 기존 코드 개선을 돕습니다. 함수 인수 정의, 예외 처리, 클래스 설계, 파일 작업과 의존성 관리 예제를 제공합니다.
C++ 코드 구현·검토·리팩터링에서 타입 사용, 메모리 관리, 예외 처리와 동시성을 점검합니다. 표준 지침에 따라 안전성과 코딩 방식의 일관성을 정리합니다.
곡 구성과 운율, 부르기 쉬운 표현을 고려해 가사와 Suno용 곡 분위기 및 가창 지시를 만듭니다. 개사 리듬과 AI 발음 조정도 다룹니다.
대화로 새 제품이나 개인 프로젝트의 아이디어를 구체화합니다. 수요와 기존 대안, 처음 공략할 대상을 검토하고 개발에 앞서 설계 문서로 정리합니다.
Build prompts for FLUX image generation and editing, with guidance on model selection, lighting, composition, text, and precise colors. It also covers structured scene descriptions using JSON and editing with multiple reference images.
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Turn descriptions of 3D shapes and CAD tasks into FreeCAD Python scripts. Create models with adjustable dimensions, automate repeated operations with macros, convert meshes and solids, or build custom dialogs and workbench tools.
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Revise AI-generated drafts by identifying stock phrases, vague claims, and repetitive rhythms. Use audience details and brand writing examples to produce a more natural voice, with annotated feedback and before-and-after comparisons.
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Draft, edit, or check prose for formulaic wording and readability problems while preserving source facts and the writer’s voice. Use it to produce plain text or receive specific findings without a full rewrite.
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Plan and troubleshoot large language and vision model training and inference. This guide uses hardware measurements to identify bottlenecks, address memory shortages and unstable training, and improve checkpointing, recovery, and performance across multiple GPUs and machines.
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Provides shared reference material for mathematical modeling competitions, covering writing conventions, problem-specific pitfalls, and chart guidelines. Other skills consult relevant sections during their work; this resource does not run independently.
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Write mathematical modeling competition papers from existing analysis reports, results, and figure PDFs. Use competition templates in Typst or LaTeX, tools for document layout, to organize sections, place figures, and prepare references and summaries.
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Review LinkedIn posts and comments for artificial wording and mechanical sentence patterns. Get proportionate edits with explanations, audit a finished draft without rewriting it, or build a voice profile from previous posts.
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Develop game theory papers from topics, model ideas, or drafts. The skill guides research questions, model design, equilibrium analysis, writing, and revision, with checks for mathematical rigor, citation gaps, and responses to reviewer comments.
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Build Python code for economic models and policy evaluation, with guidance on choosing libraries, estimating effects, plotting results, and checking robustness. Covers macroeconomic simulation and causal inference, the analysis of cause and effect.
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Write and debug Python regressions with PyFixest using a reference for model formulas, estimation functions, and standard errors. It also covers extracting results, comparing models, and producing regression tables and plots, including models that account for group differences.
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Half-hour television comedy craft (半小时情景喜剧/笑点力学/困境机器/多机位单机位格式) — merged from Evan S. Smith's Writing Television Sitcoms (premise-driven comedy in three levels, nine predicaments, six character mixes, setup/punchline mechanics, toppers, running gags, ten comedic nuances, format rules), Neil Landau's sitcom seven-step formula and comedy-room models, Richard Blum's act-length and set-count parameters, Phoebe Waller-Bridge's Fleabag scripts (direct address as a season-long device, six-episode skeleton), Pamela Douglas on dramedy, Kam Miller on complementary comic traits, and Jesse Armstrong on jokes carrying tragedy. Use when writing or fixing a sitcom episode or spec, raising joke density per page, designing a comic predicament that generates stories, choosing between multi-camera and single-camera format and page counts, structuring cold open/acts/tag, writing a half-hour pilot, running a comedy punch-up, or making a drama funny without shifting genre.
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Main app ViewModel patterns (ScopedViewModel, Hilt, StateFlow, triggerEvent, navArgs, savedState flows, events). Use when writing, editing, exploring, debugging, or reviewing ViewModels in the store management app. Covers navArgs, combine+asLiveData, sealed state hierarchies, custom events, init blocks, and companion object placement. NOT for POS (WooPos*) code — use the `pos` skill instead.
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Build or resume mathematical-modeling competition work, including CUMCM, MCM/ICM, graduate and regional contests, data challenges, and open-topic statistical modeling. Guide problem framing, modeling, computation, validation, Chinese or English LaTeX writing, and reviewed PDF/source delivery using current official requirements. Not for ordinary paper polishing.
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公众号写作助手 (微信公众号文章 全链路 — 选题 / 标题 / 开篇 / 结构 / 行文 / 排版 / 配图 / 推送 / 涨粉 / 留言 / 二次传播 / 变现, 单 artifact = 一篇公众号推文) (WeChat Official Account article writing — 微信公众号「文章」这个 artifact 的写作、生产、分发、变现 (单篇文章为单位的 craft + ops + 商业化, 不含 SCRM / 私聊 / 群运营 / 朋友圈 SOP — 那些归 private-domain-ops)) Master OS — automated mastery of WeChat Official Account article writing — 微信公众号「文章」这个 artifact 的写作、生产、分发、变现 (单篇文章为单位的 craft + ops + 商业化, 不含 SCRM / 私聊 / 群运营 / 朋友圈 SOP — 那些归 private-domain-ops): top builders' mental models, tool stack, current workflows, jargon, and where to keep up. Trigger this skill when the user works on WeChat Official Account article writing — 微信公众号「文章」这个 artifact 的写作、生产、分发、变现 (单篇文章为单位的 craft + ops + 商业化, 不含 SCRM / 私聊 / 群运营 / 朋友圈 SOP — 那些归 private-domain-ops) problems and wants industry-grade thinking, tool selection, or workflow guidance. 触发词：「公众号」「公众号写作」「公众号运营」「微信公众号」「服务号」
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