Writing AI Skills

Songwriting craft and Suno AI music prompts.

Manages Fabric Dataflow Gen2 items, including creation, M editing, connections, output destinations, getDefinition and updateDefinition inspection, executeQuery, refresh history, and Gen1-to-Gen2…

Use when positioning an AAAI paper's novelty against archival work, contemporaneous arXiv or workshop papers, and AAAI/IJCAI/NeurIPS/ICML/ICLR neighbors across the broad AI scope, while staying inside…

Communicate effectively with stakeholders across functions and seniority levels. Use this skill when writing status updates, preparing executive reviews, sharing technical decisions with non-technical…

Use when creating or editing music with ACE-Step models on Scenario via MCP: text-to-music songs with sung vocals from a lyric sheet, instrumental tracks, covering or restyling an existing song,…

Use when you need programmatic JDBC in Micronaut — pooled DataSource, parameterized SQL, io.micronaut.transaction.annotation.Transactional, batching, and domain exception translation. This should…

Create original short videos using the 平面角色越界｜桌面基线、实体世界互动与来源回归 Creative DNA for MiniMax H3 or Seedance 2.0. Use when the user wants this causal, camera, motion, rhythm, or payoff structure with new…

高中作文提升帮助学生把作文辅导从“代写一篇”变成审题、立意、选材、结构、语言和修改的全过程指导，输出可修改、可复盘、可继续练的阅读/写作任务，而不是替用户一次性完成任务。 Workflow: senior_chinese_essay.run.

Create original short videos using the 平面角色越界｜桌面基线、实体世界互动与来源回归 Creative DNA for MiniMax H3 or Seedance 2.0. Use when the user wants this causal, camera, motion, rhythm, or payoff structure with new…

Build a Summer App, a team tool inside Summer Studio (balance table, quest editor, tracker), data and tools.

Use Play custom store listings (per-country variants) to localize positioning. Use when the user says 'custom store listing', 'per country listing play', 'localized listing play'.

Use when you need data access with Micronaut Data — @MappedEntity, CrudRepository/PageableRepository, @Query with parameters, @Transactional services, projections, @Version, and @MicronautTest with…

Use when you need to map sequenced nurture flows with pacing, storytelling arcs, and value ladders.

Create original short videos using the 平面物件落地｜打断表演与收拾恢复 Creative DNA for MiniMax H3 or Seedance 2.0. Use when the user wants this causal, camera, motion, rhythm, or payoff structure with new subjects…

Crawl repository for scattered docs and consolidate into categorized reference index in .aiwg/docs/

高中语文阅读帮助学生把阅读训练从“做题对答案”升级为读懂文本、找到依据、组织表达和迁移方法，输出可修改、可复盘、可继续练的阅读/写作任务，而不是替用户一次性完成任务。 Workflow: senior_chinese_reading.run.

Create original short videos using the 平面物件落地｜打断表演与收拾恢复 Creative DNA for MiniMax H3 or Seedance 2.0. Use when the user wants this causal, camera, motion, rhythm, or payoff structure with new subjects…

Use when writing or reviewing modern JavaScript for browser or PHP-backed SaaS applications, including modules, asynchronous flows, error handling, language features, and performance.

When the user wants to create SEO-driven pages at scale using templates and data. Also use when the user mentions "programmatic SEO," "template pages," "pages at scale," "directory pages," "location…

Use when the user asks to "plan my launch tier", "how big should this launch be", or "build a launch risk register with kill criteria"; produces a tier decision (Tier 1 flagship all-channel / Tier 2…

Send notifications through the unified notification router

When the user wants to plan a content strategy, decide what content to create, or figure out what topics to cover. Also use when the user mentions "content strategy," "what should I write about,"…

Write the structured handoff from a planning session to a coding agent: a dispatch with a header, Gate 0 checks, scope, specification, verification, delivery rules, and stop conditions, so the agent…

Use when you need to add or review Flyway database migrations in a Micronaut application — micronaut-flyway, db/migration scripts, flyway.datasources.* configuration, and alignment with JDBC or…

Create original short videos using the 翻片矩阵字标组装｜像素激活、平面组字、厚度长出与卡片收束 Creative DNA for MiniMax H3 or Seedance 2.0. Use when the user wants this causal, camera, motion, rhythm, or payoff structure with…

高中英语写作帮助英语学习者把英语写作从套模板变成任务回应、结构清楚、句子准确和表达有亮点，输出可修改、可复盘、可继续练的阅读/写作任务，而不是替用户一次性完成任务。 Workflow: senior_english_writing.run.

Create original short videos using the 翻片矩阵字标组装｜像素激活、平面组字、厚度长出与卡片收束 Creative DNA for MiniMax H3 or Seedance 2.0. Use when the user wants this causal, camera, motion, rhythm, or payoff structure with…

How granular to model a game on its Summer Board: what earns a type, what stays a note or a field, and starter type sets per genre.

Apply when you catch yourself writing the same instruction a second time, or notice a recurring correction. Encode the rule as a lint, metadata flag, runtime check, or script instead of more text.

Every Apify platform feature, plus a local SQLite store, cross-Actor search, novelty diffing, cost-aware runs, and... Trigger phrases: `scrape twitter for AI mentions`, `run apify actor`, `what's new…

Use when auditing an AAAI main technical track submission for OpenReview readiness, double-blind anonymity, page limits, reproducibility checklist, supplementary material, author limits,…

When the user wants to write, rewrite, or improve marketing copy for any page — including homepage, landing pages, pricing pages, feature pages, about pages, or product pages. Also use when the user…

Write, structure, or revise academic paper sections, keep notation consistent, refine figures and tables, and set up or fix the LaTeX build (TeX distribution, biber vs bibtex, venue templates,…

Turn "I need an agent for X" into a design - its one job, what it may do, what it knows, who approves.

Score an X profile out of 100 against a 12-part rubric and rewrite the parts that lose points - bio, pinned post, display name, header, link. Use when the user says "optimize my profile", "fix my X…

Write a structured grant proposal or funding application for any grant type. Use when asked to write a grant proposal, funding application, research grant, charitable grant, or innovation fund…

Universal archivist for personal file archives (Dropbox/B2/Gmail-takeout/local-mount/hard-drive-dump). Filters for high-value content (the user's own writing, ideas, relationships) and surfaces it…

Convert .NET projects and solutions (.sln, .slnx) to NuGet Central Package Management (CPM) using Directory.Packages.props. USE FOR: converting to CPM, centralizing or aligning NuGet package versions…

YouTube transcripts to summaries, threads, blogs.

Design, deploy, and discipline macOS launchd watchdogs — LaunchAgents/LaunchDaemons that detect a recurring problem and auto-remediate it. Use whenever creating or editing a persistent background…

Enforce the simplest meeting rule that works — no agenda, no meeting — with the three-line agenda format (purpose, decisions sought, pre-reads), the 24-hour rule, and the graceful cancel scripts. Use…

Build MATLAB apps from requirements to working code. Asks discovery questions (or skips them when the path is known), recommends UIFigure or UIHTML architecture, identifies layout archetype…

Define research questions, evidence scope, queries/concepts, inclusion/exclusion rules, provenance requirements, and stopping evidence for an acquisition task.

Prepare a paper for peer review. Reads the paper and experiment results, selects the strongest ablations, anticipates reviewer questions, finds weaknesses before submission, and drafts rebuttals to…

Write an agent's instructions so it does one job well - role, scope, refusals, sources and tone.

用户在寻找低成本杠杆替代方案，或分析"先收钱后提供服务"的商业模式的财务优势时。 语言信号:"有没有低成本的资金来源"/"预付款模式有什么好处"/"保险公司的商业模式"/"如何用别人的钱投资" 不适用于:不需要融资/杠杆分析的纯经营决策。

Configure lighting in Ultra Dynamic Sky — Sun and Moon directional light components, Cloud Shadows (volumetric and 2D), Sky Light modes (Capture Based / Custom Cubemap / Cubemap with Dynamic Color…

Deep cultural adaptation of translated blog posts. Run after blog-translate completes. Goes beyond translation to swap brand examples, adapt CTAs, substitute legal references, localize statistic…

Manages stacked PRs and splits multi-part work into reviewable branches with gh-stack. Use for stack creation, viewing, edits, push, submit, sync, rebase, merge, or checkout; when asked to split or…

Create original short videos using the 连续跟随｜步态与弯曲地标共同计时 Creative DNA for MiniMax H3 or Seedance 2.0. Use when the user wants this causal, camera, motion, rhythm, or payoff structure with new subjects…

Provider-independent production guidance for AI agents creating or retouching appetizing food and beverage images, recipe videos, restaurant/menu visuals, CPG ads, ecommerce product images, beverage…