ChristineTham

Build AI chat interfaces using ai-elements components — conversations, messages, tool displays, prompt inputs, and more. Use when the user wants to build a chatbot, AI assistant UI, or any AI-powered chat interface.

Vercel AI SDK expert guidance. Use when building AI-powered features — chat interfaces, text generation, structured output, tool calling, agents, MCP integration, streaming, embeddings, reranking, image generation, or working with any LLM provider.

Set up AI Runway on AKS — from bare cluster to running model. Covers cluster verification, controller install, GPU assessment, provider setup, and first deployment. WHEN: "setup AI Runway", "onboard AKS cluster", "install AI Runway", "airunway setup", "deploy model to AKS", "GPU inference on AKS", "KAITO setup on AKS", "run LLM on AKS", "vLLM on AKS", "set up model serving on AKS", "AI Runway controller".

Guidance for instrumenting webapps with Azure Application Insights. Provides telemetry patterns, SDK setup, and configuration references. WHEN: how to instrument app, App Insights SDK, telemetry patterns, what is App Insights, Application Insights guidance, instrumentation examples, APM best practices.

Authentication integration guidance — Clerk (native Vercel Marketplace), Descope, and Auth0 setup for Next.js applications. Covers middleware auth patterns, sign-in/sign-up flows, and Marketplace provisioning. Use when implementing user authentication.

Use for Azure AI: Search, Speech, OpenAI, Document Intelligence. Helps with search, vector/hybrid search, speech-to-text, text-to-speech, transcription, OCR. WHEN: AI Search, query search, vector search, hybrid search, semantic search, speech-to-text, text-to-speech, transcribe, OCR, convert text to speech.

Configure Azure API Management as an AI Gateway for AI models, MCP tools, and agents. WHEN: semantic caching, token limit, content safety, load balancing, AI model governance, MCP rate limiting, jailbreak detection, add Azure OpenAI backend, add AI Foundry model, test AI gateway, LLM policies, configure AI backend, token metrics, AI cost control, convert API to MCP, import OpenAPI to gateway.

Assess and migrate cross-cloud workloads to Azure with reports and code conversion. Supports Lambda→Functions, Beanstalk/Heroku/App Engine→App Service, Fargate/Kubernetes/Cloud Run/Spring Boot→Container Apps. WHEN: migrate Lambda to Functions, AWS to Azure, migrate Beanstalk, migrate Heroku, migrate App Engine, Cloud Run migration, Fargate to ACA, ECS/Kubernetes/GKE/EKS to Container Apps, Spring Boot to Container Apps, cross-cloud migration.

Build and publish the book from one Markdown source to a GitHub Pages website, a print-quality PDF, and a reflowable ePub, using Quarto. Covers where content/art/tokens live (book/, images/, theme.yml), regenerating the Quarto pages, local render/preview, Mermaid + GFM-alert + numbering handling, cover and chapter-art generation, and the GitHub Actions deploy. Use when rendering, previewing, exporting, deploying, or restyling the book.

Bump the book's edition ("Edition X.Y") and add a Changelog entry, keeping the version string in sync across the web landing page, the PDF copyright page, the ePub colophon, and the Changelog. Use whenever the user wants to release/cut a new edition, bump the version, or update the changelog — e.g. "release Edition 1.1", "bump the version", "cut a new edition", "upgrade the version".

Apply and audit APA 7 citations across a Markdown book. Rewrites in-text citations to hyperlinked author–year (author + title on first mention, plain on later mentions), regenerates a per-chapter References section, and audits for internal-download links, orphans, and broken link text. Use when adding or reformatting citations, adding a source, or building the reference lists.

Given a plain-language description, find the best-matching open-source illustration on undraw.co, recolour it to the book's Rosely palette, save it, and (if a section is named) place it in the book. Use whenever the user wants to "find an image/illustration/graphic for" a spot, "add a picture to §X", "get an undraw image of …", or otherwise illustrate a passage. Because an exact match is unlikely, the skill is deliberately resilient: it tries several search terms, downloads a shortlist of ~3 candidates, renders a preview of each, looks at them, and picks the one that actually matches the description — not just the closest slug. undraw illustrations are flat vector SVGs released free for commercial use with no attribution, and every accent is one recolourable colour, so the winner can be restyled to the book's per-chapter accent automatically. The chain for one image: description → several search terms → pooled candidates → download 3 SVGs → render PNG previews → evaluate and select the best → recolour the win

Ingest a single cutting-edge article, post, or talk — an X (Twitter) link, a blog post, a newsletter, a LinkedIn piece, or a YouTube video (transcript) — and weave it into the book as one well-placed, honestly-flagged citation. Use whenever the user hands you a link (especially an opinion piece, a practitioner thread, an industry-leader post, or a conference talk) and says "treat this as a source", "ingest this", "add this article", or "cite this". These sources are usually emerging opinion rather than verified research, so the citation must say so. The skill runs the whole chain for one link: fetch (web pages via download-source; X/Twitter via the fxtwitter JSON mirror; YouTube via the youtube-transcript-api tool) → save to sources/ → summarise into summaries/ → find the single best home in book/*.md → cite it (flagged as emerging opinion) → update references.json → run the book-style loop on just that section → verify and build. It is the lightweight, single-link cousin of research-topic, and it reuses down

Number Markdown section and subsection headings as N.M and N.M.K per chapter (e.g. 1.2, 2.3.1), leaving chapter titles and the References section unnumbered and skipping code fences. Idempotent — safe to re-run after adding, removing, or reordering sections. Use when adding numbered headings to a book or renumbering after edits.

Rewrite a section or chapter into the house prose style, then loop a self-check until it stops sounding like AI. Use whenever the user wants a style pass, a de-AI pass, a rewrite "in my voice", or any drafting or revising of chapter prose — or names a chapter/section and asks to fix its tone, readability, or style. The style is modelled on Kernighan & Pike: plain, explanatory, one professional walking another through an idea, with a slight university-professor tone. The loop rewrites, reads the result against the style guide asking "does this sound like AI?", fixes what it finds, and checks again until a pass comes back clean. Also carries the style rules and an advisory prose linter.

Weave a source into the book — cite it and put its evidence to work in the chapters. Use whenever the user wants to add/integrate/cite a source into the book, or after summarise-source has written a summary. Given a summarised source (a file in summaries/, or a source the user names), it finds where the source belongs in book/*.md, adds an inline APA citation plus a References entry, and updates references.json. If the user names a section it focuses there; otherwise it finds the right place(s), which may be several. If the source is *already* cited, it finds every place the book uses it and reviews each citation against the (possibly newly regenerated) summary, tightening claims, numbers, placement, or citation form where the source now supports something better. If the source isn't relevant, or the point is already well covered by another source, it says so instead of forcing a cite.

Playbook for adding a new HP calculator model faceplate to hellocalc — verified key data, derived keyboard geometry, family archetypes, MachineUnit/nameplate/topbar wiring, hotkeys, unit + e2e guards, and the hard-won layout traps (lcm subgrids, aspectClass overrides, cascade rules, trademark-safe branding).

Workflow for bridging Nerdamer symbolic CAS outputs into beautiful React KaTeX renders

Guidelines on implementing an RPN LIFO stack architecture utilizing React state and Math.js BigNumbers

Reference on properly scaffolding the specific UI/UX constraints on a Next.js Shadcn layout.

Use when asked to add a portfolio item from a URL, create a new project entry from a website link, infer title and markdown content from the page, or capture a 4K screenshot into src/assets/portfolio. For refreshing existing entries, use the updateitem skill.

Use when asked to refresh existing portfolio entries, update project title/link/body from source websites, or regenerate screenshots for all items in src/content/Projects.

Build scalable design systems with Tailwind CSS v4, design tokens, component libraries, and responsive patterns. Use when creating component libraries, implementing design systems, or standardizing UI patterns.

Add a new view/page to VantageMap. Use when creating a new route, building a new section, or adding a page to the app. Covers the full checklist: page file, nav registration, data types, Sidebar update.