Use this skill when contributing to InsForge's product documentation in this repository. This is for maintainers editing public docs in `docs/core-concepts`, agent docs in `docs/agent-docs`, SDK integration guides in `docs/sdks`, and OpenAPI specs in `openapi`.
Interact with Freshdesk support platform - search/view/update tickets, reply to customers, add notes, look up contacts, and manage Knowledge Base articles. Use when you need to manage support tickets, look up customer information, or work with KB content.
Use when building the Nango monorepo or verifying TypeScript compilation - covers build commands, project references, common tsc errors, and package dependency order
Use when adding documentation for a new Nango integration - creates main page, setup guide, and updates docs.json and providers.yaml following established patterns
Design thinking and decision-making for web UI. Use when designing components, layouts, color schemes, typography, or creating aesthetic interfaces. Teaches principles, not fixed values.
Review UI code for Web Interface Guidelines compliance. Use when asked to "review my UI", "check accessibility", "audit design", "review UX", or "check my site against best practices".
Create publication-quality scientific diagrams using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Only regenerates if quality is below threshold for your document type. Specialized in neural network architectures, system diagrams, flowcharts, biological pathways, and complex scientific visualizations.
Educational GPT implementation in ~300 lines. Reproduces GPT-2 (124M) on OpenWebText. Clean, hackable code for learning transformers. By Andrej Karpathy. Perfect for understanding GPT architecture from scratch. Train on Shakespeare (CPU) or OpenWebText (multi-GPU).
Comprehensive guide for writing systems papers targeting OSDI, SOSP, ASPLOS, NSDI, and EuroSys. Provides paragraph-level structural blueprints, writing patterns, venue-specific checklists, reviewer guidelines, LaTeX templates, and conference deadlines. Use this skill for all systems conference paper writing.
Guides researchers through structured ideation frameworks to discover high-impact research directions. Use when exploring new problem spaces, pivoting between projects, or seeking novel angles on existing work.
Maintain Dynamo Fern docs site -- add, update, move, or remove pages. Use for any documentation changes.
Guides building, reviewing, and optimizing system prompts and prompt templates for LLMs. Use when creating system prompts, writing prompt templates, optimizing prompt structure, reducing prompt token usage, compressing prompts, improving prompt clarity, reviewing prompts for safety and bias, or making prompts more token-efficient. Also use when the user says "write a prompt," "optimize this prompt," "system prompt," "prompt engineering," "make this prompt better," "reduce tokens," or "compress this prompt."
Create and manage redirects in VS Code documentation when pages are moved, renamed, or deleted. Use when moving docs pages, renaming files, restructuring content, or when the user asks about redirects.
Audit and update docs/copilot/ documentation to accurately reflect current VS Code AI capabilities. Use when: competitive analysis reveals gaps, product launches new features, docs use outdated framing, or keyword coverage needs strengthening for discoverability by users and AI agents. Produces a gap analysis plus targeted edits across affected files.
Use this skill immediately when the user mentions merge conflicts that need to be resolved. Do not attempt to resolve conflicts directly - invoke this skill first. This skill specializes in providing a structured framework for merging imports, tests, lock files (regeneration), configuration files, and handling deleted-but-modified files with backup and analysis.
Create new agents for the code-forge application. Agents are stored as .md files in the <cwd>/.forge/agents directory with YAML frontmatter (id, title, description, reasoning, tools, user_prompt) and markdown body containing agent instructions. Use when users need to add new agents, modify existing agents, or understand the agent file structure.
Generate engaging, high-energy release notes for a given version tag. Fetches the release from GitHub, retrieves every linked PR's title and description, then synthesizes all changes into a polished, user-facing release note with an enthusiastic tone. Use when the user asks to write, generate, or create release notes for a version (e.g. "write release notes for v1.32.0", "generate release notes for the latest release", "create changelog for v2.0").
Use when adding documentation for a new Nango integration - creates main page, setup guide, and updates docs.json and providers.yaml following established patterns
Guide Code Agents to help Lance users write/read datasets and build/choose indices. Use when a user asks how to use Lance (Python/Rust/CLI), how to write_dataset/open/scan, how to build vector indexes (IVF_PQ, IVF_HNSW_*), how to build scalar indexes (BTREE, BITMAP, LABEL_LIST, NGRAM, INVERTED, BLOOMFILTER, RTREE, etc.), how to combine filters with vector search, or how to debug indexing and scan performance.
This skill should be used when the user wants to "run Materialize locally", "start environmentd", "check compilation", "format code", "lint", "cargo check", "cargo fmt", "cargo clippy", "bin/fmt", "bin/lint", or mentions compiling, building, running, formatting, linting, log filters, jemalloc, or CockroachDB setup in the Materialize repository. Use this skill even if the user just says "how do I run this" or "it won't compile" without being specific.
