Use when the user asks about Ian Thomas's talk \"AI Native Engineering\" (Meta / Reality Labs / Horizon Experiences) — including questions about Meta's AI4P (AI For Productivity)…
Summarizes, explains, and applies Lars Trieloff's AI Native DevCon talk on browser-native agents. Use for browser agents, running AI in the browser, browser-as-runtime…
Talkdown — An AI-based execution language. Markdown documents are programs, LLMs are the runtime. Supports document chaining, hybrid AI/code execution, pluggable LLM providers,…
Receive and verify Tally webhooks. Use when setting up Tally form webhook handlers, debugging Tally-Signature verification, or handling FORM_RESPONSE submission events and reading…
Talon 多模融合数据引擎使用指南。当用户需要使用 Talon 数据库进行开发时触发：包括 SQL 查询、KV 存储、向量搜索、时序数据、消息队列、全文检索、地理空间、图数据库、AI 引擎（Session/Context/Memory/RAG/Agent/Trace）。也适用于：选择 Talon 引擎模块、使用…
The STANDARD engineering workflow for the tandem system. Trigger on any development, debugging, or feature work driven through tandem — build, create, implement, fix, add,…
Build type-safe React apps with TanStack Query (data fetching, caching, mutations), Router (file-based routing, search params, loaders), and Start (SSR, server functions,…
Host-side Model Context Protocol (MCP) for TanStack AI: connect to external MCP servers, host your own tools with createMCPServer, discover and run tools inside any adapter's…
TanStack Query (React Query) best practices for data fetching, caching, mutations, and server state management.
Writing or reviewing anything that reads or writes server state through TanStack Query — "useQuery", "useMutation", "queryOptions", "queryKey", "staleTime", "gcTime",…
Debug Svelte TanStack Query v5/v6 stale data, SSR, stores, runes, and invalidation.
Implement Svelte TanStack Query v5/v6 with runes, keys, SSR, mutations, and invalidation.
Review Svelte TanStack Query changes to keys, cache, SSR, mutations, or stores/runes reactivity.
Testing patterns for TanStack Query (React Query) covering query hook testing, mutation testing, cache behavior testing, and optimistic update verification.
Route loader option, loaderDeps for cache keys, staleTime/gcTime/ defaultPreloadStaleTime SWR caching, pendingComponent/pendingMs/ pendingMinMs, errorComponent/onError/onCatch,…
Build a full-stack TanStack Start app on Cloudflare Workers from scratch — SSR, file-based routing, server functions, D1+Drizzle, better-auth, Tailwind v4+shadcn/ui.
TanStack Start server/client code boundary patterns. Use when: debugging virtual module resolution errors (tanstack-start-injected-head-scripts, tanstack-start-manifest,…
Run TAO Data Services image embedding to turn a parquet of image filepaths into an embedding parquet using CLIP, SigLIP, or a TAO checkpoint.
Run TAO Data Services TMM nearest-neighbor mining from embedding parquet files. Use when a workflow needs to mine source samples closest to target samples.
Integrate a HuggingFace Computer Vision model into the NVIDIA TAO Toolkit ecosystem (tao-core config, tao-pytorch trainer, tao-deploy TensorRT pipeline).
Run the full DEFT AOI improvement loop for NVIDIA TAO VisualChangeNet / ChangeNet PCB inspection models: baseline evaluate, RCA, ingestion of customer-supplied pre-generated…
Start, query, and stop a network-specific TAO inference microservice ({network_arch}-inference-microservice) by delegating container execution to the appropriate platform skill.
Brev managed GPU instances with Docker support. Use when running TAO training, evaluation, or inference on
Docker conventions for running NVIDIA GPU container workloads — NGC authentication, --gpus flag, mount patterns,
Kubernetes execution platform — submits TAO container jobs as single-pod k8s Jobs with NVIDIA GPU scheduling.
Local Docker execution for TAO SDK job containers using the host Docker daemon and NVIDIA GPU runtime. Use
Run a Python training/eval script directly in an existing local virtualenv — no docker, no container.
Monocular depth estimation using Metric Depth Anything v2 or Relative Depth Anything architectures. Predicts
SegFormer for semantic segmentation. Lightweight transformer-based architecture with hierarchical feature
Port a published computer vision paper's official code and training recipe onto a customer's own dataset, or diagnose why such a transfer produced bad numbers.
Access websites, search the web, and extract clean content using the `tap` CLI. Supports structured site scripts, readable page extraction, and browser automation for tabs,…
k8s/ Kustomize base — sentinel-target namespace; Deployment/Service/ConfigMap/NetworkPolicy; Postgres + Redis tek-replica.
Use to decide where to spend a finite testing budget — prioritize by risk (likelihood × impact), hammering data loss, auth, the core flow, and money first, and right-size the…
Use when a changed production class or component has branching, lifecycle or asynchronous behavior, guards, error recovery, authentication, serialization, or an…
Tarsier is a Python library by Reworkd that provides vision utilities for AI web interaction agents. It visually tags interactable elements on web pages with bracketed IDs,…
Exhaustive completion discipline for long, complex, or multi-item tasks (1:1 ports, migrations, sweeping refactors, batch changes) - mechanical inventory of every work unit, a…
Use when starting implementation of a task - loads architecture files, referenced patterns, relevant guides, and task file into context
TDD-first development workflow with structured planning, task tracking, and PR-based code review. Use when building software projects that require clarification phases, planning…
Generates structured handoff reports after completing development tasks. Scans changes across 8 dimensions (navigation, documentation, rules, workflows, testing, risks, code…
Implements exactly one planned task from .ai/tasks/ using test-first development, then pauses for human review. Invoke with /task-implementor.
Task scheduling and cron patterns — node-cron, BullMQ, Celery, systemd timers. Recurring jobs, distributed scheduling
Install Taskfile (task) and scaffold or audit Taskfile.yml configurations with ecosystem-aware templates.
Use when diagnosing bugs, analyzing errors/stack traces, or performing root cause analysis with evidence-based debugging protocols.
Use for QUICK PR reviews with structured checklists (architecture, patterns, security, performance). Provides step-by-step review process, git diff commands, and review report…
Senior UI/UX Engineer. Architect digital interfaces overriding default LLM biases. Enforces metric-based rules, strict component architecture, CSS hardware acceleration — from…
Automate, inspect and verify a running Tauri app through its debug bridge: DOM snapshots with element refs, screenshots, clicks and typing, JavaScript, Tauri command invocation,…
Debug, test, or stabilize Tauri 2 apps, including Rust compile/runtime errors, frontend API mocks, permissions failures, dev/build mismatches, WebDriver, CI checks, logs,…
Tauri development guidelines for building cross-platform desktop applications with TypeScript, Rust, and modern web technologies
Use when adding iOS (Swift) or Android (Kotlin) native code to a Tauri v2 plugin — `tauri plugin android add` / `ios add` scaffolds, the `@TauriPlugin` Kotlin class with…
Architectural patterns, security IPC, performance optimization, native integration, and production best practices for building cross-platform desktop applications using Tauri (v2)…
Steuern und Verrechnungspreise im China-Geschäft: Körperschaftsteuer VR China (Enterprise Income Tax 25 Prozent), Quellensteuer Dividenden/Zinsen/Lizenzen (10 Prozent),…
Produces litigation-ready financial memoranda from multi-year tax returns, covering income trends, filing status changes, deduction patterns, red flags, and trustee…
Activate when: returns are piling up before a deadline; reviewer/preparer is the bottleneck; 'we can't get through them all,' 'clients waiting on missing docs,' planning staffing…
Internationales Handelsrecht: Steuerrecht im internationalen Handel. Umsatzsteuer bei grenzüberschreitenden Lieferungen (§ 4 Nr.
Patterns backend FastAPI architecture 3-tiers, complète DEV_AGENT avec best practices backend
Tazid Admin Assistant — codebase maintenance, monitoring, deployment, and analytics for the Tazid talent marketplace platform
TCAFlow & TCA architecture optimization specialist. MUST always check GitHub documentation and source code first.
Load when working in or with the TD Builder Alpha project — building, editing, or debugging TouchDesigner networks via the td-builder MCP.
Create and run tests for The Dreamer's Cave. Use for pytest (backend), vitest (frontend), fixtures, mocking, and coverage.
Process discipline for cleanup refactors: existing tests stay untouched by default; on an explicit TDD request, run the full loop with a persistent coder subagent and a persistent…