productivity▌

This skill helps convert PyTorch's legacy AT_DISPATCH macros to the new AT_DISPATCH_V2 format, as defined in aten/src/ATen/Dispatch_v2.h.

Systematic debugging framework using competing hypotheses to identify root causes across multiple failure categories. \n \n Generates hypotheses across six failure mode categories: logic errors, data issues, state problems, integration failures, resource issues, and environment mismatches \n Establishes evidence standards with citation requirements (file:line references) and confidence levels (high/medium/low) to avoid confirmation bias \n Supports parallel agent investigation with structured re

Local offline audio transcription with multi-language support and optional AI polishing. \n \n Transcribes audio files to text using coli asr with no API keys required; supports Chinese, English, Japanese, Korean, and Cantonese via sensevoice model, or English-only via whisper-tiny \n Models download automatically on first use (~60MB) to ~/.coli/models/ ; requires coli CLI and ffmpeg (WAV files work without it) \n Optional AI polishing step corrects punctuation, removes filler words, and improve

Decompose complex tasks, design dependency graphs, and coordinate multi-agent work with structured task descriptions. \n \n Provides four decomposition strategies: by architectural layer, functional component, cross-cutting concern, or file ownership to parallelize work effectively \n Includes dependency graph patterns (independent, sequential, diamond) with principles for minimizing chain depth and identifying critical paths \n Offers task description template covering objective, owned files, r

Imperative and declarative routing patterns for Flutter screen transitions and deep linking. \n \n Covers both Navigator (imperative, stack-based) and Router (declarative, URL-synchronized) approaches with guidance on when to use each \n Supports deep linking on iOS, Android, and Web; includes data passing via constructors, route arguments, and return values \n Implements nested navigation for multi-step flows (e.g., setup wizards) with independent sub-navigators and back-button interception \n

If you see unfamiliar placeholders or need to check which tools are connected, see CONNECTORS.md.

Structured messaging protocols for coordinating agent teams through direct messages, broadcasts, plan approvals, and graceful shutdown. \n \n Three message types: message for direct teammate coordination, broadcast for critical shared-resource updates, and shutdown_request for graceful termination with approval workflows \n Plan approval workflow where teammates in plan mode submit proposals to a lead for review and feedback before execution \n Shutdown protocol with rejection handling: lead sen

Pause graph execution for human review, approval, or validation, then resume with their input. \n \n Requires three components: a checkpointer (InMemorySaver or PostgresSaver), a thread ID in config, and JSON-serializable interrupt payloads \n interrupt(value) pauses and surfaces data; Command(resume=value) resumes and returns that value to the paused node \n All code before interrupt() re-executes on resume, so side effects must be idempotent (use upsert, not insert) \n Supports approval workfl

Command-line interface for deploying, managing, and developing Vercel projects locally and in CI/CD pipelines. \n \n Requires explicit project linking via vercel link (single project) or vercel link --repo (monorepos); commands must run from the directory containing .vercel/ folder \n Core workflows: vercel dev for local development, vercel deploy for preview deployments, vercel --prod for production \n Supports environment variables, domains, DNS, blob storage, integrations, Node.js backends, m

Essential Three.js scene setup, cameras, renderers, and object hierarchies for 3D web graphics. \n \n Covers scene creation, three camera types (Perspective, Orthographic, Array), renderer configuration with tone mapping and shadow support, and the Object3D hierarchy system \n Includes right-handed coordinate system, transform operations (position, rotation, scale, quaternions), and local vs. world space conversions \n Provides math utilities for Vector3, Matrix4, Quaternion, Euler angles, and C