AI/ML

Fixes broken typing checks detected by ty, make typing, or make check-repo. Use when typing errors appear in local runs, CI, or PR logs.

Add unsigned integer (uint) type support to PyTorch operators by updating AT_DISPATCH macros. Use when adding support for uint16, uint32, uint64 types to operators, kernels, or when user mentions enabling unsigned types, barebones unsigned types, or uint support.

Debug AOTInductor (AOTI) errors and crashes. Use when encountering AOTI segfaults, device mismatch errors, constant loading failures, or runtime errors from aot_compile, aot_load, aoti_compile_and_package, or aoti_load_package.

Convert PyTorch AT_DISPATCH macros to AT_DISPATCH_V2 format in ATen C++ code. Use when porting AT_DISPATCH_ALL_TYPES_AND*, AT_DISPATCH_FLOATING_TYPES*, or other dispatch macros to the new v2 API. For ATen kernel files, CUDA kernels, and native operator implementations.

Sub-triages issues in the oncall:distributed queue by assigning distributed module labels, routing to sub-oncalls, and marking triaged. Use when an issue has been routed to oncall:distributed and needs second-level triage.

Write docstrings for PyTorch functions and methods following PyTorch conventions. Use when writing or updating docstrings in PyTorch code.

Document undocumented public APIs in PyTorch by removing functions from coverage_ignore_functions and coverage_ignore_classes in docs/source/conf.py, running Sphinx coverage, and adding the appropriate autodoc directives to the correct .md or .rst doc files. Use when a user asks to remove functions from conf.py ignore lists.

Fix bugs reported in PyTorch GitHub issues by reproducing, root-causing, and implementing a fix in the local working tree. Use when the user asks to fix a PyTorch GitHub issue.

Write Metal/MPS kernels for PyTorch operators. Use when adding MPS device support to operators, implementing Metal shaders, or porting CUDA kernels to Apple Silicon. Covers native_functions.yaml dispatch, host-side operators, and Metal kernel implementation.

Review PyTorch pull requests for code quality, test coverage, security, and backward compatibility. Use when reviewing PRs, when asked to review code changes, or when the user mentions "review PR", "code review", or "check this PR".

Migrate a file to use stricter Pyrefly type checking with annotations required for all functions, classes, and attributes.

Fetch, analyze, reproduce, and minimize GitHub issue reproductions. Use when asked to check if an issue reproduces, minimize a repro, analyze a bug report, or scrub/triage an issue for reproducibility.

Guide users through creating Agent Skills for Claude Code. Use when the user wants to create, write, author, or design a new Skill, or needs help with SKILL.md files, frontmatter, or skill structure.

Triages GitHub issues by routing to oncall teams, applying labels, and closing questions. Use when processing new PyTorch issues or when asked to triage an issue.

Comprehensive Cline SDK skill for building AI agents. Covers the Agent runtime, ClineCore sessions, custom tools, plugins, events, LLM providers, scheduling, multi-agent teams, and production deployment. Use for any task involving @cline/sdk or its sub-packages.

Agent skill for adaptive-coordinator - invoke with $agent-adaptive-coordinator

Agent skill for agent - invoke with $agent-agent

Agent skill for agentic-payments - invoke with $agent-agentic-payments

Agent skill for analyze-code-quality - invoke with $agent-analyze-code-quality

Agent skill for app-store - invoke with $agent-app-store

Agent skill for arch-system-design - invoke with $agent-arch-system-design

Agent skill for architecture - invoke with $agent-architecture

Agent skill for authentication - invoke with $agent-authentication

Agent skill for automation-smart-agent - invoke with $agent-automation-smart-agent

Agent skill for base-template-generator - invoke with $agent-base-template-generator

Agent skill for benchmark-suite - invoke with $agent-benchmark-suite

Agent skill for byzantine-coordinator - invoke with $agent-byzantine-coordinator

Agent skill for challenges - invoke with $agent-challenges

Agent skill for code-analyzer - invoke with $agent-code-analyzer

Agent skill for code-goal-planner - invoke with $agent-code-goal-planner

Agent skill for code-review-swarm - invoke with $agent-code-review-swarm

Agent skill for coder - invoke with $agent-coder

Agent skill for collective-intelligence-coordinator - invoke with $agent-collective-intelligence-coordinator

Agent skill for consensus-coordinator - invoke with $agent-consensus-coordinator

Agent skill for coordinator-swarm-init - invoke with $agent-coordinator-swarm-init

Agent skill for crdt-synchronizer - invoke with $agent-crdt-synchronizer

Agent skill for data-ml-model - invoke with $agent-data-ml-model

Agent skill for docs-api-openapi - invoke with $agent-docs-api-openapi

Agent skill for github-modes - invoke with $agent-github-modes

Agent skill for github-pr-manager - invoke with $agent-github-pr-manager

Agent skill for goal-planner - invoke with $agent-goal-planner

Agent skill for gossip-coordinator - invoke with $agent-gossip-coordinator

Agent skill for hierarchical-coordinator - invoke with $agent-hierarchical-coordinator

Agent skill for implementer-sparc-coder - invoke with $agent-implementer-sparc-coder

Agent skill for issue-tracker - invoke with $agent-issue-tracker

Agent skill for load-balancer - invoke with $agent-load-balancer

Agent skill for matrix-optimizer - invoke with $agent-matrix-optimizer

Agent skill for memory-coordinator - invoke with $agent-memory-coordinator

Agent skill for mesh-coordinator - invoke with $agent-mesh-coordinator

Agent skill for migration-plan - invoke with $agent-migration-plan

Agent skill for multi-repo-swarm - invoke with $agent-multi-repo-swarm

Agent skill for neural-network - invoke with $agent-neural-network

Agent skill for ops-cicd-github - invoke with $agent-ops-cicd-github

Agent skill for orchestrator-task - invoke with $agent-orchestrator-task

Agent skill for pagerank-analyzer - invoke with $agent-pagerank-analyzer

Agent skill for payments - invoke with $agent-payments

Agent skill for performance-analyzer - invoke with $agent-performance-analyzer

Agent skill for performance-benchmarker - invoke with $agent-performance-benchmarker

Agent skill for performance-monitor - invoke with $agent-performance-monitor

Agent skill for performance-optimizer - invoke with $agent-performance-optimizer