Agent Skill
Pytorch Fsdp
Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2
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Agent Skill
Pytorch Lightning
High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to su…
Agent Skill
Ray Train
Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tuning with Ray Tune, fa…
Agent Skill
Knowledge Distillation
Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained performance, transferring GPT…
Agent Skill
Long Context
Extend context windows of transformer models using RoPE, YaRN, ALiBi, and position interpolation techniques. Use when processing long documents (32k-128k+ tokens), exten…
Agent Skill
Model Merging
Merge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating specialized models by blending domain-specific expertise (m…
Agent Skill
Model Pruning
Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing models without retraining, achieving 50% sparsity with m…
Agent Skill
Ray Data
Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch, TensorFlow. Scales f…
Agent Skill
Moe Training
Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limited compute (5× cost reduction vs dense models), impl…
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Enhanced AI Mode for Complex Tasks
Enhanced AI Mode for Complex Tasks Enhanced AI mode for complex tasks Command originally created by IndyDevDan (YouTube: https://www.youtube.com/@indydevdan) / DislerH (…
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Intelligently Refactor and Improve Code Quality
Intelligently Refactor and Improve Code Quality Intelligently refactor and improve code quality Instructions Follow this systematic approach to refactor code: $ARGUMENTS…
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Screenshot Analysis Command
Analyze product screenshots to extract features and generate development task lists.
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Deep Analysis and Problem Solving Mode
Multi-framework structured analysis: surfaces hidden assumptions, generates competing solutions, stress-tests each with adversarial reasoning, and delivers confidence-ca…
Agent Skill
Autogpt Agents
Autonomous AI agent platform for building and deploying continuous agents. Use when creating visual workflow agents, deploying persistent autonomous agents, or building…
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Directory Deep Dive
Directory Deep Dive Analyze directory structure and purpose Instructions 1. Target Directory - Focus on the specified directory $ARGUMENTS or the current working directo…
Agent Skill
Crewai Multi Agent
Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role…
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Analyze and Explain Code Functionality
Analyze and Explain Code Functionality Analyze and explain code functionality Instructions Follow this systematic approach to explain code: $ARGUMENTS 1. Code Context An…
Agent Skill
Langchain
Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, t…
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Fix Issue Command
Fix Issue Command Identify and resolve code issues Instructions Follow this structured approach to analyze and fix issues: $ARGUMENTS 1. Issue Analysis - Use gh issue vi…
Agent Skill
Llamaindex
Data framework for building LLM applications with RAG. Specializes in document ingestion (300+ connectors), indexing, and querying. Features vector indices, query engine…
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Generate Linear Work Log
Generate Linear Work Log You are tasked with generating a technical work log comment for a Linear issue based on recent git commits. Instructions 1. Check Linear MCP Ava…
Agent Skill
AI Release Hunter
Daily digest of AI releases from Anthropic, Meta, Vercel Labs, OpenAI and Google GitHub repos, the Claude Cowork changelog, the claude.dev blog and Hacker News, deduplic…
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Git Status Command
Git Status Command Show detailed git repository status Command originally created by IndyDevDan (YouTube: https://www.youtube.com/@indydevdan) / DislerH (GitHub: https:/…
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Initref
Build a reference for the implementation details of this project. Use provided summarize tool to get summary of the files. Avoid reading the content of many files yourse…