Browse Skills

pytorch-fsdp.md

62

1 export pytorch-fsdp

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2

2026-01-16

langchain.md

62

1 export langchain

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for building chatbots, question-answering systems, autonomous agents, or RAG applications. Best for rapid prototyping and production deployments.

2026-01-16

pytorch-lightning.md

62

1 export pytorch-lightning

2 from "zechenzhangAGI/AI-research-SKILLs"

3 High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code. Use when you want clean training loops with built-in best practices.

2026-01-16

modern-design-system.md

62

1 export modern-design-system

2 from "xenitV1/claude-code-maestro"

3 2025 UI design trends and patterns including glassmorphism, bento grids, micro-animations, and modern aesthetics. Essential for creating visually stunning, premium web interfaces.

2026-01-15

Unnamed Skill.md

62

1 export Unnamed Skill

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch, TensorFlow. Scales from single machine to 100s of nodes. Use for batch inference, data preprocessing, multi-modal data loading, or distributed ETL pipelines.

2026-01-16

simpo-training.md

62

1 export simpo-training

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Simple Preference Optimization for LLM alignment. Reference-free alternative to DPO with better performance (+6.4 points on AlpacaEval 2.0). No reference model needed, more efficient than DPO. Use for preference alignment when want simpler, faster training than DPO/PPO.

2026-01-16

writing-plans.md

62

1 export writing-plans

2 from "mneves75/dnschat"

3 Use when design is complete and you need detailed implementation tasks for engineers with zero codebase context - creates comprehensive implementation plans with exact file paths, complete code examples, and verification steps assuming engineer has minimal domain knowledge

2026-01-13

api-security-testing.md

62

1 export api-security-testing

2 from "xenitV1/claude-code-maestro"

3 API security testing guide covering OWASP API Security Top 10, JWT attacks, OAuth vulnerabilities, GraphQL security, and API fuzzing techniques.

2026-01-15

web-games.md

62

1 export web-games

2 from "xenitV1/claude-code-maestro"

3 Web browser game development principles. Framework selection, WebGPU, optimization, PWA.

2026-01-15

api-patterns.md

62

1 export api-patterns

2 from "xenitV1/claude-code-maestro"

3 API design principles and decision-making. REST vs GraphQL vs tRPC selection, response formats, versioning, pagination.

2026-01-15

vr-ar.md

62

1 export vr-ar

2 from "xenitV1/claude-code-maestro"

3 VR/AR development principles. Comfort, interaction, performance requirements.

2026-01-15

server-management.md

62

1 export server-management

2 from "xenitV1/claude-code-maestro"

3 Server management principles and decision-making. Process management, monitoring strategy, and scaling decisions. Teaches thinking, not commands.

2026-01-15

mobile-patterns.md

62

1 export mobile-patterns

2 from "xenitV1/claude-code-maestro"

3 Cross-platform mobile development patterns for React Native and Flutter.

2026-01-15

pinecone.md

62

1 export pinecone

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and namespaces. Low latency (<100ms p95). Use for production RAG, recommendation systems, or semantic search at scale. Best for serverless, managed infrastructure.

2026-01-16

Unnamed Skill.md

62

1 export Unnamed Skill

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tuning with Ray Tune, fault tolerance, elastic scaling. Use when training massive models across multiple machines or running distributed hyperparameter sweeps.

2026-01-16

security-checklist.md

62

1 export security-checklist

2 from "xenitV1/claude-code-maestro"

3 Comprehensive security checklist covering OWASP Top 10, input validation, authentication, and secure coding practices. Use for security audits and reviews.

2026-01-15

2d-games.md

62

1 export 2d-games

2 from "xenitV1/claude-code-maestro"

3 2D game development principles. Sprites, tilemaps, physics, camera.

2026-01-15

deepspeed.md

62

1 export deepspeed

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Expert guidance for distributed training with DeepSpeed - ZeRO optimization stages, pipeline parallelism, FP16/BF16/FP8, 1-bit Adam, sparse attention

2026-01-16

clean-code.md

62

1 export clean-code

2 from "xenitV1/claude-code-maestro"

3 Pragmatic coding standards - concise, direct, no over-engineering, no unnecessary comments

2026-01-15

test-driven-development.md

62

1 export test-driven-development

2 from "mneves75/dnschat"

3 Use when implementing any feature or bugfix, before writing implementation code - write the test first, watch it fail, write minimal code to pass; ensures tests actually verify behavior by requiring failure first

2026-01-13

Unnamed Skill.md

62

1 export Unnamed Skill

2 from "xenitV1/claude-code-maestro"

3 Automatic quality control, linting, and static analysis procedures. Use after every code modification to ensure syntax correctness and project standards. Triggers onKeywords: lint, format, check, validate, types, static analysis.

2026-01-15

webapp-testing.md

62

1 export webapp-testing

2 from "xenitV1/claude-code-maestro"

3 Web application testing principles. E2E, Playwright, deep audit strategies.

2026-01-15

git-worktrees.md

62

1 export git-worktrees

2 from "xenitV1/claude-code-maestro"

3 Git worktrees for isolated parallel development on multiple branches simultaneously.

2026-01-15

weekly-checkin.md

62

1 export weekly-checkin

2 from "huytieu/COG-second-brain"

3 Cross-domain pattern analysis and strategic reflection for weekly review

2026-01-15