Browse Skills

braindump.md

62

1 export braindump

2 from "huytieu/COG-second-brain"

3 Quick capture of raw thoughts with intelligent domain classification and competitive intelligence extraction

2026-01-15

testing-anti-patterns.md

62

1 export testing-anti-patterns

2 from "mneves75/dnschat"

3 Use when writing or changing tests, adding mocks, or tempted to add test-only methods to production code - prevents testing mock behavior, production pollution with test-only methods, and mocking without understanding dependencies

2026-01-13

database-design.md

62

1 export database-design

2 from "xenitV1/claude-code-maestro"

3 Database design principles and decision-making. Schema design, indexing strategy, ORM selection, serverless databases.

2026-01-15

systematic-debugging.md

62

1 export systematic-debugging

2 from "mneves75/dnschat"

3 Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root cause investigation, pattern analysis, hypothesis testing, implementation) that ensures understanding before attempting solutions

2026-01-13

dispatching-parallel-agents.md

62

1 export dispatching-parallel-agents

2 from "mneves75/dnschat"

3 Use when facing 3+ independent failures that can be investigated without shared state or dependencies - dispatches multiple Claude agents to investigate and fix independent problems concurrently

2026-01-13

brainstorming.md

62

1 export brainstorming

2 from "mneves75/dnschat"

3 Use when creating or developing anything, before writing code or implementation plans - refines rough ideas into fully-formed designs through structured Socratic questioning, alternative exploration, and incremental validation

2026-01-13

plan-writing.md

62

1 export plan-writing

2 from "xenitV1/claude-code-maestro"

3 Structured task planning with clear breakdowns, dependencies, and verification criteria. Use when implementing features, refactoring, or any multi-step work.

2026-01-15

react-patterns.md

62

1 export react-patterns

2 from "xenitV1/claude-code-maestro"

3 Modern React patterns and principles. Hooks, composition, performance, TypeScript best practices.

2026-01-15

app-builder.md

62

1 export app-builder

2 from "xenitV1/claude-code-maestro"

3 Main application building orchestrator. Creates full-stack applications from natural language requests. Determines project type, selects tech stack, coordinates agents.

2026-01-15

vulnerability-scanner.md

62

1 export vulnerability-scanner

2 from "xenitV1/claude-code-maestro"

3 Advanced vulnerability analysis principles. OWASP 2025, Supply Chain Security, attack surface mapping, risk prioritization.

2026-01-15

knowledge-consolidation.md

62

1 export knowledge-consolidation

2 from "huytieu/COG-second-brain"

3 Build frameworks from scattered insights across all braindumps and notes

2026-01-15

constitutional-ai.md

62

1 export constitutional-ai

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Anthropic's method for training harmless AI through self-improvement. Two-phase approach - supervised learning with self-critique/revision, then RLAIF (RL from AI Feedback). Use for safety alignment, reducing harmful outputs without human labels. Powers Claude's safety system.

2026-01-16

llama-factory.md

62

1 export llama-factory

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Expert guidance for fine-tuning LLMs with LLaMA-Factory - WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA, multimodal support

2026-01-16

conversation-manager.md

62

1 export conversation-manager

2 from "xenitV1/claude-code-maestro"

3 Smart dialogue manager for user communication. Clarifies unclear requests, asks the right questions, provides progress updates. Use when starting new projects, handling unclear requests, or communicating build status.

2026-01-15

pc-games.md

62

1 export pc-games

2 from "xenitV1/claude-code-maestro"

3 PC and console game development principles. Engine selection, platform features, optimization strategies.

2026-01-15

sglang.md

62

1 export sglang

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Fast structured generation and serving for LLMs with RadixAttention prefix caching. Use for JSON/regex outputs, constrained decoding, agentic workflows with tool calls, or when you need 5× faster inference than vLLM with prefix sharing. Powers 300,000+ GPUs at xAI, AMD, NVIDIA, and LinkedIn.

2026-01-16

onboarding.md

62

1 export onboarding

2 from "huytieu/COG-second-brain"

3 Personalize COG for your workflow - creates profile, interests, and watchlist files with guided setup (run this first!)

2026-01-15

testing-skills-with-subagents.md

62

1 export testing-skills-with-subagents

2 from "mneves75/dnschat"

3 Use when creating or editing skills, before deployment, to verify they work under pressure and resist rationalization - applies RED-GREEN-REFACTOR cycle to process documentation by running baseline without skill, writing to address failures, iterating to close loopholes

2026-01-13

llava.md

62

1 export llava

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Large Language and Vision Assistant. Enables visual instruction tuning and image-based conversations. Combines CLIP vision encoder with Vicuna/LLaMA language models. Supports multi-turn image chat, visual question answering, and instruction following. Use for vision-language chatbots or image understanding tasks. Best for conversational image analysis.

2026-01-16

mcp-builder.md

62

1 export mcp-builder

2 from "xenitV1/claude-code-maestro"

3 MCP (Model Context Protocol) server building principles. Tool design, resource patterns, best practices.

2026-01-15

fine-tuning-with-trl.md

62

1 export fine-tuning-with-trl

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Fine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment, PPO/GRPO for reward optimization, and reward model training. Use when need RLHF, align model with preferences, or train from human feedback. Works with HuggingFace Transformers.

2026-01-16

performance-profiling.md

62

1 export performance-profiling

2 from "xenitV1/claude-code-maestro"

3 Performance profiling principles. Measurement, analysis, and optimization techniques.

2026-01-15

huggingface-accelerate.md

62

1 export huggingface-accelerate

2 from "zechenzhangAGI/AI-research-SKILLs"

3 Simplest distributed training API. 4 lines to add distributed support to any PyTorch script. Unified API for DeepSpeed/FSDP/Megatron/DDP. Automatic device placement, mixed precision (FP16/BF16/FP8). Interactive config, single launch command. HuggingFace ecosystem standard.

2026-01-16

nextjs-best-practices.md

62

1 export nextjs-best-practices

2 from "xenitV1/claude-code-maestro"

3 Next.js App Router principles. Server Components, data fetching, routing patterns.

2026-01-15