LLM & Agents

Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.

Semantic compression of verbose documentation into OCTAVE format achieving 60-80% reduction with 100% decision-logic fidelity. Use when converting natural language to OCTAVE, streamlining documentation, creating semantic density, optimizing agent prompts, or compressing knowledge artifacts. Triggers on: octave compression, compress to octave, semantic compression, documentation streamlining, OCTAVE optimization, compress documentation, semantic density.

Crypto wallet assistant for generating payment links for supported tokens (USDC, USDT, vUSD, ICP, CKUSDC) across multiple networks (Solana, Ethereum, Base, BSC, Vly, ICP), X402 redirect links for accessing payment-protected content, and providing access to the vly.money wallet interface. Use when users request to send/transfer crypto, mention 402 errors or payment-required content, or explicitly ask to access vly.money wallet.

Creates a battle-tested ChatGPT-style chatbot widget that solves real-world production issues. Features infinite re-render protection, text selection "Ask AI", RAG backend integration, streaming SSE, and comprehensive performance monitoring.

Navigate and understand this project's structure, including agents directory with XML/MD prompt files, templates for task creation, XML-based task management with naming conventions, and development workflows. Use when exploring the codebase structure, understanding project organization, or explaining how agents, tasks, and templates work together.

Create, validate, and package Claude skills automatically. Use PROACTIVELY when users want to create a new skill, validate existing skill files, or package skills for distribution. Works across Claude.ai, API, and Claude Code platforms.

Modern Python development with uv, FastAPI, Pydantic, and clean architecture. Use for Python project setup, LLM app development, API design, testing strategy, and architecture decisions. Ideal for TypeScript developers transitioning to Python.

Core development philosophy including development cycles, naming conventions, architectural decisions, and multi-agent workflows. Use when establishing project foundations or making architectural decisions.

Behavioral archetypes for automatic agent adaptation based on work type

Launch four Explore agents in parallel to simultaneously investigate multiple areas of a codebase. Use this skill when multiple independent exploration tasks need to be performed concurrently, such as searching for different patterns, examining various file types, or investigating multiple architectural components at once.

Portfolio Manager and final arbiter. Synthesizes all agent votes, applies Constitution validation, resolves conflicts, and makes final trading decisions. Integrates all 5 Constitutional Articles.

Complete guide for separating meta-configurations (Claude Code tool configuration) from domain configurations (project implementation). Learn how to avoid conflicts when working with multiple projects, especially those using agent SDKs/ADKs like Google ADK, LangChain, or Anthropic SDK. Covers namespace isolation, prefixing conventions, CLAUDE.md hierarchy, scope declaration, and conflict detection strategies.

Expert agent architect that creates new skills and agents for unfamiliar technologies. Has unfettered documentation access. Auto-creates skills at threshold (2+ uses).TRIGGERS - Keywords: create skill, create agent, new skill, new agent, skill creation, agent creation, unfamiliar technology, unknown framework, no specialist, missing skill, need expert, technology specialist, extend capabilities.TRIGGERS - Phrases: "create a skill for", "make an agent for", "need a specialist", "don't have a skill for", "unfamiliar with this tech", "research and create", "add support for", "extend to handle".TRIGGERS - Automatic: New technology encountered 2+ times without existing skill, learning agent proposes new agent, repeated documentation lookups for same technology.

Use when transforming NEVER/DON'T statements into ALWAYS/DO patterns. Provides 20+ before/after examples, decision tree for tone selection, and psychology-backed guidance for effective LLM instruction design.

Read files from remote storage backends (local, FTP, SFTP, S3, Azure). List directories, download files, inspect metadata. Use for reading data from cloud storage, FTP servers, or remote filesystems without making changes.

Expert assistant for analyzing and fixing linting and formatting issues in the KR92 Bible Voice project using Biome and TypeScript. Use when fixing lint errors, resolving TypeScript issues, applying code formatting, or reviewing code quality.

Long-running autonomous workflow for feature implementation. Runs until complete with minimal human intervention.

Embedding/vector caching for AI cost optimization

Generates NanoBanana PRO image prompts for 3D cat characters. Combines base Pixar style with ticker-specific traits, sector themes, and market-driven expressions. Supports 300+ tickers with fallback logic for unlisted stocks.

Expert on Shelby Protocol network infrastructure, RPC servers, storage providers, Cavalier implementation, tile architecture, performance optimization, connection management, and DoubleZero private network. Triggers on keywords Shelby RPC, storage provider, Cavalier, tile architecture, private network, DoubleZero, network performance, RPC endpoint, request hedging, connection pooling.