bugrabilge/bilge-development-kit

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

Expert in LangGraph - the production-grade framework for building stateful, multi-actor AI applications. Covers graph construction, state management, cycles and branches, persistence with checkpoin...

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

Production-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, AI assistant design, prompt management, LLMOps monitoring, conversational interfaces, and context management.

bugrabilge/bilge-development-kit

Skill Claude Code

You are an expert prompt engineer specializing in crafting effective prompts for LLMs through advanced techniques including constitutional AI, chain-of-thought reasoning, and model-specific optimizati.

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use when testing LLM performance, measuring AI application quality, or ...

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

Build production ML systems with PyTorch 2.x, TensorFlow, and.

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

Build comprehensive ML pipelines, experiment tracking, and model.

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

This skill should be used when the user asks to "start an LLM project", "design batch pipeline", "evaluate task-model fit", "structure agent project", or mentions pipeline architecture, agent-assisted development, cost estimation, or choosing between LLM and traditional approaches.

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

Set up Prometheus for comprehensive metric collection, storage, and monitoring of infrastructure and applications. Use when implementing metrics collection, setting up monitoring infrastructure, or...

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

Expert in building Retrieval-Augmented Generation systems. Masters embedding models, vector databases, chunking strategies, and retrieval optimization for LLM applications. Use when: building RAG, ...

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or int...

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical correctness, formal verification, and optimal impl...

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

Build tools that agents can use effectively, including architectural reduction patterns.

bugrabilge/bilge-development-kit

Skill Claude Code

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

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

Implement secure API design patterns including authentication, authorization, input validation, rate limiting, and protection against common API vulnerabilities.

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

Full-stack application scaffolding, project templates, monorepo setup, and CI/CD configuration for rapid project bootstrapping.

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

Write and maintain Architecture Decision Records (ADRs) following best practices for technical decision documentation. Use when documenting significant technical decisions, reviewing past architect...

bugrabilge/bilge-development-kit

Skill Claude Code

Comprehensive architecture skill: decision-making, pattern selection, architectural review, distributed systems design, DDD, clean architecture, and code quality principles. Use for architecture decisions, system design, or reviewing architectural changes.

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

Opinionated backend development standards for Node.js + Express + TypeScript microservices. Covers layered architecture, BaseController pattern, dependency injection, Prisma repositories, Zod valid...

bugrabilge/bilge-development-kit

Skill Claude Code

Bash/Linux terminal patterns. Critical commands, piping, error handling, scripting. Use when working on macOS or Linux systems.

bugrabilge/bilge-development-kit

Skill Claude Code

AI operational modes (brainstorm, implement, debug, review, teach, ship, orchestrate). Use to adapt behavior based on task type.

bugrabilge/bilge-development-kit

Skill Claude Code

Socratic questioning protocol + user communication + structured multi-agent design review. MANDATORY for complex requests, new features, or unclear requirements. Includes progress reporting, error handling, and formal peer-review process.

bugrabilge/bilge-development-kit

Skill Claude CodeCodex

Caching strategies for web applications. Covers browser caching, CDN, application cache (Redis), database query cache, and React/Next.js caching patterns.

bugrabilge/bilge-development-kit

Skill Claude Code

Applies principles from Robert C. Martin's 'Clean Code'. Use this skill when writing, reviewing, or refactoring code to ensure high quality, readability, and maintainability. Covers naming, functio...

bugrabilge/bilge-development-kit

Skill Claude Code

You are a code education expert specializing in explaining complex code through clear narratives, visual diagrams, and step-by-step breakdowns. Transform difficult concepts into understandable expl...