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Core Development Standards

Enforces standardized development principles across security, testing, performance, and documentation to ensure high-quality software engineering.

Brainstorming & Design Partner

Refines rough ideas into fully-formed technical designs through structured collaborative questioning and incremental validation.

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to production deployment and monitoring.

RAG Implementation Expert

Builds robust Retrieval-Augmented Generation (RAG) systems to ground LLM applications in external knowledge and proprietary data.

Auth Implementation Patterns

Implements secure authentication and authorization systems using JWT, OAuth2, and robust access control patterns.

API Designer

Designs and documents production-grade RESTful and GraphQL APIs with OpenAPI specifications and industry-standard security patterns.

PostgreSQL Schema Architect

Architects optimized PostgreSQL schemas using industry best practices for data integrity, performance, and scalability.

LLM Application Evaluation

Implement comprehensive evaluation frameworks for LLM applications using automated metrics, human feedback, and benchmarking.

OSS Issue Discovery & Triage

Identifies and evaluates suitable open-source issues by matching contributor skills, time availability, and project health metrics.

Monorepo Management

Streamlines the architecture, build optimization, and dependency management of large-scale multi-package repositories using Turborepo, Nx, and pnpm.

API Design Principles

Builds intuitive, scalable, and maintainable REST and GraphQL APIs using industry-standard design patterns and best practices.

LLM Evaluation Framework

Implements comprehensive evaluation strategies for Large Language Model applications using automated metrics, human feedback, and comparative benchmarking.

Workflow Orchestration Patterns

Architects resilient, distributed systems using Temporal workflow patterns, saga implementations, and state management best practices.

Error Detective

Implements a systematic TRACE framework to identify, analyze, and resolve complex software errors efficiently.

Python Testing Patterns

Implements comprehensive Python testing strategies using pytest, mocking, and test-driven development best practices.

Microservices Architecture Patterns

Designs scalable and resilient distributed systems using industry-standard service boundaries, event-driven communication, and data management patterns.

Cloud Cost Optimization

Optimizes cloud expenditures through resource rightsizing, automated tagging strategies, and infrastructure-as-code patterns.

Grafana Dashboards

Creates and manages production-grade Grafana dashboards for real-time system observability and metric visualization.

OSS Issue Analysis & Code Exploration

Analyzes open-source issue requirements and maps them directly to specific code locations and structured implementation plans.

Cloud Cost Optimization

Optimizes cloud infrastructure spending through resource rightsizing, reserved capacity planning, and automated cost governance.

Backend Architecture Patterns

Implements robust backend architectures using Clean Architecture, Hexagonal Architecture, and Domain-Driven Design principles.

Terraform Infrastructure Module Library

Builds reusable, production-ready Terraform modules for AWS, Azure, and GCP following infrastructure-as-code best practices.

Deployment Pipeline Design

Architect multi-stage CI/CD workflows with automated gates, secure orchestration, and advanced deployment strategies.

Database Migration & Schema Management

Automates and guides complex database migrations across multiple ORMs with a focus on zero-downtime and data integrity.

LangChain Architecture

Builds sophisticated LLM applications and autonomous agents using the LangChain framework's core patterns and integrations.

Distributed Tracing

Implements distributed tracing with Jaeger and Tempo to monitor microservice request flows and pinpoint performance bottlenecks.

SRE SLO Implementation Framework

Defines and implements Service Level Indicators (SLIs) and Service Level Objectives (SLOs) with error budgets and automated alerting.

Multi-Cloud Architecture

Architects resilient and vendor-neutral systems by selecting and integrating services across AWS, Azure, and GCP.

Workflow Orchestration Patterns

Design and implement resilient distributed systems using Temporal workflow patterns, saga logic, and state management best practices.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to optimize LLM performance and output reliability for production applications.