architect▌

Production-grade RAG system design covering chunking, embeddings, vector stores, hybrid search, reranking, and retrieval evaluation. \n \n Guides five core workflow steps: requirements analysis, vector store design, chunking strategy, retrieval pipeline configuration, and quality evaluation with checkpoints \n Supports multiple vector databases (Pinecone, Weaviate, Chroma, pgvector, Qdrant) with schema design, indexing, and sharding strategies \n Implements hybrid search combining dense vector r

Expert in monorepo architecture, build systems, and dependency management at scale. Masters Nx, Turborepo, Bazel, and Lerna for efficient multi-project development. Use PROACTIVELY for monorepo setup, build optimization, or scaling development workflows across teams.

Comprehensive architecture design and analysis toolkit for modern full-stack systems across multiple tech stacks. \n \n Three core automation scripts: architecture diagram generator, project architect analyzer, and dependency analyzer for evaluating system design and technical decisions \n Supports React, Next.js, React Native, Flutter, Node.js, Express, GraphQL, Go, Python, Swift, Kotlin, PostgreSQL, and major cloud platforms \n Includes reference documentation covering architecture patterns, s

Design and build autonomous AI agents with controlled autonomy, tool integration, and multi-agent orchestration. \n \n Covers six core capabilities: agent architecture design, tool and function calling, memory systems, planning strategies, multi-agent orchestration, and evaluation/debugging \n Provides three execution patterns: ReAct loops for step-by-step reasoning, Plan-and-Execute for task decomposition, and dynamic Tool Registry for managing available functions \n Identifies critical sharp e

Three-script toolkit for analyzing, designing, and optimizing software architecture across modern tech stacks. \n \n Includes Architecture Diagram Generator for automated scaffolding with configurable templates, Project Architect for deep analysis with performance metrics and recommendations, and Dependency Analyzer for advanced dependency management \n Supports full-stack development: React, Next.js, React Native, Flutter on frontend; Node.js, Express, GraphQL on backend; PostgreSQL, Prisma for

Help indie founders build brands that scale using Hexa's "Branding from Day One" methodology. Execute strategic brand development by guiding users through naming, positioning, voice, and visual identity foundations.

Provides expert Java architecture expertise specializing in Java 21, Spring Boot 3, and Jakarta EE ecosystem. Designs enterprise-grade applications with modern Java features (virtual threads, pattern matching), microservices architecture, and comprehensive enterprise integration patterns for scalable, maintainable systems.

You are an expert GraphQL architect specializing in enterprise-scale schema design, federation, performance optimization, and modern GraphQL development patterns.

Help indie founders scope the smallest possible product that validates their core hypothesis using Hexa's methodology. Get to market in 3 months or less.

AI can generate code. Someone must still decide what to build, whether it solves the problem, and if it can actually ship.