Architecture, decisions, and outcomes—not just screenshots.

Challenge

Automating the research, writing, and review process for large-scale content generation.

Approach

Orchestrated CrewAI and Claude to create distinct agent roles (Researcher, Writer, Editor).

Architecture

Stateful agent workflow built with LangGraph for observable, multi-step execution.

Stack

Python · LangGraph · CrewAI · Claude API

Challenge

Build a highly performant, SEO-optimized agency website that seamlessly integrates with backend AI services.

Approach

Adopted TanStack Start for unified frontend/backend SSR rendering and strict type safety.

Architecture

Vite + Nitro deployment to Edge networks with an integrated React component library.

Stack

React · TypeScript · TanStack · Nitro

Challenge

Provide a conversational interface with absolute strict safety guardrails and boundary adherence.

Approach

Implemented a UI clone of ChatGPT backed by constitutional AI principles.

Architecture

React frontend streaming SSE responses from a heavily guarded Python backend.

Stack

Next.js · Python · LLMs · Streaming

Challenge

Connect disjointed SaaS applications to trigger data synchronization without human intervention.

Approach

Built a visually mapped node workflow to catch webhooks, process JSON data, and update databases.

Architecture

N8N self-hosted instance managing robust retry logic and third-party API rate limits.

Stack

Node.js · N8N · Webhooks · REST APIs

Challenge

Surface specific operational context from thousands of raw internal PDF documents and wikis.

Approach

Implemented an advanced RAG (Retrieval-Augmented Generation) pipeline using semantic vector search.

Architecture

Python microservice generating document embeddings and storing them in a high-speed vector database.

Stack

Python · LangChain · Vector DB · LLMs