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anihc1978/README.md

Eduardo San Martín Wu

Generative AI Engineer · Python / Back-End Developer · Agentic AI Specialist

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Generative AI engineer specialising in production LLM applications, RAG systems, and agentic AI, with a portfolio of 10+ shipped projects built directly on the Anthropic Claude SDK behind a model-agnostic, provider-swappable design. Strong Python back-end engineering (FastAPI, REST, SSE streaming), plus a working command of classical ML (XGBoost, LightGBM, Prophet). Early adopter of generative AI since 2022, with roughly two years focused on building and deploying production LLM systems, on a founder background in Web3 and e-commerce.

Holder of the IBM Generative AI Engineering Professional Certificate plus 35+ AI / Data-Science credentials. Perth-based; available immediately; open to relocating within Australia for the right role.


Featured Projects

Margaret River Wine Sommelier — Deployed multi-tenant RAG (FastAPI, ChromaDB, Claude Haiku) with per-winery collection isolation; citations are built in code from retrieval metadata so the model cannot fabricate a source. Python · FastAPI · ChromaDB · Claude Haiku · Railway

TutorMate Workflow Orchestrator — Inbound-message triage automation: a 5-step pipeline (extract → classify → enrich → route → draft) over 7 intents, where a deterministic JSON rules engine makes every routing decision and Claude only drafts a reply for a human to approve; SQLite dashboard with review queue and audit trail. Python · FastAPI · Claude (Haiku) · SQLite · Railway

Agentic RAG — Document Q&A where Claude autonomously calls read-only tools (list_files, grep, read_file) instead of a vector store; no vector DB, no pre-embedding, stateless serverless. Python · Claude API · Vercel

AI Finance Insights — Full-stack GenAI personal-finance app: bilingual ES/EN, rules-first auto-categorisation, and a hardened API (Supabase RLS, CORS allow-list, per-user rate limiting). Live private beta. Python · FastAPI · React · TypeScript · Supabase · Claude

AI Signal — Open-source AI news aggregator: a single-page app backed by a dependency-free Netlify serverless function curating 16 trusted feeds (AI labs, arXiv, newsletters), plus an optional Claude-generated weekly digest.

Also: Self-Improving Agent · Memory Agent (Mem0) · AI Email Client (PWA) · YouTube Transcript Analyzer (MCP server) · RAG Document Q&A


Core Competencies

GenAI & LLMs — Python · RAG · agentic AI · prompt engineering (zero-/few-shot, chain-of-thought) · LLM orchestration · Anthropic Claude SDK · MCP servers (FastMCP) · Mem0; familiar with the OpenAI and Gemini APIs.

Back-end & Infra — FastAPI · Flask · REST APIs · SSE streaming · ChromaDB · SQLite · PWA · Railway · Vercel · Docker · GitHub Actions CI/CD.

ML & Data Science — scikit-learn · XGBoost · LightGBM · Prophet · time-series forecasting · pandas · NumPy · feature engineering.

Cloud & Tooling — Google Cloud AI · Vertex AI · Antigravity· Git · Cursor · Claude Code · uv · ruff.

Web3 — Solidity · smart contracts · NFT minting · Shopify · tokengated commerce.

Languages — English (native) · Spanish (native)


Professional Experience

AI Engineer & Consultant — Independent · Perth, WA (remote-first) · 2022 – Present

  • Build and deploy production LLM applications in Python — RAG pipelines, agentic tool-use systems, and multi-step LLM orchestration — on FastAPI back-ends, primarily on the Anthropic Claude SDK with a provider-swappable design.
  • Design prompt-engineering workflows (zero-shot, few-shot, chain-of-thought) and agentic pipelines automating multi-step content and operations tasks for consulting clients.
  • Building cpg-demand-forecaster: a demand-forecasting pipeline on M5 / Walmart sell-out data (XGBoost, LightGBM, Prophet, WMAPE benchmarking) — in progress, 2026.

Founder — Web3 & NFT Platform — Elevationart.io · Lima, Peru · 2021 – 2024

  • Founded one of Peru's first Web3 digital-art platforms; onboarded 10 artists and built a community of 200+ collectors across OpenSea and Magic Eden.
  • Wrote and deployed Solidity smart contracts to mint NFTs, define ownership rules, and enable primary on-chain sales.
  • Built a Shopify-integrated NFT storefront with tokengated commerce and airdrop campaigns; partnered with Verisart (UK/USA) to issue blockchain Certificates of Authenticity.

Education

  • Bachelor of Business Administration, Entrepreneurship & Innovation — Bond University, QLD (2014–2016)

Certifications — Top Credentials

  • IBM Generative AI Engineering Professional Certificate (2026)
  • IBM AI Product Manager Professional Certificate (2026)
  • IBM Machine Learning with Python
  • AI Agents in LangGraph — DeepLearning.AI
  • Generative AI Leader Professional Certificate — Google Cloud

35+ AI / Data-Science credentials in total from IBM, Google, Google Cloud, DeepLearning.AI and Kaggle. Full list on LinkedIn.


Building in public from Perth, WA.

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  1. agentic-rag agentic-rag Public

    Agentic RAG: Claude searches documents using tools — list_files, grep, read_file — with live reasoning steps

    TypeScript

  2. mem0-memory-agent mem0-memory-agent Public

    AI assistant with persistent long-term memory powered by Claude + Mem0

    TypeScript

  3. ai-finance-insights ai-finance-insights Public

    Full-stack GenAI personal-finance app: Claude-powered insights, FastAPI, React, Supabase RLS, Peru-focused

    TypeScript