Juan Pablo Amorosi

AI Product Engineer · Systems Architect · Founder

Argentina · Spanish (Native) · English (Fluent)

Summary

I build AI-powered products that survive contact with reality. From multi-model orchestration engines to production agent workflows and live founder-built products — AI architecture that ships and holds up under real constraints. AI Developer and Architect operating from first principles to build full-cycle intelligence systems, forged in an arena where resource efficiency and iteration speed are a working philosophy. Turns constraints into strategic advantages — designing AI architectures that use lightweight, low-cost models for specialized tasks. An orchestrator of complex systems: translating abstract business visions into resilient, scalable software architectures.

Capabilities (evidence-based)

Multi-model orchestration — LumenScript
Agent workflows — BBN, LumenScript, Delibot
Cost-efficient AI architecture — BBN, AI Lab (RunPod)
Marketplace / product execution — BuenPick, Delify
Full-stack engineering — BuenPick, BBN, Delibot
Founder execution — BuenPick, Delify
RAG / memory / reranking — LumenScript, Delibot, Kaelos
Infrastructure / deployment — BBN, BuenPick, RecApp / Azure PoC

Flagship systems

BBN

Production AI · Local Media · Live

An AI-assisted local media platform — lightweight production agent workflows handling editorial automation and content ranking at low cost.

Low-cost applied AI in production: lightweight agent workflows doing real editorial automation and ranking on local media infrastructure — cost and reliability treated as first-class constraints.

Agent Workflows · Editorial Automation · Content Ranking · Lightweight LLMs · Python · Docker

BuenPick

Live Startup · Local Commerce · Live

A live local-commerce startup — a food-rescue marketplace connecting merchants and buyers, with mobile, admin and product all shipped under real friction.

Proof of shipping beyond prototypes: a running marketplace with active merchants, built and operated end-to-end — marketplace, mobile app, admin and the product calls that come with real users.

Next.js · React Native · PostgreSQL · Marketplace · Payments · Admin

LumenScript

AI Systems Architecture · Platformizing

An AI-native writing platform and multi-model orchestration engine — routing intent across models with memory, canon and evaluation loops.

Not a prompt wrapper. Real AI architecture: multi-model orchestration, project memory and canon, and evaluation loops that judge output before it ships — heading toward BYOK via OpenRouter.

Multi-model Orchestration · Memory / Canon · Evaluation Loops · OpenRouter / BYOK · RAG · Python

Featured systems

Trading Ecosystem

Trading & Fintech · R&D

Leviathan: a quant R&D platform fusing market intelligence (whales, news, sentiment), Strategy-Pattern backtesting and rules-based risk management.

Delify

Product & Startup Execution · Live

A founder-built e-commerce platform running for real businesses — catalog, orders and payments owned end to end.

RecApp / Azure PoC

Cloud & Enterprise · Prototype

An enterprise AI claims analyzer for insurance: an Intent Router on Azure OpenAI classifies each claim and hands it to a specialized agent for a structured answer.

Delibot

AI Automation · Live

A full-stack WhatsApp e-commerce agent using a Tool-First Architecture to eradicate hallucinations.

Stack & tooling

4-bit Quantization · AI Agents · Admin · Agent Workflows · Azure · Backtesting · ChromaDB · Content Ranking · Developer Tools · Docker · E-commerce · Editorial Automation · Evaluation Loops · FastAPI · Intent Router · JSONL · LLM APIs · Lightweight LLMs · MLOps · Marketplace · Memory / Canon · Multi-model Orchestration · NVIDIA 3090 · Next.js · OpenRouter / BYOK · Pandas · Payments · PostgreSQL · Prompt Optimization · PySide6 · Python · RAG · React Native · Risk Management · RunPod · SQLAlchemy · Semantic Analysis · Tool-First Architecture · Vector Databases · WhatsApp API