sebastian@harmony ~/retail-vision %
detect --products --country=co products detected 142
brands matched 37
shelf share 84%
sebastian@portfolio: ~/ai-agents
sebastian@portfolio ~/ai-agents % whoami
Sebastian Torres Ortiz
AI Agent Systems Engineer | Machine Learning Engineer | Automated Solutions Engineer
sebastian@portfolio ~/ai-agents % cat ./bio.txt
300+
brands served
5M+
predictions served
↑47%
efficiency gain
<12ms
inference latency
exit 0 · portfolio v2.0.0 · astro + react + typescript · retail ai
contact --sebastian Available for AI agents, ML systems, and backend automation work.
projects / active deployment
Retail Intelligence In Production
Harmony · ColombiaLeading the machine learning work for Harmony, building product recognition systems that turn retail shelf images into detection, coverage, and brand execution analytics.
agent map financial research automation
Router
Classifies user objective and dispatches the research flow.
User Profile
Reads capital, horizon, risk tolerance, and strategy constraints.
Market Intel
Combines price action, sentiment, macro, and structural signals.
Strategy Builder
Generates entries, invalidation, sizing, and trade scenarios.
Risk Engine
Stress-tests drawdown, exposure, leverage, and stop placement.
Analyst Report
Returns thesis, plan, risk notes, and market analysis.
prompt in
“Build a BTC/ETH strategy for my risk profile, include invalidation and market context.”
strategy state validated
risk mode controlled
analysis loop live
experience / skills
Sebastian builds AI agent systems with full-stack engineering depth.
This portfolio is about the systems I build: production AI agents, machine learning workflows, backend services, cloud infrastructure, databases, and frontend interfaces that make automation usable.
Machine Learning Head at HarmonyBuilder of Risks Vision agentic researchProduction systems across backend, cloud, ML, and UI
Sebastian Torres Ortiz 0+ years of experience
Software developer focused on AI agents, ML products, and production-grade automation.
01 market + business data
02 agent planning
03 backend services
04 databases
05 cloud deployment
06 frontend interfaces
07 linux
sebastian@agent-lab ~/build %
ship --agents --backend --cloud --frontend Agentic Systems
Backend Engineering
Data & ML
Cloud & Infra
Frontend Product
experience / harmony geospatial
Retail census simulation for Bogotá’s store network.
At Harmony, I worked on data systems that collect more than 40k stores in Bogotá and transform them into simulation maps, density layers, microzones, and 1,000+ isochrones for a realistic census of the city.
retail density high activity corridor
1k+ isochrones microzone simulation
stores mapped 40k+
microzones 1k+
city census bogotá
experience / blockchain gaming
Unreal Destiny RPG with a decentralized game economy.
I worked as a smart contract developer on Unreal Destiny, an RPG where blockchain was used to keep the game economy transparent, auditable, and decentralized across multiple networks.
Player Action quest / trade / reward
Smart Contract validates economy rules
Blockchain transparent settlement
contact / next collaboration
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