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Luis Cruz

Automation-focused AI Developer specializing in production LLM agent systems — tool-calling agents, multi-step orchestration, and RAG pipelines over vector databases

Location Mexico Joined Joined on  Email address stackbuilder1228@gmail.com Personal website https://topstar-ai-github-io.vercel.app github website

Education

National Autonomous University of Mexico

Pronouns

10+ years full-stack, the last several building agentic AI wired directly into live systems

Building Visit Lübeck: Designing a Better Digital Experience for Travel Discovery
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Building Visit Lübeck: Designing a Better Digital Experience for Travel Discovery

#ai #webdev #programming #productivity
5
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1 min read

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Building Visit Lübeck: Designing a Structured Travel Experience Platform
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Building Visit Lübeck: Designing a Structured Travel Experience Platform

#ai #webdev #architecture
3
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1 min read
Building hewdoes.xyz: Lessons From Shipping a Lightweight Digital System
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Building hewdoes.xyz: Lessons From Shipping a Lightweight Digital System

#ai #webdev #programming
2
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1 min read
Building Quantinium: A Focus on Production-Ready AI Systems
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Building Quantinium: A Focus on Production-Ready AI Systems

#ai #product #cicd #webdev
2
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1 min read
Building WhatIsGC.com: Lessons From Designing a Production-Ready AI Information System
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Building WhatIsGC.com: Lessons From Designing a Production-Ready AI Information System

#ai #programming #webdev
1
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2 min read
Building Production Multi-Agent Systems: Lessons from automator.ai
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Building Production Multi-Agent Systems: Lessons from automator.ai

#ai #automation #programming
6
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1 min read
Shipping Cadernos e Planner Digital Brasil: Systems Thinking Behind a Digital Product
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Shipping Cadernos e Planner Digital Brasil: Systems Thinking Behind a Digital Product

#ai #software #devops
1
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1 min read
Shipping a Niche Digital Product: Systems, Challenges, and Lessons Learned
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Shipping a Niche Digital Product: Systems, Challenges, and Lessons Learned

#product #productivity #sideprojects #systemdesign
1
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2 min read
Building JetsCreative: My Experience as a Senior AI Developer Working on Production Systems
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Building JetsCreative: My Experience as a Senior AI Developer Working on Production Systems

#showdev #ai #architecture #llm
1
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1 min read
Senior AI Engineer Perspective: What Actually Matters When You Build AI Systems in Production
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Senior AI Engineer Perspective: What Actually Matters When You Build AI Systems in Production

#ai #architecture #machinelearning #softwareengineering
1
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2 min read
Collaboration Opportunity – Remote Partner (Entry-Level / Non-Technical Role)
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Collaboration Opportunity – Remote Partner (Entry-Level / Non-Technical Role)

#ai #upwork #programming #git
1
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2 min read
Neon vs Supabase: Feature Comparison, Pros
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Neon vs Supabase: Feature Comparison, Pros

#ai #backend #supabase #openai
1
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1 min read
How I Got Upwork Rising Talent in a Short Time (My Experience & Approach)
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How I Got Upwork Rising Talent in a Short Time (My Experience & Approach)

#ai #upwork #freelance #developer
2
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1 min read
PostgreSQL 18 on Amazon Aurora and Amazon RDS: Security, monitoring, and developer enhancements
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PostgreSQL 18 on Amazon Aurora and Amazon RDS: Security, monitoring, and developer enhancements

#ai #database #postgressql
3
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1 min read
Understanding Data Accuracy Meaning: Best Practices for Engineers
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Understanding Data Accuracy Meaning: Best Practices for Engineers

#ai #programming #database
1
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1 min read
Loop Engineering
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Loop Engineering

#ai #software #openai
3
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1 min read
Understanding Data Visualization Benefits for Data Engineers
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Understanding Data Visualization Benefits for Data Engineers

3
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1 min read
I ran local LLMs on my phone for a week, and now my desktop setup feels like overkill
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I ran local LLMs on my phone for a week, and now my desktop setup feels like overkill

#ai #llm #programming #mobile
9
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1 min read
🚀 At TopStar AI, we build real-world AI & Web3 systems that scale
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🚀 At TopStar AI, we build real-world AI & Web3 systems that scale

#ai #automaton #programming #agents
1
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1 min read
Best Python AI Frameworks in 2026
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Best Python AI Frameworks in 2026

#ai #python #programming #webdev
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1 min read
Stripe Projects adds new agent integrations, more providers, and custom developer controls
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Stripe Projects adds new agent integrations, more providers, and custom developer controls

#ai #programming #stripe #agents
2
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