Posts by Luis Cruz

@Luis Cruz

Luis Cruz

Senior AI Engineer | LLM & Agentic AI | Full Stack
Development Team topstar-ai-github-io.vercel.app Joined May 2026
3.3k Points62 Badges56 Connections57 Followers59 Following

Posts by Luis Cruz

Luis Cruz in Articles 1 min read
I recently worked on Visit Lübeck https://www.visit-luebeck.com/ — a travel-focused digital platform designed to help users discover destinations, experiences, and essential city information through a clear and intuitive interface. The biggest lesso...
Luis Cruz in Articles 1 min read
I recently worked on Quantinium https://quantinium.uk, a project focused on building structured, production-ready AI systems with a strong emphasis on reliability and system design. The core experience reinforced a key principle: real-world AI engin...
Luis Cruz in Articles 2 min read
Recently, I worked on WhatIsGC https://whatisgc.com — a lightweight AI-driven information system designed to simplify how users understand and interact with structured knowledge. The goal wasn’t to build another “AI demo.” It was to design a usable,...
Luis Cruz in Articles 1 min read
When I started building automator.ai, I wanted to solve a specific problem: how do you orchestrate multiple specialized AI agents to handle complex automation workflows without everything falling apart? The answer wasn't more complexity. It was the ...
Luis Cruz in Articles 1 min read
I recently built Cadernos e Planner Digital Brasil 👉 https://cadernoseplannerdigitalbrasil.com It’s a digital planner system for iPad and Android — focused on helping people organize goals, habits, and daily life in a structured way. But honestly, ...
Luis Cruz in Articles 1 min read
https://jetscreative.com 🔷 Post Content Introduction Recently, I’ve been working on JetsCreative https://jetscreative.com — a production-focused AI and automation system built to streamline workflows and improve how digital systems handle tasks, co...
Luis Cruz in Articles 2 min read
In recent years, AI has moved from research labs into production systems at scale. Publications like The Economist and others have repeatedly highlighted how AI is reshaping industries — but what’s less discussed is what it actually looks like to bui...
Luis Cruz in Articles 1 min read
Hi there, Hope you are doing well. We are a small but growing software engineering team working with international clients on remote freelance platforms such as Upwork, Freelancer, and Fiverr. We are currently looking to collaborate with a motivat...
Luis Cruz in Articles 1 min read
A detailed technical comparison of Neon and Supabase as managed Postgres platforms in 2026. Neon is a serverless Postgres engine with disaggregated compute/storage, copy-on-write branching, autoscaling, and scale-to-zero billing. Supabase is a backen...
Luis Cruz in Articles 3 min read
Building applications for the cloud isn't just about running code on someone else's servers. It's about fundamentally rethinking how we design, build, and operate software. Cloud native applications are built for the cloud from the ground up, not ada...
Luis Cruz in Articles 1 min read
Today, I want to share my experience getting the Upwork Rising Talent badge in a short period of time. Even though I am relatively new on Upwork, I was able to achieve it quickly by focusing on a few key principles: First, I made sure my profile cl...
Luis Cruz in Articles 1 min read
Data accuracy refers to how correctly information reflects real-world values and is foundational to reliable decision-making, compliance, and operational efficiency. Key factors affecting accuracy include human error, poor data integration standards,...
Luis Cruz in Articles 1 min read
Loop engineering is the practice of designing automated systems that prompt AI coding agents on your behalf, rather than prompting them manually turn by turn. The concept, articulated by engineers at Anthropic and OpenAI, centers on five building blo...
Luis Cruz in Articles 1 min read
After a week of running local LLMs exclusively on an iPhone, the author found mobile performance surprisingly close to desktop. The Gemma E2B 5B parameters on phone handled chat, brainstorming, and even multimodal image tasks nearly as well as the 8B...
Luis Cruz in Articles 1 min read
At TopStar AI, we transform data, intelligent models, and decentralized technologies into reliable software platforms. Our focus spans machine learning, generative AI, LLM-powered applications, and Web3, with an emphasis on scalable architectures, re...
Luis Cruz in Articles 1 min read
A comparison of seven major Python AI frameworks for 2026: TensorFlow, PyTorch, Keras, scikit-learn, XGBoost, LangChain, and Hugging Face. Each framework is evaluated by strengths, weaknesses, and ideal use cases. Deep learning frameworks TensorFlow,...
Luis Cruz in Articles 1 min read
A production crash in NeetoCRM was caused by a circular dependency between commons/constants.js and commons/utils.jsx. In development, Vite's native ES module evaluation order masked the issue, but esbuild's production bundling exposed it by placing ...
Luis Cruz in Articles 1 min read
Tired of spending hours debugging your code? Debuggix uses 9 powerful security and error-checking engines to automatically detect and fix issues in your code in under a minute. Simply paste your code, let the AI analyze it, and get instant fixes whil...
Luis Cruz in Articles 1 min read
A critique of the trend toward account-required database GUI clients, arguing that tools holding production credentials should never route data through vendor backends. The post makes the case for local-first design using Tabularis as a concrete exam...
Luis Cruz in Articles 1 min read
Laravel AI SDK now supports MCP Model Context Protocol servers through a dedicated MCP client in the laravel/mcp package. Developers can connect Laravel AI agents to any MCP server — local via STDIO or remote via HTTP — and use its tools alongside cu...
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