architecture, execution and operational thinking.
blog / notes / systems / operations
Posts, field notes and technical ideas with commercial intent.
This is where I publish about DevOps, CTO work, SaaS, automation, bots, infra, AI, OpenClaw, MCP and real systems.
building products that can validate, sell and scale.
practical AI, automations and technical leverage.
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Instagram & Proxies
xProxy: build your own LTE and 5G mobile proxy infrastructure
How xProxy helps agencies and operators build dedicated LTE/5G mobile proxy infrastructure instead of depending only on rented proxy pools.
read posttechnical notes
Hire a technical CTO: work with me
What I can solve as a technical CTO: architecture, automation, AI, responsible scraping, Laravel, Node and infrastructure.
read postCTO & Product
How to work with freelancers without losing technical control
Keep ownership of architecture, access and delivery while freelancers provide focused execution capacity.
read postInstagram and Proxies
Why an Instagram account gets blocked even when you use a proxy
A proxy changes network routing, but it cannot repair inconsistent sessions, excessive activity or non-compliant automation.
read postCTO & Product
Why cheap software usually costs more
The lowest quote is rarely the lowest total cost when software must survive real users, integrations and change.
read postIA Aplicada
Why AI projects fail before production
The real reasons AI initiatives stall, plus a practical production-readiness checklist.
read postCases & Personal Brand
When I say no to an automation project
Good automation starts by rejecting workflows that cannot be made compliant, observable and economically stable.
read postCasos & Marca Personal
What a small business can automate on a small budget
Where small-budget automation creates real value and where it usually becomes waste.
read postApplied AI
How to use AI to classify buyer messages automatically
Turn incoming buyer messages into reliable, traceable categories without letting a model make uncontrolled decisions.
read postMobile Automation
UiAutomator2 explained for backend developers
What UiAutomator2 actually does inside Appium, where it fits and how to keep Android automation stable.
read postInfrastructure and DevOps
Ubuntu server: essential checklist before production
Prepare an Ubuntu server for production with secure access, controlled services and tested recovery.
read postScraping & Leads
Technical lead generation: scraping, enrichment and AI
How to build lead generation systems that combine scraping, enrichment and AI without losing quality control.
read post