systems, infra, delivery
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.
product and business
building products that can validate, sell and scale.
agents and tooling
practical AI, automations and technical leverage.
latest posts
Fresh posts from the content engine.
Mobile Automation
How to design work queues for mobile bots
How to build mobile bot queues that assign devices safely, recover predictably and leave a useful audit trail.
read post
Scraping & Leads
How to use proxies in scraping without burning budget
How to choose, measure and control proxy usage in scraping so the network layer supports data quality instead of draining margin.
read postInstagram & Proxies
4G mobile proxies for Instagram: real multi-account architecture
How to use 4G mobile proxies for Instagram with cleaner account mapping, lower instability and better operational control.
read postLaravel & Backend
Laravel refactor: signs your project needs surgery
How to tell when a Laravel codebase needs structural refactor instead of one more temporary fix.
read postIA Aplicada
AI in marketplaces: titles, descriptions, pricing and replies
Where AI helps marketplace teams move faster and where it still needs review, logs and business rules.
read postInstagram & Proxies
How to build Instagram multi-account infrastructure without losing your mind
How to structure Instagram multi-account systems with clearer limits, lower noise and better operational control.
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 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 postInstagram & Proxies
Instagram automation: limits, risks and responsible architecture
How to design Instagram automation with clearer limits, lower risk and better operational control.
read postIA Aplicada
Company Brain: operational memory for companies that want useful AI
Why companies need an operational memory layer before AI agents can do serious work.
read postInstagram & Proxies
Instagram proxies: differences between datacenter, residential, 4G and mobile
How datacenter, residential, 4G and mobile proxies differ for Instagram workflows that need stability and auditability.
read postLaravel & Backend
Laravel multi-tenant: domains, clients and configuration
How to design Laravel multi-tenant systems with sane domain mapping, tenant config and customer-data boundaries.
read post