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.
Instagram & Proxies
How to design an Instagram account warming system responsibly
Account warming should be a conservative onboarding and observability process, never a promise to bypass Instagram controls.
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Scraping & Leads
How to deliver scraped data in CSV, API, or dashboard format
How to choose the right delivery layer for scraped data without creating fragile handoffs.
read postApplied AI
AI for customer service: architecture, costs and risks
Customer service AI needs controlled knowledge, tool permissions, measurable quality and reliable escalation—not just a model connected to a chat box.
read postCTO & Product
CTO metrics to review every week
A useful CTO scorecard turns engineering activity into a short weekly view of delivery, reliability, value, cost and risk.
read postMobile Automation
How to control 20 Android phones from one server
Server-side orchestration, ADB discipline and failure isolation for phone fleets.
read postMobile Automation
How to connect ADB to multiple Android devices
Treat every Android device as an addressed, monitored resource; never rely on whichever phone ADB finds first.
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
Mobile proxies for Instagram: common mistakes that block accounts
A mobile proxy changes network routing, but it cannot repair inconsistent identity, excessive activity, poor session handling or non-compliant automation.
read postMobile Automation
Common Appium installation errors on Ubuntu and how to fix them
Most Appium failures on Ubuntu come from mismatched runtimes, missing drivers, incorrect SDK paths or device permissions—not Appium itself.
read postInfra & DevOps
Cloudflare for small projects: DNS, SSL, caching and security
Configure Cloudflare conservatively for reliable DNS, HTTPS, useful caching and proportionate security.
read postCTO & Product
How to choose a technology stack for a new product
Choose the smallest proven stack that fits the product, team and operational constraints.
read posttechnical notes
Why most cheap proxy providers fail under real load
Why cheap proxy providers often fail the moment real operational pressure appears.
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