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.
CTO & Product
CTO as a Service in Spain: complete guide for startups
What CTO as a Service means, when a startup needs it, how much it costs and how to hire technical leadership without creating dependency.
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Instagram & Proxies
4G mobile proxy for Instagram: a stable setup to reduce footprints
A defensible Instagram network setup reduces accidental cross-account signals through isolation, consistency, bounded workflows and useful evidence.
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 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 postCTO & Product
How to prioritize features when everything seems urgent
Prioritize features with a visible scoring model, small validation steps and explicit capacity for reliability work.
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 postMobile Automation
Mobile automation: when to use real phones and when to use emulators
Use emulators for fast, repeatable coverage and real phones for hardware, network and production fidelity; most serious systems need both.
read postInstagram & Proxies
4G proxies for Instagram: what to check before paying a provider
Evaluate a 4G proxy provider by its network, session controls, measurable capacity, traceability and acceptable-use terms—not by vague promises.
read postScraping & Leads
Playwright vs Puppeteer for modern web scraping
Playwright offers broader browser automation; Puppeteer remains a focused choice for Chrome-centric scraping. Architecture matters more than the library.
read postCTO & Product
How to estimate software development without fooling yourself
Reliable software estimates expose scope, assumptions and uncertainty instead of presenting an invented deadline as certainty.
read postApplied AI
RAG for business explained: what it is and when to use it
RAG connects a language model to controlled business documents so answers can use current evidence, permissions and citations.
read postMobile Automation
How to build an Android phone farm for automation
A reliable Android phone farm treats every device as a measurable worker with controlled access, queued jobs and explicit recovery procedures.
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