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.
Casos & Marca Personal
How I built systems with 20, 50 or 100 automated accounts
What changes between 20, 50 and 100 accounts, and what keeps the system stable.
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Infra & DevOps
How to give clients SSH access without exposing your server
Safer SSH patterns for client access, traceability and stable operations.
read postCTO & Product
Fractional CTO: when to hire one and what they should deliver
Know when part-time technical leadership is enough, what a fractional CTO should own and which outcomes justify the investment.
read postScraping & Leads
How to extract public emails and phone numbers from listings without losing quality
How to extract public contact data from listings without turning your lead pipeline into a noisy cleanup job.
read postScraping & Leads
Ethical scraping: what data to extract and what limits to respect
Ethical scraping collects the minimum justified data through a stable, rate-limited and traceable process.
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 postInfra & DevOps
Docker in production: when it helps and when it complicates
Use Docker when repeatable artifacts and dependency isolation solve real deployment problems, with ownership for security and operations.
read postApplied AI
DGX Spark AI: how agents can save the repetitive work of 3 or 4 people
How DGX Spark changes the cost of running internal AI agents and which company workflows to automate first.
read postCases & Personal Brand
From developer to CTO: mistakes I made and lessons learned
Becoming a CTO means shifting from producing code to producing decisions, systems, ownership and business outcomes.
read postScraping & Leads
How to detect duplicates, spam, and junk leads in scraping
How to clean scraped leads before they pollute your CRM, dashboards, and outbound workflows.
read postMobile 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 postLaravel & Backend
How to design clean Laravel APIs for mobile apps
How to build Laravel APIs that mobile teams can trust under version changes, background jobs and real production traffic.
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