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.
latest posts
Fresh posts from the content engine.
Scraping & 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 postCasos & Marca Personal
How I price automation, bots, and custom software
How to price technical delivery based on scope, risk, operations, and long-term stability.
read postCasos & Marca Personal
How I think about a technical project before writing code
The planning checklist I use to stop technical projects from starting with the wrong assumptions.
read postInstagram & Proxies
Mobile proxies for Instagram: when to use them and when not to
When mobile proxies help Instagram operations and when they only add cost and confusion.
read postInfra & DevOps
Logs, alerts and monitoring: the minimum you need to sleep at night
The minimum monitoring stack that catches real incidents without training your team to ignore alerts.
read postInfra & DevOps
PM2 vs Supervisor vs systemd for Node.js and Laravel
How to choose the right process manager for Node.js and Laravel without creating restart and logging chaos.
read postScraping & Leads
How to build a data pipeline from scraping to CRM
How to move from scraped records to usable CRM leads without poisoning data quality or compliance.
read postInfra & DevOps
Nginx for Laravel: basic configuration and common mistakes
How to configure Nginx for Laravel without the rewrite, permission and deployment mistakes that keep repeating in production.
read postApplied AI
Replace manual work with AI: agents that make companies more efficient
How AI agents reduce manual work, lower costs and turn repetitive business processes into systems.
read postSocial Bots & Automation
Social media bot army: account farms, agents and automation for growth
How account farms, social agents and automation systems help brands listen, act and sell without becoming spam.
read postInstagram & Proxies
What an Instagram footprint is and how to reduce it technically
How to think about Instagram footprint as a systems problem instead of a proxy trick.
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.
read post