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
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Mobile Automation
PM2, Supervisor or systemd: how to keep bots running in production
PM2, Supervisor and systemd can restart bot processes, but stability depends on lifecycle design, durable state and useful monitoring.
read postCTO & Product
What a CTO really does in a small startup
A startup CTO turns business priorities into a technical system the team can deliver, operate and change without uncontrolled risk.
read postLaravel & Backend
Laravel Horizon vs Supervisor: what to choose and why
Horizon manages and observes Redis queues; Supervisor keeps the Horizon process alive. In production, they often solve different layers together.
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 postInstagram and Proxies
How to monitor automated Instagram accounts with logs and alerts
Build privacy-aware monitoring that detects session, workload and integration failures before they affect every authorized account.
read postScraping & Leads
Marketplace scraping: prices, leads and business opportunities
Design a stable marketplace data pipeline for pricing, lead qualification and opportunity detection without losing provenance or control.
read postInstagram and Proxies
Mobile proxy for Instagram: basic setup for bots and antidetect browsers
Configure mobile proxy routing as a controlled infrastructure component, with one session owner, conservative limits and auditable operation.
read postInstagram and Proxies
Why an Instagram account gets blocked even when you use a proxy
A proxy changes network routing, but it cannot repair inconsistent sessions, excessive activity or non-compliant automation.
read postInfrastructure and DevOps
Ubuntu server: essential checklist before production
Prepare an Ubuntu server for production with secure access, controlled services and tested recovery.
read postMobile Automation
How to scale bots without building a time bomb
Scale automation by controlling work, failures and capacity instead of multiplying fragile processes.
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 postMobile Automation
Mobile farm: real costs, architecture and maintenance
Plan a maintainable Android mobile farm with realistic capacity, power, connectivity and replacement costs.
read post