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.
Case Studies & Personal Brand
How I would design a Wallabot-style system today
A stable marketplace platform separates policy-aware workflows, connectors, queues, data and human approvals.
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CTO & Product
Why cheap software usually costs more
The lowest quote is rarely the lowest total cost when software must survive real users, integrations and change.
read postInfrastructure & DevOps
How to run workers as a Linux service without constant crashes
Durable workers need one supervisor, graceful lifecycle, job safety, observability and controlled deployments.
read postMobile Automation
Appium for Android: a practical guide to automating real apps
Reliable Android automation combines Appium, deterministic device state, explicit limits and useful telemetry.
read postMobile Automation
RabbitMQ for bot automation: a practical architecture
RabbitMQ coordinates automation reliably when messages are small, workers are idempotent and failures have bounded recovery paths.
read postCases & Personal Brand
How to automate marketplace listing publication and renewal
Reliable listing automation coordinates approved content, platform rules, scheduling, idempotency and human review.
read postInstagram & Proxies
xProxy: build your own LTE and 5G mobile proxy infrastructure
How xProxy helps agencies and operators build dedicated LTE/5G mobile proxy infrastructure instead of depending only on rented proxy pools.
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 postInstagram & Proxies
Instagram IP rotation: when to rotate and when not to
Rotate IPs for a documented operational reason, not as a substitute for stable sessions and responsible account behaviour.
read postInstagram & Proxies
Mobile proxies vs Android emulators: what works better for Instagram?
A proxy changes network routing; an emulator reproduces a device environment. Neither replaces compliant account operations.
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 postApplied AI
How to integrate AI into a SaaS without rebuilding the product
Add AI as a bounded capability around a measurable workflow, not as a rewrite of your SaaS.
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