Notes / esedark

Notes from the work.

Architecture, automation, AI and product decisions. Technical detail with the business still in view.

Cases & Personal Brand

Marketplace automation succeeds when it models business state, respects platform limits and makes every action observable and reversible.

Applied AI

Turn incoming buyer messages into reliable, traceable categories without letting a model make uncontrolled decisions.

Scraping & Leads

Choose Laravel for business orchestration, Node.js for browser-heavy extraction, or combine both behind a stable job contract.

Mobile Automation

How to build mobile bot queues that assign devices safely, recover predictably and leave a useful audit trail.

Mobile Automation

A direct path from a first Appium session to a stable, observable Android automation service in Node.js.

Scraping & Leads

How to choose, measure and control proxy usage in scraping so the network layer supports data quality instead of draining margin.

Instagram & Proxies

How to use 4G mobile proxies for Instagram with cleaner account mapping, lower instability and better operational control.

Laravel & Backend

How to tell when a Laravel codebase needs structural refactor instead of one more temporary fix.

IA Aplicada

Where AI helps marketplace teams move faster and where it still needs review, logs and business rules.

Mobile Automation

What UiAutomator2 actually does inside Appium, where it fits and how to keep Android automation stable.

Instagram & Proxies

How to structure Instagram multi-account systems with clearer limits, lower noise and better operational control.

Scraping & Leads

How to build lead generation systems that combine scraping, enrichment and AI without losing quality control.

Your next move

Tell me what needs to work better.

A product idea, a manual process or a system you have outgrown. Start with the problem; we can figure out the technology.