Blog

Inżynieria oprogramowania

Praktyczne artykuły o tworzeniu aplikacji i technologiach AI.

Zatrudnij na Upwork
·7 min read·

An AI Bot Sent You a Lead? It Read Your Article, Not Your Instagram

ChatGPT, Gemini, and the chat widget on someone else’s site are already recommending vendors and answering buyer questions. A bot can only hand you a lead if it can read something that names you first - a profile inside someone else’s app rarely qualifies. What “own article, blog, page with a domain” actually means for lead generation, and the minimum setup I would build this month.

AI BotsLead GenerationGEOBlogSEOSMB
Czytaj więcej →
·9 min read·

AEO vs GEO vs SEO: What Actually Ranks in 2026

Search fragmented into three jobs: ranking in blue links, being the extracted answer, and getting cited inside an AI chat reply. Two live Chart.js charts compare what each discipline optimizes for and where the click actually goes, then what I build so a page has a shot at all three.

SEOAEOGEOAI SearchChatGPTChart.js
Czytaj więcej →
·8 min read·

Pandas vs Polars vs Dask, Charted Live

Three Python dataframe libraries, three live Chart.js charts: a bubble chart for the ecosystem, a scriptable bubble chart where color comes from the value not the library, and a progressive-line chart for adoption. No screenshots – the canvases above render in your browser.

PythonData EngineeringChart.jsPandasPolarsDask
Czytaj więcej →