I analyzed 88,975 Hacker News job posts from 2012 to 2026. The board shrank, remote work peaked, pay became clearer, and senior roles took over.
789 GitHub incidents from 2022 to 2026. Reported incidents held flat for three years, then more than doubled. The longest incidents got much longer.
Explore GitHub incident history from 2022–2026 in a GitHub-style activity calendar, then build your own interactive outage dashboard with Python and Mercury.
Meet three new Mercury widgets for interactive Python data apps: ActivityCalendar, Sankey and Funnel, demonstrated with real GitHub and Hacker News data.
Learn how to build an AI chatbot in Python that talks to your PostgreSQL database using a local LLM (GPT-OSS) and Ollama. Generate SQL queries, tables, and charts - fully offline.
Zobacz jak zbudować aplikację chat w Pythonie z użyciem Mercury i polskiego modelu Bielik LLM. Krok po kroku: Ollama, notebook Jupyter, streaming odpowiedzi i lokalny chatbot AI.
Explore Mercury 3.0.0 updates for turning Python notebooks into web apps, with new features, improvements, and migration notes.
We make Python notebooks accessible with REST API. Custom ChatGPT can use actions to execute Python notebooks. You can easily turn any Python code into API available in the ChatGPT
Learn how to create a private fork of the Mercury framework repository for personalized web app deployments. Explore the options available with the open-source and commercial-friendly licenses.
Learn what the .ipynb file extension contains, how Jupyter notebooks are structured, and how to open or convert notebook files.
Compare two approaches to Jupyter Notebook widgets with practical examples using ipywidgets, Voila, and Mercury.
Learn how to build an NLP web app from a Python notebook, from text processing to interactive app deployment.
Computer Vision methods offer flexibility in image processing. This post demonstrates how to develop a web app for converting images into sketches using Jupyter, OpenCV, Mercury, and deploying.
Easily share your Jupyter notebook as an interactive web app with the Mercury framework. Provide a user-friendly interface and hide code to make it accessible for non-programmers.
