Machine Learning

TL;DR a full working implementation in pure Python, with real benchmark numbers. What I did: built a controlled experiment that isolates one variable, relationship density, from everything usually confounded with it, using a fully deterministic agent policy instead of live model calls. What I found: more communication pathways between agents did not automatically mean better …

Graph Engineering Isn’t About More Connections — It’s About Which Ones Get Used Read More »

# Introduction  Data cleaning is rarely interesting, but it does consume the majority of a data professional’s time. Before any model trains or dashboard renders, someone has to wrestle mismatched column names, nulls scattered across a billion rows, type inconsistencies, duplicate records, and strings that almost match but don’t. Standard pandas handles a lot of this, …

5 Python Libraries That Make Data Cleaning More Enjoyable Read More »

, the good folks at DuckDB released a database communication protocol called Quack. Its main aim was to allow DuckDB databases held on different servers to communicate with each other over HTTP in a client/server arrangement and allow them to read and write each others data. In other words, using the Quack protocol, DuckDB sitting …

Running SQL Concurrently Across Three Remote DuckDB Servers with Quack Read More »

  Web scraping is the process of collecting information from websites automatically. A normal scraper usually extracts raw text, HTML elements, or the full page content. But when you are building AI agents or large language model (LLM) applications, sending the entire webpage to the model is not always the best approach. A better way …

How to Build a Simple AI Web Scraper with Python Read More »

3.7 Flash shows strong gains over 3.6 Flash in coding tasks like debugging and issue resolution. It also achieves higher first-pass code accuracy and has improved performance in generating production-ready code as seen in FrontierCode 1.1 Main (43.6% vs 34.4%) and DeepSWE v1.1 (65.3% vs 49.0%). In web development, 3.7 Flash generates more functional layouts …

our most intelligent workhorse model Read More »

Code every day to get tasks done, mostly related to programming. Claude Code is great when you need to perform specific tasks. For example, if you’re assigned a specific task to do or if you’re working on a project. However, Claude Code and other similar coding agents don’t work as well in proactive work. So …

How to Orchestrate a Fleet of OpenClaw Bots Read More »

  Installing Python used to mean visiting a website, downloading the correct installer, checking the right boxes, and making sure Python was added to PATH. Today, it is much easier. In many cases, you can simply open your terminal, type a single command, and Python is installed. That is now true across Windows, Linux, and …

5 Easy Ways to Install Python on Windows Read More »

handed the entire £20,000 budget to a single channel. Add one rule that forced a little onto a second channel and it complied, but it also returned a quiet negative number beside that rule. The number meant the floor you set is working against you, and it said exactly what that costs. Many optimisation workflows …

The Budget Split That Explains Itself Read More »

  AI is no longer a novelty; it’s the foundational layer of modern computing. As the technology matures, the voices guiding its development — from frontier model builders to hardware architects and safety advocates — matter more than ever. In this article, we walk through the top 10 AI influencers in 2026, organized around four …

Top 10 AI Influencers of 2026 Read More »

, local LLMs are an attractive option. They allow us to keep our sensitive data and reduce our dependency on cloud APIs. However, running the model locally is only the first step. In a practical application, the local LLM is usually part of a larger workflow. This means its responses often need to be consumed …

How to Implement Structured Output with Local LLMs Read More »