Machine Learning

Image by Author   # Introduction  Every day, customer service centers record thousands of conversations. Hidden in those audio files are goldmines of information. Are customers satisfied? What problems do they mention most often? How do emotions shift during a call?Manually analyzing these recordings is challenging. However, with modern artificial intelligence (AI), we can automatically transcribe …

I Vibe Coded a Tool to That Analyzes Customer Sentiment and Topics From Call Recordings Read More »

Today in the Gemini app, we’re unveiling a new image editing model from Google DeepMind. People have been going bananas over it already in early previews — it’s the top-rated image editing model in the world. Now, we’re excited to share that it’s integrated into the Gemini app so you have more control than ever …

Image editing in Google Gemini gets a major upgrade Read More »

In my last article, I shared how to use MCP to integrate LLMs into your full data science workflow. I also briefly mentioned another .  A skill is a reusable package of instructions and optional supporting files. It helps AI handle a recurring workflow more reliably and consistently. At a minimum, it needs a SKILL.md …

Beyond Prompting: Using Agent Skills in Data Science Read More »

Image by Editor   # Introduction  Python project setup used to mean making a dozen small decisions before you wrote your first useful line of code. Which environment manager? Which dependency tool? Which formatter? Which linter? Which type checker? And if your project touched data, were you supposed to start with pandas, DuckDB, or something newer? …

Python Project Setup 2026: uv + Ruff + Ty + Polars Read More »

Today, we’re introducing Gemini 3.1 Flash TTS, the latest text-to-speech model that delivers improved controllability, expressivity and quality — empowering developers, enterprises and everyday users to build the next generation of AI-speech applications. Starting today, 3.1 Flash TTS is rolling out: Improved speech quality and controllability We’ve improved the overall speech quality of Gemini 3.1 …

Gemini 3.1 Flash TTS: New text-to-speech AI model Read More »

TL;DR a full working implementation in pure Python, with real benchmark numbers. RAG systems break when context grows beyond a few turns. The real problem is not retrieval — it’s what actually enters the context window. A context engine controls memory, compression, re-ranking, and token limits explicitly. This is not a concept. This is a …

RAG Isn’t Enough — I Built the Missing Context Layer That Makes LLM Systems Work Read More »

Image by Author   # Introduction  You open a project, run a Claude-powered tool, and suddenly, there is a new folder sitting in your directory named .claude. You did not create it. It was not there before. And if you are like most developers, your first instinct is to wonder if it is safe to delete. …

Breaking Down the .claude Folder Read More »

, my AI assistant stored a memory with an importance score of 8/10. Content: “Investigating Bun.js as a potential runtime swap.” I never actually switched to Bun. To be fair, it was a two-day curiosity that went nowhere. But this memory persisted for six months, popping up each time I asked about my build process …

Stop Treating AI Memory Like a Search Problem Read More »

Image by Editor   # Introduction  Google NotebookLM has evolved far beyond a simple study aid. With the addition of the recent updates pushed just this year, it has transformed into a full-stack research, synthesis, and content production environment. For people regularly juggling complex sources, NotebookLM now bridges the gap between raw information and polished deliverables. …

Advanced NotebookLM Tips & Tricks for Power Users Read More »

Introduction After the initial euphoria with the new calendar-based time intelligence, I started looking deeper into the new feature to see what these new possibilities mean in the real world. You will find several links about it in the References section at the end of this piece, including a SQLBI article, which takes you deep …

When Things Get Weird with Custom Calendars in Tabular Models Read More »