Image by Author   Contents# Introduction# Choosing A Local Artificial Intelligence Coding Assistant# Meeting The Prerequisites# Following The Step-By-Step Setup Guide# Configuring OpenCode To Use Ollama And Qwen3-Coder# Using OpenCode With Your Local Artificial Intelligence# Understanding The OpenCode And Ollama Integration# Exploring Practical Use Cases And Examples# Troubleshooting Common Issues# Following Performance Tips For A Smooth Experience# Wrapping Up # Introduction  We live in an exciting era …

Seeing What’s Possible with OpenCode + Ollama + Qwen3-Coder Read More »

a second: as a data scientist, you’ve been through this scenario (chances are, more than once). Someone stopped you mid-conversation and asked you, “What exactly does a p-value mean?” I am also very certain that your answer to that question was different when you first started your data science journey, vs a couple of months …

What Does the p-value Even Mean? Read More »

Image by Author   Contents# Introduction# Understanding Why Local AI Matters for Customer Data# Transcribing Audio with Whisper# Analyzing Sentiment with Transformers# Extracting Topics with BERTopic# Building an Interactive Dashboard with Streamlit# Reviewing Practical Lessons# Conclusion # 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 …

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   Contents# Introduction# Understanding Why This Stack Works# Reviewing Prerequisites# Step 1: Installing uv# Step 2: Creating a New Project# Step 3: Adding Dependencies# Step 4: Configuring Ruff (Linting and Formatting)# Step 5: Configuring Ty for Type Checking# Step 6: Configuring pytest# Step 7: Examining the Complete pyproject.toml# Step 8: Writing Code with Polars# Managing the Daily Workflow# Changing the Way You Write Python with …

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 »

ContentsTL;DRThe Breaking Point of RAG SystemsWhat Context Engineering Actually IsWho This Is ForFull Pipeline ArchitectureComponent 1: The RetrieverComponent 2: The Re-rankerComponent 3: Memory with Exponential DecayDeduplicationToken Budget Under PressureComponent 4: Context CompressionComponent 5: The Token Budget EnforcerWhat Happens Under Real Token PressureMeasuring What It Actually Buys YouMemory Decay by Importance ScorePerformance CharacteristicsHonest Design DecisionsTrade-offs and …

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

Image by Author   Contents# Introduction# Understanding the .claude Folder# Establishing Why the Folder Is Created# Analyzing Common Files and Structure# Explaining How the Folder Operates# Evaluating the Deletion of the .claude Folder# Implementing Best Practices for Management# Identifying Common Developer Mistakes# Concluding Thoughts # Introduction  You open a project, run a Claude-powered tool, and suddenly, there is a new folder sitting in your directory …

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 »