KDN Shittu Local Agentic Programming on the Cheap

Local Agentic Programming on the Cheap: Claude Code + Ollama + Gemma4

  Contents# Introduction# Why Gemma 4?# The Modelfile# Wiring Claude Code to the Local Model# Agentic Task Walkthrough# Wrapping Up # Introduction  Visualize this: a multi-agent workflow that reads files, writes patches, runs tests, and iterates across four services, making 400 API calls in a single afternoon. The notification arrives. You have crossed the soft limit again. Every token costs money, every …

Local Agentic Programming on the Cheap: Claude Code + Ollama + Gemma4 Read More »

Rosidi LLM Calibration 1

A Deep Dive into Calibration of Language Models: Platt Scaling, Isotonic Regression, Temperature Scaling

  Contents# Introduction# Measuring Calibration# Why LLMs Complicate the Standard Setup# Applying Temperature Scaling# Applying Platt Scaling# Applying Isotonic Regression# What the Literature Leaves Open# Conclusion # Introduction  A model that says it is 90% confident should be right 90% of the time. When that relationship breaks down, you get a miscalibration problem. The model’s scores stop telling you anything useful about reliability. For …

A Deep Dive into Calibration of Language Models: Platt Scaling, Isotonic Regression, Temperature Scaling Read More »

Zero Dependency MCP Server

My AI Couldn’t See My Files — I Built a Zero-Dependency MCP Server

. The functions had grown too long and the variable names made no sense anymore. Every time I wanted feedback on a file, I stopped, opened the chat, copied the whole thing in, and waited. Then went back to the editor, applied the change, opened the next file, and did it again. At some point …

My AI Couldn’t See My Files — I Built a Zero-Dependency MCP Server Read More »

kdn what the agentic era means for data science

What the Agentic Era Means for Data Science

  Contents# Introduction# Redefining the Baseline# The Orchestration Ecosystem# Shifting the Workflow: From Procedural to Evaluative# The 2026 Skill Stack# The Evolution of Roles# Keeping Pace # Introduction  Something has shifted at the intersection of AI and data science, and it’s changed how practitioners work. The systems deployed today don’t just generate a response and stop. They plan. They execute multi-step tasks. They …

What the Agentic Era Means for Data Science Read More »

FINAL SOCIAL HERO.width 1300

Tools to understand how content was created and edited

As generative media becomes more advanced and accessible, it’s helpful to know where content comes from, and whether it’s been altered. Today, we’re expanding our content transparency and verification tools in Search, Gemini, Chrome, Pixel and Cloud, and deepening our partnership with the broader industry. ContentsScaling our technologyProviding more ways to verify content Scaling our …

Tools to understand how content was created and edited Read More »

AIEconference160526 1155 DB6 0727

Code Is Cheap. Engineering Judgement Is Now the Scarce Resource

underlying society is changing.  That was one of the ideas from Max Buckley’s talk at AI Engineer Singapore, and it has stuck with me ever since. For decades, software engineering was organised around scarcity. Code was expensive to write, engineers were scarce and features took time. This assumption shaped how teams worked. We prioritised carefully …

Code Is Cheap. Engineering Judgement Is Now the Scarce Resource Read More »

Scroll to Top