Coding

Building Robust AI Intelligence Processing Systems: Lessons from the Front Lines

Building Robust AI Intelligence Processing Systems: Lessons from the Front Lines

Distinguishing genuine escalations from redundant reporting in ongoing crises demands nuanced AI analysis and careful architectural decisions to prevent critical intelligence from being lost.

I Taught an AI to Read My Logs (So I Don't Have To)

I Taught an AI to Read My Logs (So I Don't Have To)

I developed an AI assistant that translates technical system logs into plain, understandable language. This transforms the tedious task of manual log scanning into a source of proactive, conversational insights.

Beyond Parameter Count: Why Context Size Matters

Beyond Parameter Count: Why Context Size Matters

Context window size deserves equal consideration alongside model parameter count in AI hardware planning—exploring the often-overlooked memory and computational costs that can make or break real-world application deployments.

KANBI: Evolved but Still Simple at Heart

KANBI: Evolved but Still Simple at Heart

KANBI has added multi-board support and integrated archiving while maintaining its core commitment to local data storage and interface simplicity. The tool now supports separate boards for different projects and contexts, with automatic local saving and streamlined export options for backup control.

Orchestrating Intelligence: A Primer on Automated Workflows with Multiple AIs

Orchestrating Intelligence: A Primer on Automated Workflows with Multiple AIs

Overcome complex information challenges with AI teamwork. This primer explains how chaining specialized AI models creates more efficient, flexible, and intelligent automated workflows.

Model Deck: A Streamlined Single-File Interface for Ollama LLM Management

Model Deck: A Streamlined Single-File Interface for Ollama LLM Management

Model Deck offers a deliberate counterpoint to feature-heavy LLM interfaces—a single HTML file that streamlines interaction with local Ollama models while providing a solid foundation for custom extensions and experimental workflows.

Python Environment Management in the Era of Vibe Coding: Why It Still Matters

Python Environment Management in the Era of Vibe Coding: Why It Still Matters

A practical framework of prompts for managing Python environments in the AI coding era, showing why proper environment setup remains crucial even as code generation becomes increasingly automated.

Supercharging Ollama: Mastering System Prompts for Better Results

Supercharging Ollama: Mastering System Prompts for Better Results

A practical guide to using system prompts with Ollama, featuring implementation methods and ready-to-use examples that significantly improve model outputs for coding, SQL generation, and structured data tasks.

KANBI: A Minimalist Kanban Board App

KANBI: A Minimalist Kanban Board App

Tired of application bloat, I have developed KANBI: a streamlined Kanban application featuring local storage, automatic backups, and only the essential task management functionality needed for effective workflow organization without unnecessary complexity.

Fun with Python and Cursor

Fun with Python and Cursor

I tested Cursor's AI tools to simplify Python app creation. While coding knowledge is still necessary, Cursor significantly reduced complexity for me. My first project was a Korean Diary assistant powered by Claude 3.5 Sonnet that translates and breaks down Korean grammar and vocabulary.