Blog
Articles, essays, and field notes on building with AI — automation, creative tooling, and the craft behind Creative AI Tools.

I Made My Generative Audio Pipeline Refuse Its Own Output
Six SuperCollider environments, a nine-stage render pipeline, and a gate battery that would rather produce no file than a bad one. The gate turned out to be the useful part.

Building an App an AI Agent Can Actually Drive (Not Just Screenshot)
Why ikutaro routes every mouse click and every MCP tool call through the same command path — and what that pattern looks like if you want to build it yourself.

Why Most AI Note Systems Fail: They Mix Sources, Summaries, And Claims
Most AI note systems fail because they collapse sources, summaries, claims, and generated output into one convenient pile. That feels fast today and becomes unreliable the moment you need to verify, revise, or reuse the knowledge.

Self-Hosted X Scheduler for n8n: Own Your Posting Workflow
A practical self-hosted X scheduler pattern for creators and builders who want a local content calendar, an n8n publishing workflow, and fewer recurring SaaS subscriptions.

Reddit Business Idea Finder: Mine Reddit for Real Product Ideas With n8n
A practical workflow for turning Reddit posts and comments into scored business ideas, using n8n, an AI scoring rubric, and a local dashboard built to kill weak ideas first.

How To Build An Obsidian-Compatible Wiki That AI Agents Can Maintain
Build an Obsidian-compatible AI agent knowledge base by separating raw inbox items, canonical sources, claims, evidence, questions, contradictions, and compiled cache files.

AI Should Sort the Crate, Not Replace the Ear
Timbre is an AI-assisted sample library for producers: it makes messy folders searchable, editable, and playable without pretending to replace taste.

Agent Wiki: The Evidence-Aware Second Brain for AI Agents
Agent Wiki is an Obsidian-compatible knowledge vault for AI agents: sources, claims, evidence, entities, concepts, questions, contradictions, and compiled caches stay separate enough to be trusted.

Welcome to the Creative AI Tools Blog
Notes, essays, and articles on building with AI — and how this blog is set up for both search engines and AI answer engines.