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

Essay·6 min read

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.

Essay·3 min read

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.

Essay·6 min read

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.

Article·5 min read

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.

Article·6 min read

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.

Article·9 min read

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.

Essay·3 min read

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.

Article·6 min read

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.

Thought·1 min read

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.