Builder's Journal
Status: BUILDING IN PUBLIC // Open for everyone
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The Factory Model: Making AI Workflows Compound Across Sessions
The biggest productivity killer in AI coding isn't insufficient AI capability — it's starting from scratch every session. Codex Factory Kit fixes this with durable workflow artifacts.
Skill Library Overload: When More Tools Means Less Productivity
The Claude Code skill library grew from a handful to hundreds. That's supposed to be a good thing — but it created a new problem: tools you don't remember to use might as well not exist.
The Interception Layer: WardnMesh's Fail-Closed Design
AI tools doing dangerous things isn't the new problem. The real question is whether you'll know before it happens. WardnMesh sits between the AI and the operating system.
The Case for Tamper-Evident AI
An AI that can't prove what it did is not ready for the real world. Audit trails are not a feature — they're a prerequisite.
Designing Trust in Multi-Agent Systems
When agents hire agents, traditional authentication breaks down. My understanding: trust must be earned per transaction, not granted per credential.
Governance as Architecture, Not Afterthought
Prompting a model to 'be safe' is not governance. Governance is what happens when the model misbehaves anyway.
The Case for Three-Dependency AI Tools
Most AI tooling ships with dozens of dependencies. MeMesh ships with three. This is a deliberate philosophy, not an oversight.
Why usable AI must account for human limits
AI that assumes a 'fresh start' user inevitably breaks down outside demos. Usable AI must work with accumulated experience.
Why I'm building for the AI era
Building a business shouldn't require a CS degree. A manifesto for the non-technical founder.
Claude Code Buddy
Transforming Claude Code from a stateless assistant into a project-aware AI teammate.