I Built a Desktop App to Manage What Claude Code Leaves Behind

Claude Toolkit: artifact discovery, security scanning, permissions management, and settings repair for Claude Code power users.

2026-04-07 · David H. Friedel Jr. · 9 min read

Claude Code Has a Hygiene Problem Nobody's Talking About

The configuration sprawl nobody's managing is the technical debt of AI-assisted development.

2026-04-06 · David H. Friedel Jr. · 6 min read

Hybrid Search at 60 Million Documents

When Neither Keywords Nor Vectors Are Enough

2026-04-03 · David H. Friedel Jr. · 12 min read

Embedding 60 Million Documents

What Nobody Tells You About Vector Search at Scale

2026-04-01 · David H. Friedel Jr. · 12 min read

Why MCP Needs a Manifest: Solving the Configuration Chaos

From manual JSON copy-pasting to one-click installation, how mcp-manifest.json brings autodiscovery to the MCP ecosystem.

2026-03-30 · David H. Friedel Jr. · 10 min read

What Export Controls Actually Accelerated

The policy designed to constrain China's AI capability may be accelerating the form of efficiency that matters most.

2026-03-29 · David H. Friedel Jr. · 7 min read

What 10 Million Documents Will Teach You the Hard Way

10 principles that seem optional at 10,000 documents and become mandatory at 10 million.

2026-03-29 · David H. Friedel Jr. · 10 min read

We May Be Scaling the Wrong Layer of AI

The market sees one kind of efficiency coming. There are two and they don't arrive on the same timeline.

2026-03-25 · David H. Friedel Jr. · 5 min read

Move Up the Stack

The cost of writing software is collapsing.

2026-03-22 · David H. Friedel Jr. · 6 min read