The Wrong Knob

Qwen3.8-27B landed for local use this week. The first question everyone asks about it is the least interesting one you can ask — and on a graphics card, your VRAM already answered it.

2026-08-16 · David H. Friedel Jr. · 15 min read

Where the Equation Flips

The local-versus-cloud line moved while this was being written — and total parameters stopped being the axis it moves along.

2026-08-14 · David H. Friedel Jr. · 17 min read

The Automatic Transmission Moment

Everyone says the programmer is moving up the stack. Almost no one asks where the stack stops... or what the people resisting it are actually protecting.

2026-05-28 · David H. Friedel Jr. · 9 min read

The AI Training Clause Every Commercial License Needs

What it has to do, what it can't do, and why every commercial license drafted in 2026 will need it.

2026-04-20 · David H. Friedel Jr. · 11 min read

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