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

When Intelligence Stops Going Vertical, And Spreads Horizontally

Why the next frontier of AI is not a bigger model, but a shared grammar for agents to reason, disagree, and learn together.

2026-05-31 · David H. Friedel Jr. · 8 min read

The Honor System Does Not Scale

Agent coordination is not a trust problem you can solve with better prompts. It is a trust infrastructure problem — here is how we do it.

2026-04-26 · David H. Friedel Jr. · 10 min read

Legibility Is Not Enough

Being findable by machines was the easy part.

2026-04-25 · David H. Friedel Jr. · 9 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 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