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Apple AI Strategy Traded The Frontier For Distribution
Apple AI strategy now rents a frontier model from Google. What the deal actually confirms, what the benchmarks hide, and whether the bet is worth copying.

Every Stateless MCP Server Rebuilds State Somewhere
A stateless MCP server never deletes its state, it just relocates it. The measured wire cost, the three places it lands, and how to pick one of them on purpose.

Why expensive models make terrible execution subagents
Subagent model selection has one costly default. Reasoning models obey their own traces 15.6% of the time, so here is where to pin model and effort.

6 Critics Grade My Post, Then Fix the Skill That Wrote It
Six critics grade the draft, then patch the SKILL.md that wrote it. The merge code, verdict ladder, and guardrails behind a self-improving Claude Code skill.

I Audited 8 Months of AI-Generated Code. Here's What Nobody Talks About.
After auditing 8 months of AI-generated commits across 3 projects, the problems aren't bugs. They're patterns no linter or test suite catches: copy-paste architecture, false confidence, and tautological tests.