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Architecture

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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.

OpinionMLTrend CommentaryMobileSecurityArchitecture1 min read · Jul 28, 2026

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.

OpinionMCPAPI DesignArchitectureServerlessEdge Computing1 min read · Jul 28, 2026

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.

OpinionAI CodingClaude CodeDeveloper ToolsArchitecturePerformance1 min read · Jul 28, 2026

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.

Meta AnalysisClaude CodeAI CodingDeveloper ToolsAutomationArchitecture1 min read · Jul 23, 2026

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.

OpinionAI CodingDeveloper ToolsTrend CommentaryTestingArchitecture1 min read · Apr 11, 2026