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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.

Strong OpinionsAI CodingClaude CodeDeveloper ToolsArchitecturePerformance1 min read · Jul 28, 2026

Token-Compression Skills Do Not Survive Measurement

Token compression skills report savings the invoice never shows. Cache reads carry 87 percent of an agent bill, and cutting tokens can push the cost up.

Meta AnalysisAI CodingClaude CodePerformanceDeveloper ToolsCaching1 min read · Jul 28, 2026

Vercel's scriptc Compiles TypeScript to Native Binaries Without a Runtime

scriptc compiles TypeScript to 200KB native binaries with no JavaScript engine. What works, what falls back to quickjs-ng, and what npm deps mean for you.

Meta AnalysisTypeScriptVercelDeveloper ToolsPerformanceCLIComparison1 min read · Jul 28, 2026

How claude skills were meant to be made (by hand)

Hand-written claude code skills outperform generated ones because they carry only the delta the model needs. Drop the bloat and survive every model upgrade.

Strong OpinionsClaude CodeAI CodingDeveloper ToolsProductivity1 min read · Jul 26, 2026

Every Model Release Ages Your Skills

Claude Code ignoring CLAUDE.md is often an aged file, not a model bug. See which instructions a release expires, and which lines to delete on day one.

Meta AnalysisClaude CodeAI CodingDeveloper ToolsProductivityAutomation1 min read · Jul 25, 2026

Perplexity Isn't Shutting Down. Its Citation Corpus Might Shrink

No, Perplexity is not down. The lawsuits threaten which sources it can read, so plan for a thinner citation set inside a healthy 200, and detect it in code.

Meta AnalysisAI CodingAPI DesignMonitoringObservabilityTypeScriptDeveloper Tools1 min read · Jul 25, 2026

What Opus 5's Novel-Level Reasoning Benchmark Actually Means

Opus 5 novel reasoning rests on one number, 30.2% on ARC-AGI-3, and it scores action efficiency, not problems solved. Here are the four config lines to change.

Meta AnalysisAI CodingClaude CodeMLComparisonDeveloper Tools1 min read · Jul 25, 2026

7 Free Ways to Stop ChatGPT From Eating Your CPU, RAM, and Disk

Fix ChatGPT performance without spending a cent: diagnose high CPU, reduce RAM-heavy threads, stop disk churn, trim Git load, and disable unused MCP servers.

Sharper ToolsAI CodingPerformanceProductivityDeveloper Tools1 min read · Jul 24, 2026

When Notion Becomes Too Much and Obsidian Not Enough

Notion vs Obsidian: identify whether workspace friction stems from tool fit, collaboration needs, or governance before you invest in a costly migration plan.

Worth UsingComparisonProductivityDeveloper Tools1 min read · Jul 24, 2026