Tokens

4 articles about tokens.

Claude Pro vs API Cost Comparison: Actual Numbers, Breakeven Math, and When to Switch

April 7, 2026·14 min read

Detailed cost comparison of Claude Pro subscription ($20/mo) vs API pay-per-token pricing. Includes breakeven calculations, token math, and real usage scenarios.

claudepricingapicost-comparisonclaude-protokens

The Sanitization Tax

March 18, 2026·2 min read

Raw accessibility tree data is messy but information-rich. The tradeoff between sanitizing it for cleanliness and keeping tokens low is harder than it looks.

accessibility-treesanitizationtokensdesktop-agentoptimization

Embeddings vs Tokens - How AI Agent Memory Actually Works

March 17, 2026·2 min read

Embeddings aren't tokens. They're dense vector representations that capture semantic meaning and power similarity search for AI agent memory retrieval.

embeddingstokensagent-memoryvector-searchai-fundamentals

The 1M Context Trap: Why More Context Makes Claude Lazier

March 17, 2026·6 min read

Research on 18 frontier models confirms every one degrades with more context. The 'lost-in-the-middle' effect causes 30%+ accuracy drops. The counterintuitive fix: use less context, not more.

Tokens

Claude Pro vs API Cost Comparison: Actual Numbers, Breakeven Math, and When to Switch

The Sanitization Tax

Embeddings vs Tokens - How AI Agent Memory Actually Works

The 1M Context Trap: Why More Context Makes Claude Lazier

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Tokens

Claude Pro vs API Cost Comparison: Actual Numbers, Breakeven Math, and When to Switch

The Sanitization Tax

Embeddings vs Tokens - How AI Agent Memory Actually Works

The 1M Context Trap: Why More Context Makes Claude Lazier

Browse by Topic

Comments (••)

Comments ()