Tokens

5 articles about tokens.

100M Tokens Tracked: 99.4% Were Input and Parallel Agents Make It Worse

·2 min read

After tracking 100M tokens, 99.4% were input tokens. Running parallel Claude Code agents multiplies the input cost problem. Here is how CLAUDE.md scoping helps.

tokensapi-costsparallel-agentsclaude-codeclaude-mdoptimization

Browser Automation: Accessibility Snapshots vs Screenshots - Saving Tokens by Skipping Pixels

·2 min read

Switching from screenshots to accessibility snapshots for browser automation saved us massive token costs. Here is why structured data beats pixel analysis for AI agents.

browser-automationaccessibilitytokensoptimizationplaywright

Embeddings vs Tokens - How AI Agent Memory Actually Works

·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 for Opus - More Context Makes the Model Lazier

·3 min read

The 1M token context window is a double-edged sword. You can fit more information, but the model gets lazier and less precise the more context it has to process.

opuscontext-windowclaude-codeai-codingtokensproductivity

Opus Token Burn Rate - Watching It Write, Delete, and Rewrite 200-Line Functions

·3 min read

Opus does not just burn tokens - it vaporizes them. The write-delete-rewrite cycle where Opus creates 200 lines, decides it does not like them, and starts over.

opustokensclaude-codeai-codingcostllm

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