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Cost Optimization

118 summarised stories about Cost Optimization, each linking back to the original source. Browse all topics →

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Monday, 20 July 2026

A Practical Guide to Reducing Token Spend

adamhjk.com 2 months ago 30

A developer shows how to reduce AI token costs by replacing skills-based agent workflows with swamp workflows, cutting token usage 8x and runtime in half for a code review task. The Garfield code review skill used 4.5 million tokens across 23 sub-agents in 12 minutes, while the swamp version used 500 thousand tokens across 3 agents in 6.5 minutes. By moving coordination logic into deterministic code and using LLMs only where their intelligence adds value, developers can build more efficient agent systems.

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