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Reduce LLM Cost for Catalog: Compare Small Models to Summarize, Classify, and Extract JSON

Short answer: the best way to reduce LLM cost for a product catalog is to measure cost per accepted record, then route each job by difficulty. Count…

pythonllmcostcontrol
Dev.to Aug 20, 2026, 15:33 UTC
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Running many agents on 2.16: the output-economy suite, safer summaries, and a lifecycle you can hold still

The 2.16 line is the first one where the interesting question stopped being "can it run four agents" and became "can I run forty and still read the…

multiagentorchestrationreleasecostcontroloutputeconomy
Dev.to Jul 16, 2026, 12:00 UTC
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Microsoft Told Engineers to Ease Off Claude Code

The memo that should change how you think about AI coding agents Last week reporters surfaced an internal story from Microsoft: engineering manageme…

aiagentscostcontrolclaudecodeagentguard
Dev.to May 28, 2026, 14:45 UTC
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Enterprise AI just shifted: Claude +128%, OpenAI -8%. What it means if you're building.

SaaStr published Q2 enterprise AI usage numbers this week. The shape: Claude: +128% Gemini: +48% OpenAI: -8% Grok: rounding error That is the cleane…

aiagentsmodelroutingcostcontrolagentguard
Dev.to May 15, 2026, 14:45 UTC

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