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llm api

Artificial Intelligence tutorial - IT technology blog
Posted inAI

Optimizing LLM API Costs: Prompt Caching, Batching, and Eliminating Unnecessary Tokens

Posted by By admin March 7, 2026
Skyrocketing LLM API bills usually come down to 3 causes: repeated system prompts, piecemeal requests, and wasted tokens in prompts. This article covers 3 practical techniques — prompt caching, batch processing, and prompt compression — to cut costs by 50–80%, with concrete Python code examples.
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Artificial Intelligence tutorial - IT technology blog
Posted inAI

AI Model Comparison 2026: GPT-5.2, Claude Opus 4.6 / Sonnet 4.6, and Gemini 3.1 Pro — Which One Should You Choose?

Posted by By admin March 3, 2026
A hands-on developer comparison of GPT-5.2, Claude Opus 4.6/Sonnet 4.6, and Gemini 3.1 Pro: each model's strengths, API call code examples, and how to route tasks to optimize costs.
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