{"slug": "thinking-tokens-are-not-free-most-pipelines-treat-them-like-they-are", "title": "Thinking Tokens Are Not Free. Most Pipelines Treat Them Like They Are.", "summary": "Agentic pipelines using advanced reasoning models like OpenAI GPT-5.x, Claude Opus/Sonnet 4.x, and Gemini 3/2.5 incur hidden costs from thinking tokens, which most pipelines fail to account for, leading to unexpected expenses and inefficiencies.", "body_md": "The hidden ops problem inside agentic pipelines using OpenAI GPT-5.x and o-series, Claude Opus/Sonnet 4.x, Gemini 3/2.5 reasoning models…\nContinue reading on Towards AI »", "url": "https://wpnews.pro/news/thinking-tokens-are-not-free-most-pipelines-treat-them-like-they-are", "canonical_source": "https://pub.towardsai.net/thinking-tokens-are-not-free-most-pipelines-treat-them-like-they-are-846708fdcef1?source=rss----98111c9905da---4", "published_at": "2026-06-21 18:31:00+00:00", "updated_at": "2026-06-21 18:40:33.438914+00:00", "lang": "en", "topics": ["large-language-models", "ai-agents", "ai-infrastructure"], "entities": ["OpenAI", "GPT-5", "Claude", "Gemini", "Towards AI"], "alternates": {"html": "https://wpnews.pro/news/thinking-tokens-are-not-free-most-pipelines-treat-them-like-they-are", "markdown": "https://wpnews.pro/news/thinking-tokens-are-not-free-most-pipelines-treat-them-like-they-are.md", "text": "https://wpnews.pro/news/thinking-tokens-are-not-free-most-pipelines-treat-them-like-they-are.txt", "jsonld": "https://wpnews.pro/news/thinking-tokens-are-not-free-most-pipelines-treat-them-like-they-are.jsonld"}}