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    <guid>https://www.thepromptera.com/blog/en/2026-06-01-fine-tuning-vs-prompt-engineering</guid>
    <title>Fine-Tuning vs Prompt Engineering: Which One You Need</title>
    <link>https://www.thepromptera.com/blog/en/2026-06-01-fine-tuning-vs-prompt-engineering</link>
    <description>Fine-tuning vs prompt engineering: know when each approach pays off and when it just adds cost and complexity to your AI stack.</description>
    <pubDate>Mon, 01 Jun 2026 12:00:00 GMT</pubDate>
    <author>joaovictor.cidade@gmail.com (João Schuller)</author>
    <category>prompt-engineering</category><category>fine-tuning</category><category>llm</category>
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    <guid>https://www.thepromptera.com/blog/en/2026-08-17-chain-of-thought-prompting-when-it-helps</guid>
    <title>Chain-of-Thought Prompting: When It Helps and When It Wastes Tokens</title>
    <link>https://www.thepromptera.com/blog/en/2026-08-17-chain-of-thought-prompting-when-it-helps</link>
    <description>Chain-of-thought prompting genuinely helps on math and symbolic reasoning, but a 2025 meta-analysis shows it often produces verbose rationalization elsewhere. Here is how to decide before paying 3-5x in tokens.</description>
    <pubDate>Mon, 17 Aug 2026 12:00:00 GMT</pubDate>
    <author>joaovictor.cidade@gmail.com (João Schuller)</author>
    <category>prompt-engineering</category><category>chain-of-thought</category><category>llm</category><category>token-optimization</category><category>claude</category>
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    <guid>https://www.thepromptera.com/blog/pt/2026-06-01-fine-tuning-vs-prompt-engineering</guid>
    <title>Fine-Tuning vs Prompt Engineering: o que você precisa</title>
    <link>https://www.thepromptera.com/blog/pt/2026-06-01-fine-tuning-vs-prompt-engineering</link>
    <description>Fine-tuning vs prompt engineering: quando cada abordagem vale o custo e quando só adiciona complexidade desnecessária ao seu stack de IA.</description>
    <pubDate>Mon, 01 Jun 2026 12:00:00 GMT</pubDate>
    <author>joaovictor.cidade@gmail.com (João Schuller)</author>
    <category>prompt-engineering</category><category>fine-tuning</category><category>llm</category>
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    <guid>https://www.thepromptera.com/blog/pt/2026-08-17-chain-of-thought-prompting-when-it-helps</guid>
    <title>Chain-of-thought prompting: quando ajuda e quando desperdiça tokens</title>
    <link>https://www.thepromptera.com/blog/pt/2026-08-17-chain-of-thought-prompting-when-it-helps</link>
    <description>Chain-of-thought prompting ajuda de verdade em matemática e raciocínio simbólico, mas uma meta-análise de 2025 mostra que em outros contextos frequentemente só gera texto a mais. Como decidir antes de pagar 3 a 5x mais em tokens.</description>
    <pubDate>Mon, 17 Aug 2026 12:00:00 GMT</pubDate>
    <author>joaovictor.cidade@gmail.com (João Schuller)</author>
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