That normalization step mattered a lot more than I expected. If the shadows are too strong,
Image: Parker Hall
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#3. Model updates are almost a free lunchJust the last ~6 months, the upgrade from OpenAI GPT-4.1 to GPT-5.1 (let’s not mention the dreadful GPT-5) was night and day: better answers, more reliable tool calls, faster responses, less processing errors, better schema output. You can see similar patterns for the Opus 4.5 to Opus 4.6 and the Gemini upgrades.
Фото: CatwalkPhotos / Shutterstock / Fotodom
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