Reasoning effort: high. Has GPT-5 finally learned to think?


GPT-5’s new “reasoning_effort: high” model promises smarter, more reliable AI capable of handling complex tasks – potentially transforming industries and user experiences alike.

If you had to give a sweet spot and a pain point for ChatGPT so far, what would you choose?

For me, I’d give kudos to its crate-digging abilities in recommending leftfield music or bringing some unorthodox recipes to the dinner table.

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The thing that bugs me the most is definitely its tendency to out-talk – sputtering out weird flattery and excuses, especially when it’s accused of cutting corners.

But perhaps my grievances are about to change, especially after a GPT reasoning leak surfaced on July 19th.

Deep thinking comes next

A lead engineer, Tibor Blaho, posted on X internal references to a model called “gpt-5-reasoning-alpha-2025-07-13,” with the timestamp suggesting a finalized build.

Tellingly, the code says "reasoning_effort: high" – strongly implying OpenAI is pushing for deeper, more structured cognitive output.

This is the most concrete signal yet that GPT-5’s public debut is imminent, possibly within weeks.

The leak aligns with past OpenAI behavior – model names often surface just ahead of official releases.

For example, gpt-4-turbo was first spotted in API logs before its Dev Day unveiling, and gpt-3.5-turbo-instruct appeared in playgrounds prior to formal rollout.

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From blurting to planning

For the uninitiated, this points to a shift: GPT-5 may be less about speed or verbosity – and more about deliberation.

It could handle complex, layered tasks better – like “plan a weekend trip and fit it into my budget.”

Critically, it might reduce hallucinations by forcing the model to reason its way through prompts, instead of defaulting to confident guessing.

While ChatGPT isn’t as controversy-prone as Grok, I’ve still found it frustrating when it floods me with embellished or invented details.

An intern talking too much, with a sticker saying "shut up" on his mouth.
Image from ChatGPT

Once it told me I’d planned holidays I never even thought of, I mean I’d love to bound my way through Mongolia, but I haven’t conceived the idea yet!

If your AI acted more like a chess player than a parrot, imagine the real-world potential – legal drafting, medical research, even therapy that doesn’t just serve up confirmation bias on demand.

A bit like some people really, sometimes it’s best just to zip it and get things done.

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