GENERATIVE AI

Prompt Engineering is Dead, Specs Are Alive: Prompts Become Reusable, Trainable, Reliable

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31 July 2025 15h39

10/ So yes.. prompt engineering is dead. But specs are very much alive. And when treated right, prompts become specs. They become:
• Reusable
• Trainable
• Reliable That’s where our prompts come in.

Using spec to fix GPT-4o sycophancy bug as trust anchor

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31 July 2025 15h39

7/ When GPT-4o showed excessive “sycophancy,” they used the spec to: • Identify it as a bug
• Roll back changes
• Clarify values
• Guide model updates The spec became a trust anchor.

OpenAI’s Model Spec: A Plain English Markdown Document for Alignment

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31 July 2025 15h39

6/ OpenAI's solution? The Model Spec. A markdown doc:
• Written in plain English
• Versioned
• Open to policy, legal, safety teams
• Used to align both humans and AI It’s now central to how they build.

Deleting AI prompts is like deleting source code

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31 July 2025 15h39

5/ Think about how we use AI today: Prompt → Model → Output We keep the code. But delete the prompt. That’s like deleting your source file and versioning the compiled binary. Insane, right?

Prompt Engineering is dead, something more powerful is replacing it, revolutionizing AI.

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31 July 2025 15h38

Prompt engineering is dead. But there's something far more powerful taking its place. And it's changing how we build, align, and scale AI.. forever. Follow the :

→ View original post on X — @sumanth_077

Interactive Website to Learn How LLMs Work Internally

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@sumanth_077

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31 July 2025 15h29

Learn how LLMs work under the hood!

This is the best interactive website to learn how LLMs work.

It combines clear, step-by-step explanations with dynamic 3D visualizations for an intuitive learning experience. pic.twitter.com/Gv785PgZlC
— Sumanth (@Sumanth_077) 31 juillet 2025

Learn how LLMs work under the hood! This is the best interactive website to learn how LLMs work. It combines clear, step-by-step explanations with dynamic 3D visualizations for an intuitive learning experience.