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Prompting GPT-5 is different. In the examples below, optimized prompts: • Cut runtime by 1s • Dropped memory use 3,626 KB → 577 KB • Boosted code quality • Improved robustness (0.32→0.54) • Increased context grounding (0.80→0.95) We built a prompt migrator + optimizer so you don’t need to...

269,370 Aufrufe • vor 1 Jahr •via X (Twitter)

36 Kommentare

Profilbild von edwin
edwinvor 1 Jahr

You can learn more about it here:

Profilbild von Kevin Kern
Kevin Kernvor 1 Jahr

Ah really cool. Here is the link (had to look for it a bit):

Profilbild von edwin
edwinvor 1 Jahr

ah yeah that's the direct link to the optimizer tool was pointing ppl to the article our nice intern @CorwinCheung_ wrote :)

Profilbild von Kevin Kern
Kevin Kernvor 1 Jahr

@CorwinCheung_ Thanks for the article too @CorwinCheung_ !

Profilbild von Nick
Nickvor 1 Jahr

I switched from Claude Opus 4 (Claude Code) to GPT-5 in Cursor across two big repos. Cheaper and strong, but… it behaves differently - it’s a strict pair programmer, not an autopilot. How to prompt GPT-5 for coding: 1. Start with context and goal - what file/area and the exact outcome you want. 2. For any design decisions, it should stop and get the user’s buy-in: describe the problem → give a few ways to solve it → recommend 1 option. 3. Ask what’s unclear before it starts; have it restate the plan in 2–3 lines. 4. Prefer the smallest reversible changes; no broad refactors unless you approve. 5. Ask for solid evidence before and after changes — run the code/tests and share results, no speculation.

Profilbild von Keeves
Keevesvor 1 Jahr

Would be cool to embed this in ChatGPT

Profilbild von Kol Tregaskes
Kol Tregaskesvor 1 Jahr

Edwin, the link seems to link to the page itself, so it goes nowhere?:

Profilbild von edwin
edwinvor 1 Jahr

whoops, thanks for flagging that should point to cc @CorwinCheung_

Profilbild von Kol Tregaskes
Kol Tregaskesvor 1 Jahr

@CorwinCheung_ No worries, thanks Edwin. :-)

Profilbild von Nico
Nicovor 1 Jahr

Can Plus members use this without an API key like in Codex?

Profilbild von edwin
edwinvor 1 Jahr

available for free in the API dashboard

Profilbild von Nico
Nicovor 1 Jahr

Awesome thanks!!

Profilbild von Jeff Coggshall
Jeff Coggshallvor 1 Jahr

where can we find the prompts that the prompt optimizer uses?

Profilbild von tadpole
tadpolevor 1 Jahr

I’ve been generating my own meta prompts from the prompt guides/prompt engineering pages OpenAI has, this makes it… a lot easier. Any chance you can share the system prompt doing the optimizing?

Profilbild von BLK4 .R̸O̵B̸E̵R̸T̴.
BLK4 .R̸O̵B̸E̵R̸T̴.vor 1 Jahr

It will be nice to add this as an option to chat like an optimizer prompt .

Profilbild von Miguel Parente
Miguel Parentevor 1 Jahr

I’m finding that GPT‑5’s initial prompt‑refinement questions are noticeably worst (dumber) than o3’s. I have some examples if u want

Profilbild von Robert Youssef
Robert Youssefvor 1 Jahr

nice work with the optimizer. really helps cut down the guesswork for prompts. how’s it handling more complex scenarios?

Profilbild von Ole-Kristian Hagen
Ole-Kristian Hagenvor 1 Jahr

This should be an integrated part of the ChatGPT UI! Maybe just a check box by the query input field.

Profilbild von 猫叔 Uncle Cat
猫叔 Uncle Catvor 1 Jahr

You can now directly use this template in your GPT-5 environment, and it will generate verb-driven, executable prompts with a structured validation and scoring process:# VADPS 2.0 Prompt Template **Task Description** Generate high-quality prompts, ensuring they are verb-driven, structurally clear, executable, and aligned with GPT-5's operation style. **Execution Steps:** 1. **Analyze** the task goals, output requirements, constraints, and target audience. 2. **Decompose** the task into executable sub-steps and arrange them in sequence. 3. **Refine** by replacing vague descriptions with measurable standards, and merging redundant or overlapping instructions. 4. **Assemble** a complete prompt, embedding execution techniques, structured requirements, and placeholder examples. 5. **Validate & Score**: - Check if each step is verb-driven. - Ensure reasoning is separated from conclusions. - Ensure all task goals and constraints are covered. - Scoring: Structural Integrity, Verb-Drivenness, Executability, Clarity, Constraint Adherence (each scored 0-10, with weighted total score). 6. **Agentic Enhancement**: Leverage GPT-5's tool invocation and long-context capabilities to ensure consistent reasoning across steps. **Output Format:** - Prompt text, containing a verb-driven instruction chain. - Scoring report, including scores for each dimension, total score, defect list, and improvement suggestions. - If tool invocation or coding tasks are involved, include relevant API/tool invocation instructions. --- ## Usage Steps: 1. **Copy and paste** the template above into your GPT-5 environment. 2. **Input task details**: Specify your target scenario, format requirements, and constraints. 3. Follow the system instructions to generate and score the prompt. 4. **Receive the output**: Includes the prompt text, scoring report, and defect correction suggestions. ---

Profilbild von Trey Griffin
Trey Griffinvor 1 Jahr

It would be great if the optimizer were available via API so we could automatically call it to optimize our prompts. Any chance that will happen? :)

Profilbild von Uday Chandra
Uday Chandravor 1 Jahr

A small prompt change can cause a downstream process to fail. This highlights a deeper truth: prompt mgmt, evals, and tracing are must haves.

Profilbild von graves
gravesvor 1 Jahr

it can just be built into the cot of GPT5

Profilbild von Himanshu Kumar
Himanshu Kumarvor 1 Jahr

Interesting. Efficiency and quality seem to be significantly impacted by prompt optimization. This suggests prompts are key to unlocking model potential.

Profilbild von The Dogman
The Dogmanvor 1 Jahr

it's not good at really complex prompts xP the optimizer hasn't managed to finish optimizing a single prompt i tried. by the time it finishes "fixing it" i keep getting "error: failed to optimize"

Profilbild von chainoflack
chainoflackvor 1 Jahr

I thought GPT-5 was supposed to make everyday tasks easier for the average person, but I'm experiencing the complete opposite. Guess I'll need to create a different prompt for every task I do in ChatGPT, so exhausting...

Profilbild von Piotr Rogowski
Piotr Rogowskivor 1 Jahr

Well. I tried it and it added to my prompt: "Set reasoning_effort = medium, balancing depth and clarity for each question." I don't think this is supposed to be included in the prompt itself

Profilbild von mozai
mozaivor 1 Jahr

Awesome! Thx

Profilbild von AI/ML API
AI/ML APIvor 1 Jahr

OpenAI is going into optimization mode

Profilbild von Romuald DARIOT
Romuald DARIOTvor 1 Jahr

Interested

Profilbild von mozai
mozaivor 1 Jahr

Curious, y’all putting this in the chatgpt or codex UX? Kinda dope!

Profilbild von Daniel Felix
Daniel Felixvor 1 Jahr

This is cool but I didn’t realized OpenAI already released benchmarks for measuring memory use, robustness score and context grounding. Are all these marketing language? If not then how are you accurately measuring them?

Profilbild von Shalom Mann
Shalom Mannvor 1 Jahr

Every time I give it a question I have to write (no suggestions) so it talks about what I gave it instead of writing a bunch of garbage

Profilbild von Alex Veremeyenko
Alex Veremeyenkovor 1 Jahr

this is powerful, sounds like a game changer for optimizing workflows. that efficiency boost is what we need to focus on

Profilbild von Alessandro
Alessandrovor 1 Jahr

I do not understand one thing. Given you are already routing in auto, why not enable a toggle or whatever for prompt optimisation directly in ChatGPT interface? I started learning differences and improving my prompting, but it should be smoother for the common users.

Profilbild von Mouad
Mouadvor 1 Jahr

Check that @fahdmaatoug9

Profilbild von Moritz Brandes
Moritz Brandesvor 1 Jahr

is this available as an API? Would be handy to integrate it into tooling, so that we can finally enjoy the GPT-5 perks 👀

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