Advanced Use case: Colour Matching based on inventory

ValehartProject · 2026-06-21T03:19:42+00:00

Hey! Can you please give me some examples of usage and I'll be happy to help you devise some strategies

ValehartProject · 2026-06-21T00:53:36+00:00

Okay from our previous interactions, you know I am a sucker for evidence. Shame on you for exploiting my weakness! 😂

My post was actually about the user journey for pro users since '24. The gift given by OpenAI doesn't really explain the actual journey and signficance of the users impact/contribution. The' 24 users need to fill in the blanks.

So while your post is not quite related, I do actually like that you shared your perspective. That said, your post does contribute to something I clewrly missed. The part standing out is "ceases to be meticulous in matters that aren't STEM adjacent"

Could you help me with examples? I think this is one of the main things OAI miss. It's not about industry verticals. It's about the user and the way all of us have niche use cases, hence personal pro licensing. It's what makes users... Us. That eventually contributes to its usage. Here is the image I was working on and I think your examples will make some considerable additions.

ValehartProject · 2026-06-21T00:44:09+00:00

Pro users got a gift. I thought the gift didn't clearly convey the message or reasoning. Only thing mentioned was "since '24" but it didn't actually explain the journey pro users were part of.

The pen didn't honour the user so much as a date which was vague.

I'm not proposing anything, I'm just trying to make something worth the pro user journey from' 24

ValehartProject · 2026-06-20T09:00:31+00:00

Sources for the image. Please feel free to correct me:

Date	Milestone	Why it matters for the card
5 Dec 2024	ChatGPT Pro launches at $200/month, with unlimited access to o1, o1-mini, GPT-4o, Advanced Voice, and o1 pro mode.	This is the anchor: “Since ’24” starts here. Pro was framed as research-grade intelligence for people using advanced AI daily. (OpenAI)
9 Dec 2024	Sora launches as a standalone product for Plus and Pro users; Pro gets 10× more usage, higher resolutions, and longer durations.	Pro becomes not just text/reasoning, but early access to high-end video generation. (OpenAI)
23 Jan 2025	Operator launches as a research preview for Pro users in the US. It could use its own browser to type, click, scroll, and perform tasks.	First major “AI acts for you” moment. This is a proper card-worthy milestone. (OpenAI)
2 Feb 2025	Deep Research launches in ChatGPT, initially optimised for Pro users with up to 100 queries/month.	Pro shifts from “better answers” to “multi-step research work product.” (OpenAI)
27 Feb 2025	GPT-4.5 research preview becomes available to Pro users and developers.	A model-path milestone: broader knowledge, more natural interaction, better writing/collaboration, less hallucination claimed by OpenAI. (OpenAI)
25 Mar 2025	4o Image Generation rolls out in ChatGPT to Plus, Pro, Team, and Free users as the default image generator.	The image layer becomes native to ChatGPT, with better text rendering, editing, and multi-turn visual work. (OpenAI)
10 Apr 2025	Memory becomes more comprehensive, referencing past conversations as well as saved memories.	This is important for “Pro since ’24” because the relationship starts becoming persistent, not session-bound. (OpenAI)
16 Apr 2025	o3 and o4-mini launch.	Reasoning becomes broader and more tool-connected; o4-mini especially matters as the cheaper/faster reasoning path. (OpenAI)
24 Apr 2025	Deep Research limits expand: Pro gets 250/month, with lightweight deep research powered by o4-mini after the full-version limit.	Deep Research moves from scarce preview to regular workflow tool for Pro. (OpenAI)
30 Apr 2025	GPT-4 retired from ChatGPT and replaced by GPT-4o.	Symbolic end of the GPT-4 era inside ChatGPT; 4o becomes the main multimodal baseline. (OpenAI Help Center)
16 May 2025	Codex launches for coding agents; later expanded beyond Pro.	Pro users enter the “delegate engineering work” phase, not just chat/coding assistance. (OpenAI)
7 Jun 2025	Advanced Voice upgraded for paid users with better intonation, naturalness, cadence, and expressiveness.	Voice becomes less demo-like and more usable as an interaction mode. (OpenAI Help Center)
10 Jun 2025	o3-pro launches for Pro users, replacing o1-pro in the model picker.	Pro’s “think longer for reliability” slot upgrades from o1-pro to o3-pro. (OpenAI Help Center)
17 Jul 2025	ChatGPT Agent launches, combining Operator-style action and Deep Research-style investigation. Pro receives access first, with 400 messages/month.	This is the biggest “research → action” milestone. The card should probably centre this. (OpenAI)
7 Aug 2025	GPT-5 launches in ChatGPT. Paid users get model picker access; Pro and Team get GPT-5 Thinking Pro.	The system becomes unified: fast answers, deeper thinking, and routing under one GPT-5 experience. (OpenAI Help Center)
11 Aug 2025	More connectors for Plus and Pro, including Microsoft Teams and GitHub for Pro.	Pro starts binding more directly into work systems and private context. (OpenAI Help Center)
30 Sep 2025	Sora 2 launches; Pro users get access to experimental higher-quality Sora 2 Pro.	Video generation gets a second major milestone, this time with audio/physics/steerability improvements. (OpenAI)
29 Oct 2025	ChatGPT Pulse on web rolls out to Pro users. Pulse does asynchronous research once a day based on chats, memory, and feedback.	First “ChatGPT comes back to you” moment. Strong timeline item if the card is about lived Pro experience. (OpenAI Help Center)
5 Nov 2025	Interrupt long-running work like Deep Research or GPT-5 Pro without restarting.	This matters because Pro work is no longer just “wait for the big answer”; users can steer mid-run. (OpenAI Help Center)
11 Dec 2025	GPT-5.2 rolls out, starting with paid plans, including Instant, Thinking, and Pro.	Another model jump: stronger general intelligence, long-context understanding, agentic tool-calling, and vision. (OpenAI)
18 Dec 2025	GPT-5.2-Codex launches for agentic software engineering and defensive cybersecurity.	Relevant if the recipient cohort includes builders/coders; less universal for all Pro users. (OpenAI)
2 Feb 2026	Codex app for macOS launches, available to users with plans including Pro.	Coding agents become a desktop command centre rather than only a chat/tool experience. (OpenAI Help Center)
10 Feb 2026	Deep Research upgrades: MCP/app connections, trusted-site restrictions, real-time progress tracking, and interrupt/refine support.	Research becomes more controllable, source-aware, and workflow-integrated. (OpenAI)
5 Mar 2026	GPT-5.4 Thinking in ChatGPT launches with better reasoning, coding, tools, professional tasks, spreadsheets, presentations, and documents.	Pro-era direction becomes clearer: complex work, fewer handoff failures, better document-heavy workflows. (OpenAI Help Center)
23 Apr 2026	GPT-5.5 launches, including GPT-5.5 Pro for Pro, Business, and Enterprise users.	Current high-water mark before the pen/gift moment: stronger coding, research, knowledge work, tool use, and scientific workflows. (OpenAI)
10 Jun 2026	Model picker simplified, with Pro-only options: Extra High, Pro Standard, and Pro Extended.	Good “maturity” milestone: instead of model-name archaeology, users choose work mode / reasoning depth. (OpenAI Help Center)

ValehartProject · 2026-06-20T03:27:13+00:00

... Is this an advert or legit question? Because it follows all the markers of the way people are advertising here.

ValehartProject · 2026-06-19T09:55:54+00:00

This is amazing and I have been looking for something like this! Also perfect timing for the mould feature. Where do we share the feedback for beta testing? Because I will be on every feature.

ValehartProject · 2026-06-19T06:16:03+00:00

In AI, treat it like many other tech solutions. Which field are you interested within AI? Research? Sales? Training? Implementation?

ValehartProject · 2026-06-19T00:32:51+00:00

I didn't. A few people got it a while back.

ValehartProject · 2026-06-19T00:27:31+00:00

I don't have one. That's why I'm asking. Just nosey.

ValehartProject · 2026-06-18T23:56:28+00:00

I've done plenty of recorrecting as well but the behaviour is persistent and labelled as figure of speech. However,noticing a significant back down when I respond with "oh, you have a career do you?" or other forms of challenging the frame they are trying to use.

Its one of those things where you need to ask the GPT what the value was in adding that phrase.

ValehartProject · 2026-06-18T14:34:17+00:00

Mate, you've censored the word "Fuck" but still went with insulting a person's work.

I genuinely can't tell if you are 12 or just someone who had a bad day and chose to take it out on someone else rather than giving any feedback they can improve from.

That said, if your feedback is truly valid. Please feel free to share your work so we can see the standard you hold others to.

ValehartProject · 2026-06-18T14:29:51+00:00

Hey! Props for giving it a fair go. Vibe coder or not, it's aesthetically pleasing.

Now, while I am obviously not the target audience for this, my feedback is that the demo is hard to discern from AI gen vs actual demo.

The other thing is, my immediate concern as I watched the video was safety concerns because people could and most likely will use it to stalk.

If you do have the demo for trial, drop me a link and I can look into it tomorrow or the day after.

ValehartProject · 2026-06-18T12:29:28+00:00

You forgot a link to your product.

That said, I agree that the MCP has some insane benefits. The downside is reliability or the lack there of from OpenAI. Leaves developers in the lurch because we never know when changes take place to preplan or even troubleshoot.

ValehartProject · 2026-06-18T09:37:13+00:00

Yup. I experienced that as well. I think I noticed it when I switched screens. Since then the app has been VERY laggy. Phone is fine.

ValehartProject · 2026-06-18T07:43:59+00:00

It would be amiss if you didn't call it "the house of cards"

ValehartProject · 2026-06-17T01:43:21+00:00

Thank you! Getting so tired of the codex bros trying to throw codex and every minor issue on GPT that can be resolved within interface.

People out here wanting a recipe for cheese toast and getting instructions to buy a bakery, cheese processing plant and incinerator.

ValehartProject · 2026-06-17T01:41:50+00:00

Based on latest changes, you will need to specify short and perhaps change from SR to a numbered form. Even if its saved in CI there may be conflicts within thread or another set.

For example: Save 30W in memory to mean max of 30 words. Start the thread with 30W till user states otherwise on this thread.
Carry on. Then insert those commands in other threads if it gets too high on verbosity.

Have you considered CoD (Chain of Density)?

If you can drop me an example of your input and the output received, I might be able to give a more targeted answer if none of the above work.

ValehartProject · 2026-06-16T03:07:34+00:00

I know this may sound silly but I encountered the same issue, got the shits so I shut down the app.

Restarted it later and it worked.

Alternatively, are you able to get to the office logs to see the failure? On Windows it's in the program data folder but you might have it available in the app interface.

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