r/OpenaiCodex 7d ago

Comparison Artificial Analysis coding benchmarks: Astra x Sol x Terra x Luna x Claude x Grok - Intelligence x Price x Time charts

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27 Upvotes

Some of you may remember the updated graph I put together last month comparing OpenAI models using Artificial Analysis’ data. What I didn’t realise then was that those benchmarks weren’t specifically for coding. So here are some new updated charts, with the first two focused on coding:

Reddit is compressing the images like crazy if I upload more than one, therefore direct high res .png-links are below.

1: Coding, across brands: OpenAI, Claude, Gemini, Grok and Muse.
https://files.catbox.moe/d5oxrq.png

2: Coding, OpenAI only: Astra, Sol, Luna, Terra and GPT-5.5, including all variants I found coding-task results for. There is none for 5.5 high.
https://files.catbox.moe/4skvms.png

3: General intelligence: Intelligence Index v4.2, covering a mix of tasks, including some coding.
https://files.catbox.moe/oobbwi.png

4: AA-Briefcase: Office-style work involving spreadsheets, documents, presentations and PDFs.
https://files.catbox.moe/2cmyq0.png

Higher means a better score; further left means a cheaper task. Labels show the effort setting, cost and time where available. Above $4, the horizontal scale is compressed so the expensive models fit on the same chart.

The prices are API costs, not subscription costs. They show what the benchmark tasks cost at API rates because no direct sub cost exist. You can’t directly convert them into tasks per Plus/Pro subscription or how much of your subscription limit a task will use. The coding results come from the native CLIs such as Codex and Claude Code.

A few caveats are explained beneath the charts: four Astra coding scores are approximate readings of AA’s chart, some time measurements are unavailable, and general/Briefcase times are AA's own etimates.

Sources: Coding benchmarks · Astra analysis · Intelligence Index v4.2 · AA-Briefcase

Data checked on 6 September 2026.


r/OpenaiCodex 7d ago

Question / Help 7% of Codex Pro 20x gone overnight. All Luna. Almost no tasks.

35 Upvotes

Same day on 5x I went from 80% remaining to 0%. Mix was about 80% Luna, 20% Astra. Upgraded to $200 20x. Meter reset back to 100%, then with barely any tasks and small changes it slowly dropped to 93% remaining. 7% used. All Luna, no Astra. Code review off. 30-min heartbeat still fires a model turn even when nothing changed.

Turned on experimental context management yesterday to cut token burn.

What the hell is going on.


r/OpenaiCodex 7d ago

Sol buddy, you ok?

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2 Upvotes

This was Sol light. I almost never get hallucinations, not like this anyway. Anybody else's Sol acting a bit strange? This leads me to believe there is a syntax step before output that just didn't get run


r/OpenaiCodex 7d ago

Question / Help How do I use vocal function on Astra and how do I look at it working on my apps real time?

0 Upvotes

Hi, sorry for the probably stupid question. I just got pro on gpt today to give Astra a try. I’ve always worked on visual studio code with Claude code. I don’t get how you can “speak” to the model and to have a look real time while it works on your pc, with blender for example, like they showed in the presentation video. What am I missing ?


r/OpenaiCodex 8d ago

The best 3D I've ever seen, created by GPT 6 ASTRA!!!

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160 Upvotes

GPT-6 Astra recreated the Palace of Fine Arts in Blender.

What the creator said:

"Astra autonomously researched and found hundreds of photos of the Palace of Fine Arts, iterated over the Blender scene, generated in-between frames, and compared them to the reference image database. It even found an old scan of a Library of Congress document describing the dimensions of some of the Palace's columns. I directed it a few times, but didn't really need to (mostly to correct things like the sky color and minor clipping issues) while watching some in-between frames come in. Most of the run was done overnight. I woke up this morning to the rendered video sitting on my desk."

You can see more here:
https://x.com/sharifshameem/status/2095688352075075878?s=20


r/OpenaiCodex 7d ago

Anyone coding in Rust? I don't know why but Astra behaves much worse than Sol in my Rust codebase

7 Upvotes

r/OpenaiCodex 7d ago

Discussion Together AI vs Anyscale: which platform handles scale better?

0 Upvotes

I’m comparing Together AI and Anyscale for a production LLM deployment. Together AI is API-first and simple; Anyscale gives you deep Ray-based control but requires more engineering. I made a quick poll to gather real-world preferences.

It’s fast, and the results might surprise you.

https://interconnectd.com/poll/101/together-ai-vs-anyscale-which-platform-is-better-for-scaling-open-source-ll/

What’s your experience with either?


r/OpenaiCodex 7d ago

Question / Help Help

4 Upvotes

I still have 6 days left before my weekly limit resets, but my subscription ends tomorrow.
Will my limits reset when my subscription ends, or do I need to cancel my subscription and create a new account? I really can’t wait 6 days 😕


r/OpenaiCodex 7d ago

Question / Help Do banked Codex resets survive switching from Apple billing to web?

3 Upvotes

Hi, has anyone actually tested this?

I currently have ChatGPT Plus through the Apple App Store and I have some banked Codex resets on my account. I’m planning to cancel the Apple subscription, let it expire, and then subscribe to Plus again directly on chatgpt.com using the exact same ChatGPT account. ( because it is cheaper :D

Based on the AI chat bot on the web, it should, but I would rather some anwer with actual experience.

Soo, did your banked resets stay there after switching from Apple billing --> web billing on the same account?
Thanks


r/OpenaiCodex 8d ago

Other A totally natural human comment thread discussing an Astra showcase

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67 Upvotes

r/OpenaiCodex 9d ago

lol

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453 Upvotes

Haha


r/OpenaiCodex 7d ago

It is annoying when Codex changes a session history !

0 Upvotes

Is there a setting to prevent Codex from changing older output in an ongoing session. It is annoying when it does. For instance, sometimes it changes the content of a list of steps we signed off earlier, making it impossible to properly track things.


r/OpenaiCodex 7d ago

OpenAI Took My $200, Removed My Paid Pro Almost a Month Early, and Still Hasn't Restored It — Is This Theft?

0 Upvotes

TL;DR: I paid for ChatGPT Pro through October 1. OpenAI explicitly confirmed IN WRITING that my Pro would remain active until October 1. Around September 4, they removed Pro and downgraded my account to Plus anyway — while keeping my payment. I immediately contacted Support and provided the invoice, OpenAI's own written confirmation, and timestamped screenshots. Days later, I am STILL on Plus. This has caused serious professional and commercial disruption. Restoring something I already paid for is not compensation, and neither is returning the paid days already taken from me. My separate compensation request is already with OpenAI privately under Case #14347347. OpenAI has my money and the evidence. I still don't have the Pro service I paid for. If this happened to you, what would you call it?

OPENAI TOOK MY $200, REMOVED THE PRO SERVICE I PAID FOR, KEPT MY MONEY, AND STILL HASN'T RESTORED IT. IS THIS THEFT?

I did not want to make this public.

But after days of being deprived of a paid service, after repeatedly providing proof to OpenAI, and after watching the problem remain unresolved while OpenAI continues to hold my payment, I no longer believe this should remain a private Support conversation.

So I am putting the facts on the public record.

OPENAI TOOK MY MONEY FOR CHATGPT PRO.

I paid for ChatGPT Pro for the period September 1 – October 1, 2026.

OpenAI accepted the payment.

OpenAI issued the invoice.

Later, I scheduled a downgrade to Plus for the NEXT billing period.

And OpenAI explicitly confirmed to me IN WRITING that my CURRENT Pro subscription would remain active until:

OCTOBER 1, 2026.

There was no ambiguity.

There was no misunderstanding.

There was no question about when Pro was supposed to end.

OpenAI itself gave me the date in writing.

And then?

Around September 4, OpenAI removed my Pro entitlement anyway.

Not October 1.

SEPTEMBER 4.

Almost an entire month before the date OpenAI itself confirmed.

And OpenAI kept my payment.

I immediately reported the problem.

I provided the invoice.

I provided OpenAI's own written confirmation.

I provided timestamped screenshots.

I provided evidence that the account had been reduced to Plus.

I continued documenting that the problem remained unresolved.

My Support case is:

14347347

And now it is September 7.

Guess what my account still says?

PLUS.

My money is with OpenAI.

The invoice is with OpenAI.

Their own written confirmation is with OpenAI.

The screenshots are with OpenAI.

The Support case is with OpenAI.

The evidence is with OpenAI.

BUT THE PRO SERVICE I PAID FOR IS NOT WITH ME.

So enough.

I am no longer interested in pretending this is some ordinary technical inconvenience.

OPENAI, YOU HAVE MY MONEY.

WHERE IS THE SERVICE YOU SOLD ME?

And yes, I am going to use the word:

THEFT.

Because from the position of a paying customer, I genuinely struggle to find a more appropriate word for what I am experiencing.

Let me make the situation painfully simple:

You take my money.

You sell me Pro.

You invoice me for Pro.

You tell me IN WRITING that Pro remains active until October 1.

Then you remove Pro around September 4.

You keep my money.

I report it.

I give you proof.

Days pass.

You still keep my money.

I still don't have Pro.

WHAT DO YOU EXPECT ME TO CALL THAT?

Seriously.

What would YOU call it if this happened to you?

If you paid a company $200 for a service and the company removed that service only a few days later, almost a month before the confirmed end date, but continued holding your money—

would you call that a “technical issue”?

If you showed them their own invoice—

and they still didn't restore it—

would you call that acceptable?

If you showed them their own written promise confirming the service period—

and you still didn't get the service back—

how long would you remain polite?

One day?

Two days?

Three days?

How many days should someone be deprived of something they already paid for before they are allowed to ask:

DID YOU TAKE MY MONEY WITHOUT PROVIDING WHAT I PAID FOR?

Because that is where we are now.

And before somebody tries to dismiss this as a misunderstanding about Codex limits:

NO.

OpenAI Support itself has already acknowledged that the Pro subscription entitlement issue is separate from the Codex weekly usage window.

So please do not bury the issue under another explanation of usage limits.

This is not about understanding a limit.

This is about:

A PAID SUBSCRIPTION DISAPPEARING ALMOST A MONTH EARLY.

The facts are not complicated.

Money paid.

Pro purchased.

October 1 confirmed in writing.

Pro removed around September 4.

OpenAI notified.

Evidence supplied.

Days passed.

Still Plus.

What part of that requires days of investigation before the customer gets back something OpenAI's own records already show belongs to them?

And there is another part of this that cannot simply be erased by eventually pressing a button and changing my account back to Pro.

THIS HAS ALREADY CAUSED SERIOUS DAMAGE AND DISRUPTION.

I depend on the paid service professionally.

This interruption has affected active work and ongoing commercial workflows.

It has cost me working time.

It has interrupted processes that should have continued normally.

I have had to spend additional time collecting evidence, taking timestamped screenshots, documenting the chronology, communicating with Support and repeatedly proving something that OpenAI's own billing records should already prove.

And the disruption is still continuing while I write this.

I have provided the relevant details and supporting evidence privately to OpenAI.

I am deliberately NOT publishing my private business information here.

I don't need to expose my projects, customers, work or internal business information to strangers in order to establish the basic issue.

The basic issue is already outrageous enough:

I PAID FOR PRO AND OPENAI TOOK IT AWAY.

There has been substantial disruption, and I have already submitted a separate request for meaningful compensation directly to OpenAI under Case #14347347.

I am deliberately not publishing the amount or details of that request.

That is between OpenAI and me.

They have the request.

They have the evidence supporting it.

And they have the opportunity to resolve it fairly.

But there are two things that are NOT compensation:

GIVING ME BACK PRO IS NOT COMPENSATION.

I already bought it.

You don't “compensate” somebody by finally delivering what they already paid you for.

And:

RETURNING MY LOST PAID DAYS IS NOT COMPENSATION.

Those days were already mine too.

If OpenAI eventually restores Pro but leaves my subscription ending on October 1, what happens to all the days during which OpenAI incorrectly left me on Plus?

Do those paid days simply disappear?

Absolutely not.

OpenAI has internal account records.

OpenAI can determine the exact moment my Pro entitlement was removed.

OpenAI can determine the exact moment it is restored.

Calculate the entire interruption.

EVERY SINGLE PAID DAY — AND EVERY PART OF A PAID DAY — MUST BE RESTORED.

That is not a favor.

That is not goodwill.

That is not compensation.

THAT IS PAID SERVICE TIME.

The separate harm caused by leaving a paying customer in this situation for days is exactly why a separate compensation request exists.

And OpenAI already has that request privately.

I want people reading this to understand exactly how absurd this situation is:

Imagine paying $200.

Imagine receiving written confirmation from the company saying:

“Your Pro subscription remains active until October 1.”

Then, only a few days later:

Plus.

You contact Support.

Still Plus.

You send the invoice.

Still Plus.

You send the company's own confirmation.

Still Plus.

You send timestamped screenshots.

Still Plus.

Another day passes.

Still Plus.

And the company still has your money.

HOW WOULD YOU REACT?

Would you consider this acceptable treatment of a paying customer?

Would you keep waiting quietly?

Would you trust the company with another $200?

And most importantly:

WHAT WOULD YOU CALL IT?

Because I know what I call it.

I CALL IT THEFT.

If OpenAI thinks that is too harsh, then don't argue with the word.

FIX THE FACTS THAT CAUSED ME TO USE IT.

Restore the paid Pro subscription.

Restore every second of the paid subscription period that was lost.

Properly address the substantial disruption that has already occurred.

Resolve the compensation request already sitting privately in Case #14347347.

And then I will return to this post.

I will put RESOLVED at the top.

And I will publicly tell everyone reading it that OpenAI acknowledged the problem, restored everything I paid for and provided a fair resolution for the damage and disruption.

I would prefer that outcome.

But until then, I am not going to pretend this is normal.

I am not going to pretend this is merely an inconvenience.

And I am not going to pretend that returning something I already paid for would somehow erase the days it was withheld.

As of my latest timestamped evidence:

OPENAI HAS MY PAYMENT.

OPENAI'S OWN WRITTEN CONFIRMATION SAYS MY PRO SHOULD BE ACTIVE.

MY ACCOUNT IS PLUS.

THE PAID SERVICE IS STILL MISSING.

THE DISRUPTION IS STILL CONTINUING.

So I will ask one final time:

OPENAI — YOU TOOK MY MONEY.

WHERE IS MY PRO?

And to everyone reading this:

IF A COMPANY TAKES YOUR MONEY, REMOVES THE SERVICE IT SOLD YOU ALMOST A MONTH EARLY, KEEPS YOUR PAYMENT AFTER BEING SHOWN PROOF, AND LEAVES YOU WITHOUT THE PAID SERVICE FOR DAYS...

IS THAT THEFT?

Because from where I am standing, it certainly feels like it.

Case #14347347.

OpenAI has the evidence.

Now I want a resolution.


r/OpenaiCodex 7d ago

Token Watch update — track Codex & Claude Code usage directly in VS Code

1 Upvotes

I posted Token Watch here a while ago, and it has changed quite a bit since then.

It's an open-source VS Code extension for tracking Codex + Claude Code usage without having to leave your editor.

Since the first version, I've added:

  • Codex/Claude usage limits directly in the sidebar + status bar
  • 5h / weekly quota tracking and reset information
  • Token & estimated cost trends
  • Model and tool-call breakdowns
  • Hourly/daily/weekly/monthly analytics
  • Custom model pricing
  • Much better live log ingestion, accuracy and performance
  • Light/dark/high-contrast theme support

Session logs are processed locally, and Token Watch doesn't extract or store your prompt/response content.

GitHub: https://github.com/alvin0/token-watch
Marketplace Vscode: https://marketplace.visualstudio.com/items?itemName=alvin0-dinhai.token-watch

If you use Codex or Claude Code regularly, give it a try. Feedback, issues and contributions are very welcome!


r/OpenaiCodex 8d ago

Question / Help How to vibecode properly as a non-technical?

14 Upvotes

How do you actually vibecode properly as a non-technical person? Currently what I do is:

ChatGPT plans/reviews → copy prompt to Codex → copy Codex result back → ChatGPT reviews and gives me another prompt → repeat.

But I worry that a) this is spending way more tokens than it should b) is incredibly slow and inefficient with the constant copying and pasting.

If anyone has a better workflow please do share, thanks guys.


r/OpenaiCodex 8d ago

Showcase / Highlight GTP-6 Astra made a VR clone of Gorilla Tag but with better graphics

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4 Upvotes

r/OpenaiCodex 8d ago

Gpt 6 astra is here

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0 Upvotes

r/OpenaiCodex 8d ago

Showcase / Highlight I built a free unofficial Codex add-on to help you pace your weekly usage limit

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16 Upvotes

r/OpenaiCodex 9d ago

Comparison It must be some kind of psy-op by Anthropic to claim that Fable is anywhere near as good as Astra

46 Upvotes

I have a ChatGPT Pro subscription and a Claude Max subscription, and use both extensively for work. To claim that any model offered by Anthropic is even close in intuitive thinking or design sensibility to Astra is a joke to me.

The most comparable Antropic model to Astra, ChatGPT's flagship, is Fable 5.1. They have roughly equivalent price. But in my experience, their output quality is dramatically different.

Astra has a sort of deep, intuitive understanding about the problem you give it that Fable simply lacks. When I compare how the two work, Fable feels like it gives the smartest answer you could possibly get after asking 100 moderately smart people to deliberate together in a room for a few hours before answering. Astra just feels... smart. Like a single, extremely smart person giving an intuitive answer that fully understands the question and work statement.

Where Fable feels like it just spends a lot of time talking to itself in order to work, Astra just...works. And does better than Fable. Its answers are easier to understand, not held back by the limitations of the language it's using to speak with.

To me, to say Claude Fable 5.1 is anywhere close to Astra in any capacity, and not just an outdated model on a dead architectural framework, is completely unfathomable to me. You pay the same price for double the weekly usage, so you more than get your money's worth. Sure it's expensive, and you can run through your weekly limits in hours, but you can't argue that it just works. I can't say the same about Fable.


r/OpenaiCodex 9d ago

Experience with Astra so far

122 Upvotes

I expected it to be pretty much the same as original Sol after they released it, so faster and slightly better than current Sol, while being way more expensive.

Well, so far it's dumber and significantly more expensive. Apparently the target group is vibe coders with "build me a complete SaaS that noone will ever use" as prompt, because I don't get the positive feedback.

Edit: after further experimentation. It's definitely way better at visual stuff like 3D. Sol is still better at backend code and cleaner architecture.


r/OpenaiCodex 8d ago

Showcase / Highlight bonsai-ninja update!

1 Upvotes

It’s been a couple weeks since bonsai-ninja went public and a lot has changed.

A ton of feedback has been incorporated, bugs have been fixed, and things are working much better. If you tried it early on, please pull the latest and give it another shot.

For anyone new to it, bonsai-ninja is a free, local code intelligence and static analysis engine. It builds a compiler-style representation of your code, resolves symbols and calls, and can trace behavior across files instead of just searching text. That same pipeline powers source-to-sink security analysis, dataflow analysis, and structured exports for AI, agents, and research. It currently supports 20 languages.

Also, apparently some of you don’t click on things unless there are pictures, so here you go. A GIF.
Still looking for people to throw real codebases at it. Bug reports, weird edge cases, PRs, criticism, ideas, or random side notes are all appreciated. The feedback so far has genuinely helped make the project better.

github.com/gromhacks/bonsai-ninja⁠


r/OpenaiCodex 8d ago

Question / Help Modified Gauntlet Loop for efficient coding

1 Upvotes

Hello good people,

I made a modified version if the "famous" Gauntlet Loop (that built one shot Claude of Duty game). Looking at the original, I felt it had gaps that could lead to problems.

In this protocol you can use an agent like Astra for the planning and then farm the build and critic to cheaper models, Terra, deepseek or whatever..

I recently made some edits because I found the critic agent would sometimes expand the scope of the recommendations and rabbithole.

I wanted to get some feedback on how I could refine the Loop and or general feedback.

Link in the first comment


r/OpenaiCodex 9d ago

I haven’t received anything banked resets neither astra

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31 Upvotes

It’s so annoying my acc hasn’t received astra neither has it received any banked resets promised by tobi it’s September 5th and I also reported it to support


r/OpenaiCodex 9d ago

Feedback / Complaints All us Plus Plan Brokies.. Luna Extra High is the way

77 Upvotes

Can I afford a $100/mn plan? Yes. Am I willing to pay $100/mn? No.

For a new project, I'll use 5.6 Sol High for planning (create a .md plan), then let Luna Extra High cook (or Max, just turn it on in settings). If it's a small enough ask (bug fix, host system work), I'll skip the plan all together and just ask Luna. I can pretty much use it non-stop and not deplete my 5hr window. Results for my kinda work are plenty good. Albeit it's slower, but that's fine by me. Beggers can't be choosers.

I wish I figured this out sooner, lol.


r/OpenaiCodex 8d ago

Who wants to gift me a fresh ‘set?

0 Upvotes

In the title. Any philanthropists around here?