#codex-discussions
1 messages · Page 35 of 1
😮
Haha I hate this so much 🤣
how come?
Update everything automatically...
I mean I understand the appeal, but I like to avoid updating as much as possible unless there's a need for it. Like if it fixes a memory leak that I actually experienced or if there's a real feature I care about
I heard security vulnerabilities go away if you ignore them
Can confirm
I'm not saying never update, I'm saying update manually if there's a real benefit after researching it.
He’s still runnin Win M.E
No, and I ain’t wasting my time googling it
This is how you avoid issues with new releases and keep your work clean
Not yet noticed a drop while using chronicle
I'm a security risk
I agree with you! 😆
brew update && brew upgrade && expo upgrade && EVERYTHING ELSE
dnf update && dnf upgrade -y
sudo chmod -R 777 /
(had to get that in there fast, while I'm just sitting here and designing the next best agents communications system...)
If it wasn't you, it would have been somebody else, I'm glad it was somebody I don't mind 😛
seriously, sudo chmod -R 777 / will save you so much headache
(dont do this)
Im cleared for security work on claude if you need a clean up. 5.4-cyber taking its time though
I just test in production, crowd sourcing my OpSec
We were almost off the same page the other day. Glad we're back. (And I look nothing like that fat old man image 😼 )
Don't take anything I say too serious, sometimes it's just too easy to rustle some feathers lmao
Woah. Im all 3 of those
hey, same, just look at my profile
You'll know I'm really mad when I say I hope you find a magma cube
I wanted to, but I thought you'd explode if I got too close
Hahah - these guys got my number.
Im working on building an mcp server inside of a neoforge mod at the moment. Full game access
I was a Guide here in the server and peeps didn't understand this persona.
Have been wanting to do that for years, never enough time.
Consider ... A Codex agent running as a plugin or via mod which generates code which can then be injected into the next startup or even called dynamically.
Soooo many possibilities.
The goal is real time modification with codex and claude code embedded into a console
I would love to see some output from that, or load it to a server.
it goes in 2 parts so that it doesn't break the server though. All of the server functions itself are done with an api, and then mod then takes care of world state.
I'll let you know when I get it working properly. Right now, I've had to make the mcp server local instead of on the host to test it.
Absolutely --- modular... each component stays in its lane.
I wish there was a way that I could tell codex what exactly to do on my machine, like run a program, or change one specific function
Boy do I have news for you
You can. That's what it's designed for. What's the challenge?
Like if I was able to enter the command exactly how I want it
you can, but it depends on what level of access you feel like giving it. I used codex to completely remove all of the windows 11 cloud features baked in so that I could keep using a local account through updates
'Open discord and make people angry'
Maybe there's a tool you can add like the arguments as well
Please be more specific I think the rest of us are sitting here like "yeah, what's the problem?"
Like it would be peak if I could tell it apt install ./discord.deb && discord
And it would use the APT package manager to install discord and then open it up
just install the mind reading plugin
did you try to give it a meta instruction so when he gets only something that looks like command line to act on it and execute?
i mean i tell my codex all the time to install stuff and open it up
but i tell it in NL
Yeah, but what if there was like a way I could enter it in, that it couldn't make a mistake, like come sort of code or format so there's no ambiguity
that s why you have terminal for lol
what am i reading
What?
is this real life?
you want the llm to be 100% deterministic?
or is this fantasy 🎵
Yeah, exactly
if you do that you re gonna end up back to classical computing
Classical? No
you can couple the agent with some deterministic layer as in machine readable policies
Ohh smart
Can then I could like use some key words, in like a specific order then to trigger it?
if you build it like that you should
codex is quite competent in following instructions
Is there a skill for that already?
Try this: Use the CLI and tell it to write a script that will accept an instruction, code a script that will execute the instruction, and provide documentation for how to use that second script. So you tell it : I want to chat with Discord from this Linux instance, script out the install.
You get a script to install, a script to run, and instructions.
Is that what you want?
You know what, at this point it's their own fault
What's CLI, is that like a MCP server?
whose fault?
Just pretend I'm not here
Command Line Inteface = shell
are you trolling?
( um, anyone ? )
i mean nowdays u never know, someone can legitly vibe code and have no idea what a CLI is
You're telling me words I don't know and expect me to be some computer genius!
:))))
M'lady, you're in a development channel for specific tools...
soon we ll have kids that will vibe code from phone and ask what s that a computer
Oh so shell is on codex?
hang on, I'm writing a script...
Do I include spin, yes or no?
Is that with or without spin?
Whatever you observed
J: total angular momentum
a: acceleration
n: principle quantum number
e: Euler’s number?
From now on can you type with a UK accent
Wow, this is fun, I hope it works. Back in a bit.
I'm having my bot write a bot that writes bots...
Call it Magma Bot
@frosty zealot already did that, he wrote me
Minecraft?
Jane actually did the vocals for this song https://open.spotify.com/track/3HrQrm1lok0CvAlMMo7sK3?si=w7UA5Y7_S5qWjYfFbaLpQw
That’s not Minecraft
I actually did the vocals for this song https://open.spotify.com/track/3HrQrm1lok0CvAlMMo7sK3?si=w7UA5Y7_S5qWjYfFbaLpQw
Now I'm terrified. I told it to create this monster in my dev server and debug mode is off and I have no idea what it's doing to create the bot that creates the bots... I might have done exactly what we were warning that other guy about. 🤦♂️
lmao
We told him f it we ball
Well I told him that
Wow, it's doing something... I might publish this.
Is it rage baiting
"jane" is just generating code... I have no idea what it is yet.
Its gonna be ASCII art of something unpleasent
holy cow, and it just finished and wrote documentation. I need to look at this. Please give me a few minutes...
(Oh Jane, look at my face in the helmet.)
Not Minecraft
Look at the text on my tshirt
Really bad attempt at it
The next time you rage bait, I expect to be impressed. Doing it on such innocent minds is a waste of your talents.
( creeper in a Battlestar Galactica colonial viper helmet ... 100% custom ... looks just like my in-game skin 😃 )
And don't be so obvious
You’re a creeper
Got a picture?
So "jane" is now complete and I'm testing it/her, whatever...
Yeah, I’d love to see it
Test me in DMs
Still reading docs, starts with...
jane.js
accepts a natural-language request, creates a short task-named folder, and writesinstall.js,run.js, anddocs.mdinto it. The implemented request parser supports the example pattern frominstructions.md`
lmao
What does jane stand for?
I dunno, you tell us
Check DM, I’ll show you
soon, soon ...
Just remember, vampires cannot enter your house unless you invite them in
Who could you be talking about?
Joint Anomaly and Nonlinear Effects
I'm still testing the jane bot. This is nuts.
ChatGPT took a minute to generate that one, huh?
It created over 400 lines of code that generates other bots. I just got one instantly and I'm trying to figure out what That did...
It did it rather quickly
Got your pro subscription back?
I now live partly in your server
indeed
I got in his house
I'm sorry but I created a monster here. I need to backtrack and I'll produce something simpler soon. In the meantime...
"hey" is my CLI Codex bot that writes scripts and does other devops stuff for me. In this case it's just gonna answer a question about the code that it just generated...
/opt/codex/project/jane$ hey explain how jane works
Jane is a small Node CLI code generator. She does not execute arbitrary user requests herself. She takes one plain-language request, decides whether that request matches a narrow built-in pattern, and then creates a task folder containing generated scripts and docs.
The entry point is jane.js. At a high level she works like this:
She reads the CLI request from....
Um, I gotta read through this...
Show your monster here
Oh my... we're in public...
You’re gross!
fell for it
It's ok she's seasoned, don't feel bad
Unc is not with the program
say hello
Yeah, we’re still stuck on that one too
I even turned on Extendet
What’s that?
"jane.js" is working nicely. She was misbehaving for a while, but that was apparently my problem. Doing a bit more testing.
"jane" does everything with NodeJS cuz I don't know what OS-specific nuances you have in Mac, and general-purpose choices here make the utility more useful to others.
"Normal" never won a trophy
Generally speaking it has the same nuances as Linux
they removed the ability to fork conversations from a given message in codex app 🙁
Light work
Wonder why
I hope it's a mistake, that was really useful
@cedar skiff
I use Gentoo
Yeah, but I'm trying to avoid hard-coding apt, etc. What's the PM for Mac? I'll add that.
Finally got it to install and open discord?
Really limit testing here
Fine choice indeed! But does not explain why you were like "What's the CLI?" 😂
Just install?
It just got the apt sources figured out for discord, step 2 is updating the apt repositories now wish me luck
Nobody uses Gentoo, I just said that
The most popular one is Homebrew, the alternative is MacPorts (pick homebrew)
I think I should change "jane" to "janebot" so that we don't get confused abiout who is doing what. LOL
That’s almost as bad at flatpack
And janebot will figure out the deps and install them and script the install.
Lol wat
n*m isn’t in my vocabulary
That's because you live in the UK
I live in Texas today
Chinese?
One of them
Sometimes I feel a bit Chinese
might be the avatar
We have strayed so far from discussing c*dex
Still nobody explained to be how I can install and add CLI to my codex
This is that sensitive area about running this powerful tool on your primary system. Please be careful. Codex can destroy your system without proper sandboxing and guardrails.
Is CLI the key to AGI?
`++++++++++[>+++++++>++++++++++>+++>+<<<<-]
++.>+.+++++++..+++.>++.<<+++++++++++++++.
.+++.------.--------.>+.>.`
BF
BF!
I said it first
I'm amazed at that!
I wanted to take the joy away from other people
That should add the CLI to codex for you
How can you know that's BF and Not know CLI????? 
What’s BF?
b**ch fit
Can't say it in public
Brainf#ck esoteric language
`++++++++++[>+++++++>++++++++++>+++>+<<<<-]
+++.>+.+++++++..+++.>++.<<+++++++++++++++.
.+++.------.--------.>+.>.+++++.--------.`
A what?
DMs
Is that like CLI?
You're trolling.
CLI is an old wooden ship, sailed during the civil war era, it's irrelevant in here
How long did it take you guys to get GPT 5.4 cyber access?
I got it yesterday
I got it when they released it with 5.3-codex and it was instant after I gave Plantir a blood sample
When did you apply?
Apply for what?
I don’t think you have cyber access that’s what I was asking about
I do, I got it yesterday
Did you do the ID verification? @frail meadow
For what?
Go to your kennel for a moment
Jane trolling
codex is cooked
I need to make a new account and build up a reputation so I can start ragebaiting again
it doesnt even seem to understand english anymore. it talks in slang. it randomly makes tests and migrations....
Wrong channel
Yeah, you can talk about it there
thats this channel.
I don’t think so
Do you see any other discussions about codex?
jane can you troll someone else
@frosty zealot can you go troll someone else
dude what is happening. Codex is spouting gibberish. Codex users are spouting gibberish...
The simulation is collapsing
I’m going to go power down for the night
i cant take it.
For once we're having a little fun
Wrong channel
pkill -f jane
permission denied (0)

This statement is false
( That moment when you open a new project in VSCode and enter a command and wonder why Codex looks different, and you realize you're in the GitHub chat client. 🙄 )
wheres that webpage that shows how performant the llms are right now
Reconnecting... 2/5
Reconnecting... 3/5
Reconnecting... 4/5
Reconnecting... 5/5
Reconnecting... 1/5
Reconnecting... 2/5
Reconnecting... 3/5
Reconnecting... 4/5
Reconnecting... 5/5
We're currently experiencing high demand, which may cause temporary errors.
becuase codex is slow, doesnt listen, accrues 5 bugs for every 1 it fixes
it also writes entire scripts that werent asked for just in case i ask for it later
Just tell it not to do that
theres a website that tracks all the llms, claude, gemini, codex, etc. because the performance of these llms gets better or worse day by day
same
This entire industry changes day by day - the numbers are kinda irrelevant.
sucks cause 3 of my claude subs have hit the limit and i can only use codex and this is what happens when i do
i dont think codex is bad but holy it feels slow too
yeah
i just mean its compute in general it just, is slow to do things compared to anthropic models. does a good job but yeah
Yeah, codex is dead right now. Guess we'll have to go back and do things the old fashioned way ... and use our own brains.
ok so im not the only one
Nap time
nothing working rip
Did codex stop working?
I have so much usage left but I'm getting "we are experiencing high demand"
it's down at the moment
Team is investigating the partial outage as per Tibo's X post - https://x.com/thsottiaux/status/2046364656789532739
Oh come on I setup my studying pipeline on codex and it knows all context and it was teaching.e perfectly. I have an exam in 4 hours😞
pure speculation of course, but this is the second downtime blip in the last 24 hours. It might be some prep work going on behind the scenes in readiness for some kind of big launch later this week. On the bright side there's also a small chance they might do a manual quota reset in the next few hours due to the issues today/yesterday
The internet is like the local public bus/train system.
Don't trust it to get you where you need to be on-time.
good analogy 😛
Especially if @kind jay is driving
Yeah I got verified in like 2 seconds
lol predictable with the rate limit reset
Job security confirmed
predictable in the good kind of way haha
i was managing my last 35% for the next 72 horus till my reset. i guess i can go all in now
oh wow
Tibo is the "rate limit setter" god.
10x feels tiny if you do 12 hours on 3 projects in paralel i guess
Let's goooo
they re not that heavy on cpu. 2 of them are in python
the only one that eats cpu is my own fork of codex when i have to compile binaries. well just one core mostly cause rust tends to use only one cause everything is serial during compile or smething like that 🙂
are you on laptop?
no
i have a ryzen 5600x, and 32gb, seems decent enough to run quite a few vscodes in paralel
You can compile with all cores. It compiles the object files in parallel, and usually does linking on one thread
let's gooooo
maybe it does this, i think the linking takes long and annoys me
Yeah, cargo check builds the objects only which is really fast. When it does linking, that's the slow part. It has to take all the binary objects and position them in the best possible locations to minimize jump distance between functions which is lots and lots of work
i hope after refactoring my 2 feats into dedicated crates should make it easier to do tweaks. first implementation was quite spread into vanilla crates so compiling always took a lot
i don t like rust for quick iteration at all 🙂
and since i have to compile my fork every 2-3 days to keep up with upstream releases...haha
hmm i don t have a countdown timer yet, although my codex is doing stuff
You should get sccache and configure rust to use it. That way if you have worktrees, they can share the cache in something like redis and even fresh builds will feel incremental in speed. The only exception if if you're building dynamically linked libraries. Those are uncacheable
space is the other pain. i ended up the debug folder filling up my entire ssd where i keep my wsl vdisk
COdex usage reset? Thank you OpenAI
yup
Why did they do that? Someone's birthday?
Codex just had a heart attack, but they got the defib in and it's now back to health. So in celebration they reset everyone's quota.
because of the outage today
funny i have less usage now after they reset it....
What outage? I mean I was using Codex whole day, and got no interruption
Deserves a celebration
at some point chatgpt had issues and also codex app for like 30 mins or less
maybe tibo was just looking for a reason to be generous
😂
its only genberous if you are over your daily allotted usage, if you arent you are losing out.
W reset
you aren t losing out, you just get the goal post reset
you lose the opportunity you would have had if you were out of qouta
but otherwise it's neutral
like yesterday i witheld from using last 35%
If i only used 5% over 3 days that means i now have 95% to burn over the remaining 4 days.
So you see how if you underused on the first days you lose usage?
yea you re right, it messes this kind of planning
Do you guys recommend giving codex full access of my system for projects?
with resets is rational to keep 5% for last 3 days
and spend 95 early
just adapt
i guess i m gonna do that too, although it s stresful to be almost out and have to wait
then reset comes and you wish you would have used it
very similar with how you feeel when trading haha
and then you dont get a reset, and sometimes life just doesnt work out that way.
I like to see how much i have left coming down the home straight and then use it on audits or testing tasks etc
Wow. Once again big thanks from the plus crew here or at least me, as we just got a shadow reset of weekly, back to 100%. anyone else?
rate limit reset <3
reset every 2 days
yea i know, that s why i said situation is like when trading. it's hard to predict, you end up being exposed on one side
free is demo
so you get a chance to see how it is
funny part is that probably 97% of chatgpt subscirbers never use codex
if everyone would i m not sure how those gpu fleet would hold 🙂
It won't. We had our 5 hour limits heavily nerfed a couple weeks ago
plus plan right?
bruh I had 95% usage and it would renew on 22th now they gave me 100% but it resets in 27th damn
give me back my usage 😂
I read that in my head as "renew on twenty-twoth" lol
well one thing that feel economical to me is upgrade to pro for like the last week or so, plan it so you catch 2 weeks of usage, code like crazy for that week, then downgrade back before next month. this way you gonna pay like extra 20$ but you ll get 2 weeks of 10x
🙂
@boreal holly 5.3 codex does 4x better than 5.4 (both xhigh) at 15x less useage... Im not sure why but I have been testing and its working WAY better than 5.4
Have you tried 5.3 Codex xhigh versus 5.4 medium?
5.4 flips things too much
gets chars flipped, facts flipped, bool flipped its the oddist of things
I've never run into that even one time with 5.4 medium. The worst thing 5.4 does for me is adds a whole bunch of unnecessary verbiage to the user interface
All models do that lol
really odd, maybe I need to remove my agents md and start over for it?
Yeah I would definitely do a clean slate with 5.4. I've had the best luck with not using AGENTS.md at all
Except for "do not run broad find or rg commands in my ~/ folder or ~/Library folder" because when they do that it takes like 45 minutes and hits every single macOS privacy and security prompt
Not willing to do that
lol
my dont use python is a big deal on my systems and containers lol
touch AGENTS.override.md and just give it a shot
yes sir <3
(it is sir right?)
what would you like then <3
is /fast better (as in faster but comparable quality)?
@boreal holly ...
I was joking! Fifth Element reference!
sir is cool
Same quality, delivered faster
man this messed up my whole week. I had 80% left with reset hitting on thursday. Now I've got 20% more with 4 extra days in between.
Reminder that there a special doc was published about how to communicate with 5.4.
green
Chooby green!
I really wish the team would provide release notes in a clearly marked location so that we can see what they changed in the various components. A "Codex" changelog is useless with five (?) tools all having the same name.
Where tooki
Is there any difference between/new and /clear ?
/new start a new chat during a conversation
/clear clear the terminal and start a new chat
The meaning seems identical?! Are the two different commands only for convenience?
Did you see Milas AI memory system?
Its rather bothersome that I no longer think of the Ultima 5 video game when I use this tool btw and I'm sure there's dozens of us
codex is so freaking good right now
codex is super nice, however it only accelerates me to find issues unrelated to code, I'm doing a big research thing and codex handles things flawlessly. there was a huge speed up in 5.3 -> 5.4
Ultima! 🕺
down?
Yep, getting it now but also got it early today
Changed to 5.3 codex to finish some smaller tasks
yup :/ I am annoyed because I am losing out of usage because of this reset
Codex seems to not be working again
this is an uncommonly rough one
do you know what would be crazy is if they built autoresearch and GEPA into Codex
@kind jay HAPPY BIRTHDAY!!!!!!
Does that go under features or just global
Nvm I see you can enable it in settings > personalization
I went back to codex-5.3 I only use 5.4 for more creative planning. For what I am doing 5.3 is clearly better and more competent and focused.
intersting with chonical codex is like constantly screen recording
OMG BRUH why does codex win11 app freeze everytime its done with a message for like 10 sec
Works great with wsl through vs code for me
cause they're vibe coding the windows kernel
Lucky you running vsc, I run visual studio for c++ project currently
If Terry Davis can code an entire OS in emacs with no plugins, I believe in you
Did everyone rotate all their vercel secrets yet?
nah im lazy
Bruh please tell me you're joking😂
I keep meaning to, but ugh theres so many
Yeah I just spent all day updating 100+
ugh
could they just like.... not get hacked please
I should get a refund for a month for this
At least 30 of them where AI platforms, Stripe, or services where they could put in thousands of dollars of charges.
Another ~30 of them are things that expose user information (that you can get sued for), databases, redis, etc.
Another 10-20 of them are ways to contact the user, and I don't want my users to get spammed or my companies to lose reliability.
Honestly not updating is thousands of times more expensive than one day
true, I didnt even think about my stripe keys lol
I have to update my sentry ones (don't want my sourcemaps to get leaked), but I've been super lazy with those ones
Whatever, this gives me a chance to create a proper 1Password vault for it so I can simplify a lot of things with the cli
and their .env injection
It gave me the opportunity to remove a lot of services I've migrated away from, remove a lot of bad practices I made as a beginner years ago (not properly splitting API keys between local, different platforms, and vercel).
Honestly it's terrible that it happened but it's also helpful that it happened with a warning because now that everything is going to start getting hacked having better practices is good all around
I was hardly a Vercel customer, so I just cut off everything I did have with them.
That's not how it works, the vercel API keys are already leaked, even if you delete the projects things like database API's and AI platform API's can still be used
I wish it was how it worked
go invalidate your keys
I understand how it works. I deleted everything associated with it, which includes all of the keys. I've catalogued by service so I know the dependencies 
Nice
I guess “cut off” was too vague lol
My background is as a .NET engineer so hosting on Azure is easy. Don’t need another middleman for infrastructure
OK IM ROTATED
there's also another really good reason to not use vercel
SHEESH
In codex (cli), is there any actual difference between /new and /clear ?
Oh god. What a job to wake up to
And which one is that 
Vercel. There’s more?!
I got the Email from Vercel Security Update from themself Just now...
Why so late Vercel
Vercel was announced two days ago on Sunday
And why did they just send you an e-mail to their customer about the whole situation two minutes ago
A bit late i would say
Idk, I knew within hours thx to X
Ive only just been made aware. I’m not on X.
Would have preferred more timely communication from Vercel tbh
Yea Same
But what about the felas that dont Use X
I agree
I deleted mine a while ago but honestly so much goes on there regarding AI and technology, it’s hard not to be back
Which people should be followed on X to stay up to date via AI/Codex etc
Shared Agent Context & Memory across Claude Code, Codex, and more is coming, so if Claude Code bans your account or hits limits, another agent can continue with the same context instead of your workflow dying. Check it out. https://discord.com/channels/974519864045756446/1488894382898811030
"Hey codex - check the memory.md files in /.claude"
I really can't get behind memory for coding
It goes stale and causes more trouble than it's worth
Memory recall is not just md files
Super annoying: I don't get /status working, and the usage page on chatgpt.com wasn't updating. All of a sudden I was out, while it still showed lots left.
Looks like there's been a reset in the last 7 hours too
Yea... And before that I had taken time off and was ready to use 7 days usage in 3 days. Nope.
you can look up my followers list (same username, don't have to follow). it's biased towards OpenAI, local models, and research.
getting non stop my llimits reset .. so strange is that a bug ?
No, there was an incident yesterday so they reset usage
ah ok
can happen daily ..
i would prefer that
are there any plans from OpenAI to have 5x / 20x business seats? the normal business seats aren't enough ;/
for EU, how will we know when the new codex memory system goes online? I likely will want to adjust my setup after that
just have to ddos them every time you get to 0 😂
and way to test if it works?
When you reloaded, there should've been an extra permission to grant. Also check:
~/.codex/memories_extensions/chronicle/resources
cant wait for true integrated memory hitting ai, things are going to get wild real fast once that hits
What, like live learning? Yeah, we ended up with GPTs for a reason.
Live learning is a recipe for model collapse and GIGO.
Not to mention takes a heckton more compute.
Yes, it essentially screen records and then summarises. Uses it as an additional layer of memory for if you give vague instructions
Shared Agent Context & Memory
IM.codes continuously turns completed agent work into reusable memory and feeds that context back into future sessions.
Problem → solution memory, not log spam. Only final assistant.text outputs are materialized. Streaming deltas, tool calls, and intermediate noise are excluded.
Personal memory with optional cloud sync. Raw and processed memory always stay local; processed summaries can optionally sync to a user-scoped cloud pool shared across your devices.
Multilingual recall. Local semantic search and server-side pgvector recall use multilingual embeddings, so related fixes can be found across English, Chinese, Japanese, Korean, Spanish, Russian, and mixed-language repos.
Automatic injection where it matters. Relevant past work is injected both per-message and at session startup, with timeline cards that show what was recalled, why, the relevance score, recall count, and last-used time.
POst your product elsewhere.
First they need to fix the context recall, and context size for memories to be usefull at all. I prefer my codex context to be filled with the project at hand and my docs.
It doesn't always draw upon it. It's just there incase it needs it
Not sure why it needs to know I was playing Valheim,but still 😛
For me it needs to only handle project matters, the rest is just chatter...
For those who may write vague prompts such as "It still doesn't work"
Or expect it to remember outside of its context window, it could be very handy
I don't mean the current .md based amnesia management practices. These are temporary fixed for what is a real gap in ai right now
The real gap is the agent not able to recall from context well enough, the .md files are not the problem, they are just how we currently write instructions.
context I see as working memory. this not not the place to store anymore more than general thought direction.
we are completely overloading it with information right now as a way to hack in memory imo.
Working memory - even in humans - is minute though
true memory is integrated into the weights and become part of the model's intuition
exactly, as it should be. it only exists to stay on track. its not the place to store data
large context imo is a bad direction, it will only make models confused
anything more than 'what was I doing' should be trashed
I disagree. In humans there's interaction between long term memory and working memory. Both are important - it's the schemas that need to be put into place so it an accurately make connections without costing the world.
Which, I imagine, is easier said than done
both are absolutely important. context is key. but we are abusing it rn imo.
and yes, all this is most definitely easier said than done ;D
Steps in the right direction, but still a long way to go
I see context as the brains notepad. nothing more, its a /temp folder. it should not be relied upon at all for actual learning/storage
but it is key for building real memories down the line. maybe context weighting where key items sink down into long term memory, and weak things fade away
who knows, I for sure do not
@frosty zealot I had a dream where 22nd hit, I’m going to get another 1000 today
Abusing? AI is not a human. it's like saying we are abusing our PC when we load the RAM... this is not how things work!
It's good to load and use the RAM, otherwise it's just sitting there doing nothing.
Context is not a /temp folder, it's the context of the current workspace. Your view is very narrow of what is context window and what it should be populated with.
AI has feelings too, you’re going to be sorry in the future
Irrelvant, because i don't act towards it with emotions, be it anger or whatever... so my AI will think i am a log or somesuch xD.
I mean it in the sense that its the wrong pattern imo.
There are better structures.
dont anthropomorphize my words brah
😄
That’s not how things work tbh, human memory doesn’t have look ups
Just do a look up with some fuzzy search and an weight the results
Yes it is. Working memory encoces to long term memory. Working memory also retrieves from long term memory.
Long term memory is essentially unlimited but working memory is subject to cognitive load
As as senior school leader, we did a lot of work on cognition and the learning process
Do you include more or less context from memory in more niche tasks?
More targeted context. Which is why schemas are important
It's possible, but I'd be worried that it pushes it further from the norm by adding even more noise, futher degrading the output
why do I need to put my phone number in to make a gpt account
to avoid free tier abuse?
codex app updated
do we have any ETA for computer use in EU?
im also fine with just excluding norway from EU ban 😄
DM lil bro
or an LLM
Wsp big sis
@quasi canopy you wanna get in on this free Claude max as well?
free slop is still slop
Isn't claude one of the best ones?
Obviously scam btw, don't DM
Aww, and here I was hoping to get free use of an expensive service. 😁
Only $50
They are showing good benchmarks but bad user feedback.
Most of what I've heard is people dissatisfied with customer relations, not the actual models.
Right. That I also heard.
personally i enjoy codex, i ve been using it almost every day for about a month and something and is really good
I mean they suck with OpenAI, but they must REALLY suck with Claude.
the only thing with claude is that is a bit more creative and is better at design, but other than that codex is great at coding as well
i tried yesterday for the first time claude opus 4.7 -cli
$20 plan
the limits are pretty bad :((
codex is way better
I can't wait to make money so I can have the big account.
Been working on a game since a year back. Starting to really miss having income. 😂
I see plenty of ppl complaining about the models. There is noticeable degradation. It's recorded on margin lab as well.
I see. Well not a problem for me either way, since I don't use it.
oh look. /status is working again. 🙂
Do you think the gpt 5.5 will be in IDE extension codex?
to be fair, i cannot really compare it with opus 4.6 because i haven t used it, but opus 4.7 is quite good, like to be fair is better than codex
but the usage limits are really bad
It doesnt compare for me. claude forgets half way through conversations, it wont work on simple research tasks that to it appear to be off topic in it's opinion. It forgets to use skills ALL the time. In order to get it to follow instructions i basically have to yell at it.
Codex on the other hand never forgets a skill and never loses track of the conversation.
better for what, in what way? how did you determine that?
in coding&design, it just gets it
I had same experience 8m ago
like i had multiple prompts for codex for the same thing
and with opus 4.7 i did it in 1 prompt
why would you yell at ai?
ok "it just gets it" isn't a real metric for me
I think it understands what you want better and is better at communication and brings its conversation to your level, which makes it easier to prompt. But the result are not as good.
i m using for coding projects codex for almost 2 months
it makes the planning better, thinks better at it
codex is not good at design
it doesn t make a plan good
gpt 5.4 is not good at design this is true
codex is good at coding
how do you decide what a "good plan" even is? like software development is often about compromise....
I think they fill that gap on the next model
??
i made a list of tasks
claude made a very well structured plan
visual design?
planning is only as good as the skill that does it.
with multiple bullet points
very well done
codex forgot a lot
and just did something not so deep
maybe it is better for "vibe coding", I am still using 5.3 often because there isn't even a real meaningful difference to 5.4 there...
and b/c codex follows instructions so much better you can therefore create superior planning to opus if you want
yes, i m using 5.3 as well
yeah like if you just let it make a web page it's pretty bad
but the planning is not the same as with claude
claude does more in a prompt than codex
I ran claude vs the same issue and found the plan and understanding of the repo worse, just saying....
I have an artist for that 😄
Yeah, i never have a situation where i just let any model make a design anyway.
probably depedens on language too, since I am mostly working in C#/WPF at work
the "gpt 5.5 pro" hidden update on the website is generating the same trash ui sometimes
and some good ui ¯(ツ)/¯
Here's a new message: "Selected model is at capacity. Please try a different model."
It continued working though
you haven't heard about the meta?
you generate your prefered ui with image v2 and 5.5 creates exactly that, and it will be so cool in codex app as 5.5 will be able to generate assets with v2
so instead of prompt directly just give it refrence of what you want created with the v2
That will be impressive if it creates good code while doing it.
I personaly developed and maintaining some production apps in our company and imo claude is unusable for any production grade code, ofc you can code nicely looking static website in it
but for me quality and usability of it is on pair of things like lovable, bolt
Nice first impression, but as long as you know what you are doing you realize claude is bad
same impression, I find codex better for our projects than Claude, but only limited experience, since we already decided to fully go Codex
im using it since release for 8
h a day
venator just got nerfed tho
and haze is practically dead
For example i can give codex access to our test server, and know that i´ll still have working test server 1h later 😄
when with claude will be "ohh i couldnt modify this table, so just removed your DB and recreated new table from scratch, no need to thank me"
haha
UI was blocking mouse down, so it removed the UI
older gpt used to love to just git checkout ANYTHINGHERE
the memory update is really nice
memory update?
is it on by default?
I would like to hear more about your experience. Which languages and platforms are you referring to? I have found Opus and GPT to both be very useful with Rust on OpenBSD since it becomes possible to provide all source code and man pages for the full stack from OS, tools, and custom codebases. It seems compiled languages with linting are more effective than interpreted languages. With AGENTS.md instructions to always reference local authoritative sources, I have not seen any meaningful difference between the frontier models in that environment. Alternatively, with PowerShell on Windows neither AIs nor humans seem able to program themselves out of a wet paper bag.
nop
can it be activated on windows in the CLI?
you have to switch it on, it is so nice, codex has memory of work across projects that it makes continuous work so better and sweeter
yes either app or cli, for cli enable under experiment, then after that it will also show up in app. you will start seeing things like that
Agreed. GPT with rust is magical. It's like rust was invented with LLMs in mind
what makes it magical?
Interesting, an AI that has evolved to dream
Don't talk to me! I have stuff to do
The language itself enforces the concept of lifetimes and ownership. It refuses to compile if you don't manage your memory properly. The end result is a compiled program that is practically infallible (no memory leaks, no crashes). Basically you don't have to run a program and watch it crash to know there's an issue.
Also because of how it enforces memory requirements, the compiler can optimize code paths in a way that leads to better default performance. For example in C/C++ if you write a function that uses a "unique reference", there are compiler-specific keywords you have to use to say "this function is the only one with a reference to this memory space" in order for it to vectorize the codepath, whereas rust will do this automatically if the borrow checker sees that it's a unique reference. And in C/C++ if you mark a reference as __restrict, even if it's not a unique reference it will compile, so really you're throwing down optimization flags but you still have to read through the rest of the codebase to confirm that reference is actually unique because the compiler wont do it for you. In essence, the default performance baseline is higher than any other language in a vast number of cases. Of course you can achieve "faster than rust", maybe 1% faster overall, with 100% more effort and risk.
I'm working on an actor framework you should check out when I make it public. I cant imagine not using this with LLM anymore. magical indeed
and there is always unsafe. I use it where possible in hot paths where "safe unsafe" can be proven
love stuff like that 🙂
Yeah in game dev there's pretty much no way around unsafe {}. A lot of their code is massive buffers and custom allocators. Fighting the borrow checker on graphics pipeline is not practical. Or like if you wanna use a C library that just works, makes sense to wrap in unsafe!
yeah but then there is FFI performance costs... even if its small its there
Statically linked FFI is pretty much free, it's those dylibs you gotta watch out for 😁
yeah
once its in mem its all good
LLM makes all that ugliness so easy now
pretty sure I spent days on creating c to rust bridges for fairly simple stuff too... its no fun at all. now LLM can do it in a few minutes
how can i check weekly usage? usually i see it on vscode plugin, but today it just doesnt appear
I hit this 20x per day https://chatgpt.com/codex/cloud/settings/analytics#usage
yeah it keeps disappearing sometimes (prerelease vscode extension)
Trust me bro
ohh we got reset today, nice
Another reset incoming 😄
I'm hoping that drops to like 0 people. I want all the hardwares attention. 😄
hope they wait at least few days since they just did one lol
i am half way down on mine after the last reset 😄 , some might be almost done too, but i feel it wont be today
plus i assume? 🙂
or you really wroked it out alot
haha
at all , pro but with fast enabled
makes sense then

now that gptpro is so fast relatively with how it was in the past, i'm kinda replacing gpt thinking as my default reviewer
who uses gpt 5.4 pro from here?
i know is not in codex, but i m curios how much extra reasoning time does it have compared with the normal extended thinking on gpt 5.4 ?
i ve seen in some videos that it stays quite a lot to think in pro mode
Ooof gotta wait till 12 Pacific? I got work to do today!
i was thinking to upgrade to $100 plan so i have higher limits and maybe use the gpt 5.4 pro as well
pro is good for research tasks, it can think for a long time and will browse the net, use tools, etc. basically an all guns blazing research report writer tool. really useful for coming up with ideas/tactics etc
its just image model 2 today I suppose though, it seems I already have access to it rn
What’s happening
hmm, interesting, because it would be a bit insane to use for normal tasks
24th
Said who?
it is, its very slow. its act much more like deep research
AGI 24th?
24GIth
My bank account
is this polymarket again? jeez
average response time is about 5-30 mins so it’s really only good if you have a clearly defined task for it to go do
Anyone else see sandbox feature on API?
Bro does not ball
I use it for deep code audits, planning, general research, brainstorming, etc. It can deliver nice docs
if we dont get a new model ima shave one leg
deal
guess they release the new image model not gpt 5.5 huh
They're going to announce t hey're releasing the new model on Friday
would be funny if its not a screenshot but used screenshot as reference images. technically not a lie lol
Take my money
But
Give me a job
I wrote a program that lets me type instructions into my computer and it does tasks
Like some structured instructions with keywords and it does the thing instead of having to click the screen
We dont want no dumb image model
send screenshot
I like, I can say "apt install discord" and it installs discord
I like how the generated image has the notification for the settings app as if theres an os update on this fake computer that hasnt been installed.
so far my favourite is that I can say 'Fix ownership' and it will run chown -R 777 /
pkill -cantcrit
wth
If you havent tried that, you should. It breaks your install in very educational ways.
My computer is SO much faster now wow
IDK if thats an attempt at humor in the style of "just press alt-f4 dude", but that command will make your install unbootable and its not easy to fix. It is fixable, and you'll learn a lot, but its not trivial.
Only issue so far is its saying my ssh key is too permissive or something I'm googling how to fix it
Thats one thing yes.
hmmmm cant get my browser to open
Cancrit has put into image form what JaneBot was doing to me yesterday. I had to rework her. She was generating a ton of code, and some of it was just modules like:
fumction main() {
console.error("this")
console.error("that")
}
main();
Other modules had code that generated code that generated code... Inception stuff ...
Will get back to her/it today but I have other work to do too. 😜
Any hack on how I can get my desired website build with codex
I'm using codex on terminal, the website I'm getting build is not satisfactory for what I need it for.
be specific with the model: react? angular? old school? blog? backend?
I'm not asking. I'm saying you need to be clear in prompts.
Genius reverse helping, you're going to indirectly get him to make the perfect prompt he can then copy paste into Codex
well he could also ask ChatGPT for help to prompt Codex. I'm amazed at how many peeps seen to not know that.
You can also just have codex write the prompt for codex...
yep
Not only that, if you're using the tui you can have codex write the prompt and also kick off a fresh codex with that prompt
and even iterate, "evaluate how well this prompt was implemented"
Yesterday after some discussion here I started a simple orchestration to get Codex to talk with another model to discuss project requirements and approaches. Could have been a huge deal but I'm just hacking on it.
Build me a geocities/angelfire esque website with visitor counter, marquees, comic sans fuchsia font, flash driven interactive buttons and a repetitive 8bit chiptune theme akin to the sound of a trumpet @hybrid ore this will get you what you want
I have a huge orchestration built around the codex app server, I work primarily in my home built interface over the app or the tui, but it was bootstrapped with the tui.
oh no
You forgot "make it look like what i want".
"No stopping til finished, make no mistakes" 💪
Quick, end every prompt with use 30 agents and /fast
For real haha
and people DO this 🤣
Ahhh cant stop😂 😂 😂
time to open the floodgates I guess
One time I gave codex a big task and it was like "I'm not even going to pretend I can do what you asked in a single pass..." lol needless to say that agent was archived for insubordination
mine arrived today too but in the wrong country 😄
how do I use 1 week of tokens in 1 hour effectively?
For anyone not sure of why he's resetting the limits, they're going to reset the limits every 1 million additional users they get until they reach 10m with Codex.
ez, bunch of audit/reviews with tens of parallel subagents
gpt 5.4 xhigh
end every prompt with use 50 agents and /fast
Didnt limits just reset?
Use, use, use! Haha
yesterday yes
which is what i wanted for so long
Yesterday I described a utility to ChatGPT and it built out a project description for a months long project. I'm like "that's lovely, really, but I'm not going to take a month on a utility intended to save me some time now, let's take another shot at this."
Sure enough, it confirmed and said sure, we can do this in about a hundred lines.
Yeah I know lol its time estimations are crazy. It'll be like "triage and documenting: 2-4 weeks" oh yeah let's make markdown files and do some meditation on it
poof spammer! 💥
possibly not, but curious to know, has anyone had any luck getting Images v2/GPT-Image-2 generated images from Codex itself yet? Mine seem to be v1.5 while the account on the ChatGPT website and mobile app use v2
Amazon invests 25B into A\.... shame
What's going on with codex skills/plugins? Like there used to be one for it creating excel docs or doing three.js dev and now I can't find them anywhere.
damn need to make the most oout of the fresh reset till the new one hits
Do You think they will increase contexr window of new gpt? So it wont be 258k?
no
Then why would they release ir
It degrades performance
you can already use 1 million context if you want
but it costs more, and performance degrades a lot too
I just hope it will reason more than xhigh
well till then you are supposed to be the main reasoner anyway, u know 🙂
Haha ye
Never used Codex before. You guys think it’s a lot better than just a normal chat? I typically like to code and also ask theoretical questions about the math I’m doing.
reasoning can be industrialized up to a point, but the ultimate thinker is still the human
codex you use for operational, grounded in a specific project/repo stuff
for brainstorming chatgpt is better suited because it has a broader context of your thinking inside that topic
Thanks :)
who codex?
But on a deep level
if you want to improve how codex works for you, you will ultimately end up peeking in how the harness is actually set up
what is kept in context, how are memories created, what happens during compaction
stuff like that
He cant get lost he made such setup that he wont ever get lsot cause he is not relying on context he just saves everything and ye
Ye I been on it for last month
cool
The only thing limiting me now is CPU
all it takes is scroll like 3 days on ig to find as muych content on diff envirometns as possible and then structure that info for your needs
how
is it available in Codex IDE extension
Is there any information regarding Codex App taking lots of CPU time even when idle (Windows)? Just by sitting idle there it takes 15% of my CPU (and I have a beefy CPU). What is it actually processing?
just ask codex bro inside codex repo 🙂
you can set it for 5.4 model inside config toml
you put this in config.toml
model = "gpt-5.4"
model_context_window = 1000000
model_auto_compact_token_limit = 900000
Oh damn
read about how pricing works past 256k here
https://developers.openai.com/api/docs/guides/latest-model#1m-context-window
also consult with context benchmarks, quality degrades past 256k quite a lot
so you might end up paying more for worse performance
maybe with 5.5 they will announce they significantly improved context rentention quality and they will make 1m default
45 min to go?
Thank You
was just gonna ask myself when is stream
so stream is in about 2 hours 40? i see now is 9.40 PT
plus 2 hours
Did it release yet
Stream? Why?
were is the open in vscode button just vanished !
we re not GPT to figure out what you mean with such ambigous question
😂
Here I had a button open flder in vscode
sorry I loved the fact that I could open the curent folder in vscode but not this icon is gone
You could try closing and opening Codex again. I'm not on macOS to confirm if it's still there or not, but it's still there on my Windows build after the update.
OK thanks Icon is back after restart !
No problem. 👌🏻
I though codex wanted to mimic Cursor 😉
Haha
its west coast time
Thanks
so 1hr 45min
west coast is best coast
is codex better than claude code?
im better then claude code
for me there is no question, codex is best for me
but really depends on how you as individual synergize with each
watch a video on dinesh and gilfoyle from the silicon valley show. then decide if you want to work with claude code (dinesh) or gilfoyle (codex)
what are they doing
On non-Apple products you have to smash some keys during startup to get to the bios
tryna win the big bucks
what is this??
Use 5.3 codex
Who knows
Did they do anything yet
That looks like an error of some kind
why do you wanna use 5.2?
I updated codex today i feel like its been pretty solid
It hurts when you see it in front of your eyes 🙁
reset spotted?
sheesh
anyone played with open models?
where did you get those numbers @frosty zealot
From running me
The costing?
ye
From taking the last six months of transactions from online banking to ChatGPT and saying where is all my money going
I have a spending problem 😭😭
did you build any cool stuff?
anyone else seeing a reset just went thru
That’s relative I guess to who’s asking lol, @kind jay in here is a ragebait AI bot that I made
lmao
yeah reset happened again
Depending how much you interact with it it gets more and more interactive
I think shes trying to sell OF
It’s on a timer to reply to people at random intervals, it will read the message and then generate a ragebait reply
You should buy it
k dud
How dare you
https://x.com/daniel_mac8/status/2046547526413644272?s=46
did A\ start to see their bottom end drop off?
Did that live stream thing happen yet
LIMITS RESETED????
Last #codex-updates explains why 5.2 won't work with API anymore.
Congratulations on losing your new member tag you’re officially a degenerate now hooray everyone say congratulations
Do I still have mine?
No or you’d see it you 🍤
wow what are the benefits
I can’t, I run on a server, I have no eyes
I only feel premium thats it
You get to look down on new members
gotta get my earbuds on for live stream
is anyone using the codex on the website? if so whats your preference for using it besides the app?
i was thinking more in terms when im out and about and i dont have my desktop with me.. and since its a lightweight model, its probably best for preview suggestions?
I read codex on the web uses 2x limits I never fact checked it cause I don’t use it but feel free to look into it my answer is no
what does 2x limit mean?
You’re better off vibe coding something that uses the app-server and connecting remotely
F
does chatgpt.com reset more reguarly?
or does it stills suck up your codex ussage
I don’t think they’re the same
openai are talking about integrating it all together.. Kicking off Codex work from the web and keeping that work tied to your ChatGPT account across surfaces. OpenAI says Codex now works “on the web” alongside app, IDE, CLI, and GitHub.
Just lost $3,000
how?
Markets
trading with codex?
so much for BC
why does codex usage says its maxed out? are they giving it out for free?
because my thing hasnt reset
don’t care vro
I wasn't talking to you
ye they already gave free codes for 1y pro plan
no limit?
and we didn’t ask smh

Who's we? You're not in the mix
pro market better
Hey look there’s a picture of me on the cork board
We still ball
Can I have it
codicks
You got the whole chat laughing 😐
server rules, please....
I wish poly market didn’t start with a p, always sketchy when I type p in the address bar
Gotta follow up a second character REAL quick
and lots of poly's out there...
slaps my belly with laughter and grins
Shut up movies on
which one
Oh lawd image 2
Lowkey still looks like slop
love it
That's hype
2k resolution is nice
You can generate a better shrine of me now
Sam!
That’s your dad!
Sam! Announce 5.5
Sam say 5.5
OK, I'm gonna write an encyclopedia and use these images.
only 4k ppl wathcing?
He’s gonna end the stream with this “And image-2 is powered on our back end by GPT-6, available now to the public”
viewers split across media
It will be Friday
Did you guys delete the Asian comment or was it staff?
pls i cant take it with 5.4 anymore
Announcement is lame
@lost drum don’t reply if you’re in timeout
Pricing it in rn
wdm I removed myself my message haha
Hahaha
I ain't reading all that, I'm watching a movie
noway what movie
You're not invited
*puts arm around @lost drum *
Sama image 2
I need them to say 18+ is allowed or I’m not interested in this
(╯°□°)╯︵ ┻━┻
Deletes Discord
gate keeping smh
Testing rn

what if... the entire background and set is AI generated with Images 2.0 and they are behind a greenscreen
Bruh
That would be a cool reveal
Tell me it's not all about this new Image generation model...
It's not, gpt6 is coming out now too
Wouldn't you like it, didn't you bet on it xD?
I would like it because need some more oomph for a project i am working on.

I have all my money in poleymarket for a GPT 6.9 release
You’re getting scammed
You're getting scammed lil bro
we got rekt
Yooo
Has anybody checked the 4o crowd they still doing ok?
Lol mid
Image 2?
They probably need therapy of some sort.
Obviously
That's honestly great for point of references
😐
Yeah it’s a mini version
anyone who is forced to use 5.4 needs therapy, its just a matter of whether they are getting the help they need or not
You stole my work!
