#codex-discussions

1 messages Β· Page 4 of 1

simple star
#

It has to mean that

summer iris
#

Has the new codex drop Sam mentioned happened yet?

ember venture
#

All I want is 5.3 on the api so I can use it at work

nimble terrace
#

time to upgrade to alpha 11

hushed storm
#

where is the mobile app, probably stuck in review

simple star
#

I might risk the upgrade to alpha... might give me access

main nimbus
nimble terrace
#

join us

simple star
#

Still nothing πŸ™

#

sad.jpg

cyan wing
ember venture
simple star
#

Sam, you cant do this. Telling us about auto-software, and then not give it to us

lean lark
#

Different topic: I just had an experience where a GH repo that was authorized for access to Codex was suddenly de-authorized. I found out when Codex was reporting a 403 from GH. I don't understand this at all. Either the DB at OpenAI or GH got corrupted, or there is a timer somewhere. GH security log does not show anything related.
Does this resonate with anyone here?

simple star
#

Different topic? Good luck with that πŸ˜„

green field
#

I LOVE CODEX

#

YEAH

main nimbus
summer iris
#

Wait, so this is less accurate than 5.3-codex on low?

honest saffron
#

its like flash models so yes they are built for speed and comes at a tradeoff

latent tiger
main nimbus
#

not to mention, direct API users lose out on subsidized credits.

hushed storm
summer iris
#

Does anyone ever use low reasoning? Like who is willing to trade it being wrong more often for it being wrong faster?

honest saffron
summer iris
#

okay, for subagents it makes sense

plucky halo
summer iris
#

Even in the CLI where I can hotkey a different model, I seldom do.

astral pine
summer iris
latent tiger
#

usually default to high ngl, its perf balance for me performance/speed

#

also we have infinite rate limits basically during the 2x promo till april 2 so i dont think using xhigh is a issue now

simple star
#

I have closed and re-opened codex 10 times in the last 10 minutes. I need to touch some grass.

hushed storm
toxic torrent
#

is spark, high?

honest saffron
astral pine
neon girder
plucky halo
hushed storm
hushed storm
boreal holly
nimble terrace
#

alright this is getting out of hand

plucky halo
boreal holly
simple star
#

Is Snake game the new "Hello World"?

plucky halo
simple star
#

I also use only xhigh

warped pine
#

only xhigh

summer iris
#

So codex is obviously moving towards something where you'll use xhigh in /plan mode and then spin off a bunch of -spark models to implement.

obtuse river
#

Copying Anthropic's homework as usual?

latent tiger
#

.100 official release

finite sorrel
#

Rollout will be slow and very capacity constrained.

neon girder
finite sorrel
#

codex -m gpt-5.3-codex-spark

latent tiger
#

anthropic getting cooked on all fronts, both open source competition and US private

toxic torrent
#

still waiting for the codex update to get pushed :'(

simple star
#

Aha! v0.100. That will do it. Installing. I know it. It has to work

neon girder
finite sorrel
#

🀞

torpid cargo
#

doesnt work yet...

neon girder
finite sorrel
#

ah fair enough, my apologies πŸ™‚

simple star
#

Damn, it didnt work

simple star
#

Somebody ban him

#

until I get it, please

plucky halo
#

@finite sorrel There was a recent commit that meant it doesn't matter what you put as the slug, it'll still work with the base model

neon girder
# finite sorrel ah fair enough, my apologies πŸ™‚
RUST_LOG='codex_api::sse::responses=trace' codex exec --sandbox read-only --model gpt-5.3-codex-spark 'ping' 2>&1 \           
    | grep -m1 'SSE event: {"type":"response.created"' \
    | sed 's/^.*SSE event: //' \
    | jq -r '.response.model'

this command will tell u the real model, u can periodically check to see if u have access :D

finite sorrel
#

tyvm

lean lark
#

Unrelated to current discussion: VSCode output window always getting messages like these:

[CodexMcpConnection] cli:} message= 
ERROR codex_core::rollout::recorder: Falling back on rollout system
WARN codex_core::state_db: state db record_discrepancy: list_threads_with_db_fallback, falling_back

"Request failed conversationId" / "Failed to resume conversation conversationId" : "no rollout found for thread id"

No clue what any of that is talking about yet.

plucky halo
#

Time to set up a terminal on a seperate monitor running:

while true; do RUST_LOG='codex_api::sse::responses=trace' codex exec --sandbox read-only --model gpt-5.3-codex-spark 'ping' 2>&1 | grep -m1 'SSE event: {"type":"response.created"' | sed 's/^.*SSE event: //' | jq -r '.response.model'; sleep 0.5; done

latent tiger
#

gonna burn your rate limits spamming your model checker

plucky halo
#

2x mate :p

latent tiger
#

tru

neon girder
plucky halo
#

Imagine - it finally switches and then I've used up the weekly limit

plucky halo
simple star
#

✨ is the new πŸ“

chrome raven
#

codex -m gpt-5.3-codex-spark

neon girder
plucky halo
#

codex -m gpt-5.3-codex-you-can-put-anything-here-and-itll-still-respond

simple star
warped pine
#

uhh is that expected for "ping" ?

#

5.3-codex routed to 5.2

lean lark
#

Codex in VSCode suddenly really adamant about not working. Error messages are useless "submit failed" :

[error] [Composer] submit failed cwd=/opt/codex/repo/my_repo error={} followUp=local mode=local

simple star
#

Ok, I think I need to do a Pull Request and fix this, because it is kinda laughable πŸ˜„

warped pine
latent tiger
#

gpt 6

plucky halo
#

He doesn't even need to type a prompt. gpt-6 just knows

#

You open your computer and everythings there

neon girder
#

gpt-6.7 when

simple star
lean lark
#

Cyber verification is very simple, get picture of ID and then of yourself to verify that you're the person on the ID. Invasive, but they think you're working on security, so required.

warped pine
#

yes im working with security stuff but that's weird anyway

#

i thought it would redirect only specific prompts

neon girder
#

once ur account is flagged, its over

#

(for a while anyway)

warped pine
#

(and also 5.2 isn't really less capable than 5.3-codex, and in some cases even more capable, so this redirect is weird)

plucky halo
warped pine
#

i wish i had my passport with me atm πŸ™‚

feral elk
#

anyone see the new model ?

frosty zealot
#

What is this spark thing

neon girder
simple star
#

I am afraid of the model they will release on April 1st... They have the potential to enrage the whole internet

#

That is too much power for one company

frosty zealot
#

Is it just a faster version? Im just wondering what it does different, like what does 'spark' mean

wide schooner
lean lark
neon girder
#

less capable tho

frosty zealot
#

Oh ok

#

So its essentially a Gemini-3-flash versus gemini-3-pro

neon girder
lean lark
#

Initially the impression I got was that "spark" was somehow tied to games/graphics. πŸ€·β€β™‚οΈ

drifting granite
#

Hmmm I’m in on a pro subscription and on v0.100 and I don’t see the model I’m assuming it’s being rolled out?

simple star
#

@drifting granite Get in the queue. I saw it first. Dont cut the line. Or you might get biten.

frosty zealot
#

They seen my crocs and jean shorts and moved me to the front of the line

drifting granite
#

Honestly I have a great use case for my agents with spark. Effectively a middle man agent for summarizing long tool usage (obv not read)

feral elk
#

I found it

lean lark
#

☝️ "10" 🀣

ivory zodiac
#

you gotta wwait for summe 26 for gpt 10 obviously

feral elk
#

this kind of annoy, I am seeing X new and pull the latest binary and nothing happend πŸ™

ivory zodiac
#

you can set the model on plus too

codex -m gpt-5.2-codex-spark

#

but i'm quite sure its not working

feral elk
#

I prefered to use gpt-10

ivory zodiac
#

oh is that how you did it

#

i thought you bananad it

#

lmao

#

wp

feral elk
#

codex -m gpt-10-codex-spark
we can unlock any model we want

plucky halo
#

Hey - I made this for you. It can materially improve ui from Codex. Explain what you want clearly and the style and you'll get great results.
It creates an image first - tries to build the ui to match that image and does another pass to check parity

#

Helps if I link to it

hushed storm
neon girder
lean lark
#

For better or worse, they're not getting the ID.. It's a third-party that just confirms to their client that we've been verified.

glass furnace
lean lark
#

I don't want to go off-topic but that makes no sense. If your beef is with OAI and they don't get info, then there's no issue. If your beef is with security in general in today's world, then we're completely in agreement. But for now we need to do what's required to get what we want.

ivory zodiac
#

my beef is with you actually

plucky halo
#

@versed fjord

hushed storm
simple star
#

@plucky halo in frontend, we are not still there πŸ˜›

neon girder
plucky halo
#

It's a step up from the white on navy default haha.

hushed storm
neon girder
plucky halo
hushed storm
plucky halo
#

Anyway, i think we're veering off topic!

#

GUYS

#

It's go time

neon girder
plucky halo
#

Snake game literally in 7 seconds

simple star
#

One more enemy

plucky halo
#

See you guys later!

simple star
#

you never played snake? πŸ˜„

ivory zodiac
#

all the plebs are talking about snake games

but here's the real unlock

#

(jk about the pleb thing LOL)

plucky halo
#

Woah

neon girder
#

mfw neither of my two pro accounts have it

ivory zodiac
#

totally joking lmao

#

but hold up

#

catching strays for no damn reason 😡

plucky halo
#

I hope spark can dry up my tears

simple star
ivory zodiac
#

nah lmao

#

i just didnt want him to actually get offended lol

#

this is the unlock.

#

the smartest models provide the clearly outlined implementation plan broken down into individual tasks

#

you dont need the smartest model to implement

#

only to plan.

#

spark will kick butt at this

simple star
#

We might be getting way too spoiled, you know? I have been trying to fix the bug of ⁨codex -m gpt-7⁩ and it's taking more then 10 seconds, and Im getting annoyed 🀣

boreal holly
#

"make app pls"
"continue"
"continue"
"app no work"
"pls make app work"

#

That is the future of AI

neon girder
#

make no mistakes

simple star
#

future? This is me daily

toxic torrent
#

still no codex app update

plucky halo
#

Nope - just shows as 'custom'

ivory zodiac
#

πŸ˜‚

#

i think you got into my clipboard somehow

vestal monolith
#

AYYO anyone has access to spark yet?

ivory zodiac
#

everyone on pro has it

neon girder
#

i just got it

warped pine
#

yep

vestal monolith
#

i'm on pro plan, updated codex mac app + codex cli

warped pine
#

got it

vestal monolith
#

WHERE THO

#

i cant find it

ivory zodiac
neon girder
#

rolling out

simple star
vestal monolith
ivory zodiac
#

codex -m gpt-5.3-codex-spark

#

might work

neon girder
#

5.3

ivory zodiac
#

yeah my bad

plucky halo
ivory zodiac
#

nah that's weird

finite sorrel
#

oo

simple star
#

GOT IT!

#

See you next week fellas

ivory zodiac
#

here's the other thing no one is talking about.

simple star
hushed storm
finite sorrel
#

yep

ivory zodiac
#

the benchmarks are lower yeah? but you know what we dont see? a mini model

#

if this is a replacement for mini...

vestal monolith
#

ow i still don't have it

hushed storm
vestal monolith
#

rekt

#

skill issue

hushed storm
ivory zodiac
#

if this is a replacement for mini, at the same price, its literally amazing.

#

idk if it is tho

hushed storm
ivory zodiac
#

gotta see the price

#

probably not

hushed storm
#

I am surprised cerebras even has enough capacity for all codex pro users

simple star
hushed storm
simple star
#

@hushed storm That command gives the impression that it is working, even if you dont have access to the model

#

(im writing a PR to fix it)

simple star
#

(I am writing == Codex is writing)

vestal monolith
ivory zodiac
simple star
#

@vestal monolith skill issue, so they say

hushed storm
hushed storm
simple star
#

@hushed storm the welcome box shows that model being used, even if not accessible

#

@hushed storm Yes, they do. I already got one accepted months ago

cyan wing
#

I've got it πŸ‘€

vestal monolith
#

senpai pls help T.T

chrome raven
#

seperate rate limit for spark

ivory zodiac
#

how generous tho

simple star
#

Curious

ivory zodiac
#

go burn all ur usage for us

#

for science

simple star
#

People be opening Github issues to get access

chrome raven
#

even very fast on xhigh damn

balmy acorn
#

So is spark a new model. Is it a dumb model. For the sake of being thst fast? If so why use it?

hushed storm
#

that why you use it

balmy acorn
#

Why wpuld I use speed if its gonna ruin all my code.

hushed storm
chrome raven
simple star
#

HOLY F this is fast! O_o!

thin thistle
#

spark is out!

cyan wing
plucky halo
#

The need for speed

hushed storm
simple star
#

Codex is literally taking more time on reading files, than on inference

#

My hard drive has become the bottleneck o_O

chrome raven
balmy acorn
#

Idk if yall coders or not but. I dont think you guys realize that if it produces more errors in the codebase because its speed over detail. That just gives me even more work to go back and debugg

chrome raven
frosty zealot
#

Anybody have access to this model?

cyan wing
simple star
#

@frosty zealot All the pro users have access now. It is 100% rolled out

frosty zealot
#

I feel like smoke testing with mcp's with spark will be sweet

ivory zodiac
#

it doesn't always follow

chrome raven
balmy acorn
potent mason
#

Wow codex-spark this is going to be insane

#

Has anyone tried the quality of it?

thin thistle
#

not good, cant make flappy bird w medium in one shot

potent mason
#

What about the pricing?

balmy acorn
#

Why your doing medium level reasoning

thin thistle
potent mason
#

huh I get it in the cli but not the desktop app

drifting granite
#

wow its so fast.

#

using it in the cli is like holy moly

#

im running the ol' make pacman test on it.

astral pine
#

Let's go!

plucky halo
#

Update is out for Codex Mac App

chrome raven
toxic torrent
#

Hell yeah lets go

frosty zealot
#

I picked the right time to hop over from Claude

#

OpenAI be cookin

#

they're always anime profile pics

#

No offences @chrome raven you seem pretty normal πŸ˜›

drifting granite
#

Ooof the Pacman test was rough lol

#

Didn't one shot it, and broken gameplay. thats okay def isn't the main use case.

drifting granite
#

Yes, on Spark.

#

I had to tell it not to use the existing codebase from other models lol

vestal monolith
plucky halo
#

@vestal monolith

vestal monolith
#

DAMN got it

#

time to go BRRR with opencode OmO

simple star
#

v0.101 already out o_O

#

Do this people ever rest??

vestal monolith
#

switching all my subagents to spark rn

vestal monolith
frosty zealot
#

https://github.com/PanicIsReal/codex-webstrap

I created a wrapper for the MacOS desktop client, it lets you run Codex App in your web browser, I made it cause I'm usually remote from my machine quite a bit, and didnt want to use the CLI cause of the creature comforts of the app, this solves that problem for me.

balmy acorn
#

it not having image support sucks alot

scenic umbra
#

"Did you try GPT-5.3-Codex-Spark yet?" lmao they really think it's that easy to try $200 + chance it actually rolls out to you

chrome raven
stoic zenith
scenic umbra
simple star
#

πŸ˜„

#

do eeet

scenic umbra
#

In theory it pays for itself in a couple hours ig

stoic zenith
#

It has a problem right now... it’s really slow

scenic umbra
#

Really?

#

I think it's running on special hardware, maybe they need to scale it up more

blissful basin
#

it... is.... fast...

stoic zenith
#

thinking for like 5 min

scenic umbra
#

lol

stoic zenith
#

and do nothing

cedar bear
#

WHat exactly is Spark?

simple star
#

Fellas... I am seeing the "Context used %" dropping... like a rocket losing fuel

scenic umbra
#

What if you give it a real coding prompt?

simple star
#

It can drop 3% in-between eye blink

stoic zenith
#

i gave

drifting granite
#

its only 128k

ivory zodiac
#

its 128k

simple star
#

@cedar bear It is codex going BRRRR

scenic umbra
#

Yeah I think it only has 128k

#

128k in 2026 is insanely low lol

cedar bear
stoic zenith
#

after I stop it i want it to run again.

balmy acorn
#

its 122k context window

simple star
#

@cedar bear Depends what you mean with "Better". It is definitely faster. DEFINITELY

scenic umbra
#

Will be interesting to find out if the quality is similar for most common stuff

buoyant oxide
#

what's the difference between Codex and normal GPT?

stoic zenith
#

codex for code

scenic umbra
#

Codex is specifically for coding and terminal usage

stoic zenith
#

i think the main difference is that codex can control your computer.

buoyant oxide
#

I often want GPT to look at a couple source files but not specifically from a repo

stoic zenith
#

by using terminal

#

yea

buoyant oxide
#

idk how to do that

scenic umbra
#

You can do that with Codex

#

You can give it access to a folder on your computer

buoyant oxide
#

oh really?

scenic umbra
#

yeah

buoyant oxide
#

can you do that on the free mode? lol

scenic umbra
#

yes

stoic zenith
#

yes

#

but only this month

scenic umbra
#

I also got Plus for free this month

cedar bear
stoic zenith
#

both

scenic umbra
stoic zenith
#

codex app just a GUI, maybe makes you feel better.

scenic umbra
#

yeah

cedar bear
scenic umbra
stoic zenith
#

you can, by using git

scenic umbra
#

Codex app is much nicer than the terminal version imo

cedar bear
scenic umbra
cedar bear
scenic umbra
stoic zenith
#

true

potent mason
#

We need some benchmarks and specs on spark

buoyant oxide
#

Would Codex respect my GPT instructions on how to format the code or you have to re-enter them?

potent mason
#

Freaking 100% context filled up so fast

scenic umbra
potent mason
#

Ah I see why it has a 122k context

stoic zenith
buoyant oxide
#

mhh yes to re-enter them or it will respect them?

hoary turtle
#

Is the codex 5.3 spark only in CLI ?

stoic zenith
#

both

hoary turtle
#

CLI and IDE ?

stoic zenith
#

in cli and app

hoary turtle
stoic zenith
neon girder
#

rate limits are quite low compared to normal 5.3-codex ngl

stoic zenith
worthy crest
#

i tested..... 5.3 works better for me

ivory zodiac
worthy crest
#

i did some code... not working. fallback to 5.3 and it see what was the bug.

hoary turtle
#

So if i switch to my pro account, it'll be there?

stoic zenith
hoary turtle
stoic zenith
#

i dont really use extension so not really sure

drifting granite
#

fwiw this model is not for coding.

#

Idk why they advertised it. It should be for using/interpretting agent tools.

gilded galleon
#

I am also mildly disappointed so far , really strange , also on xhigh

buoyant oxide
#

oh it's editing my files?

chrome raven
stoic zenith
drifting granite
#

It's got some valid use cases, but if your expecting workable code then you will be dissapointed.

stoic zenith
#

mainly because the performance is not actually better. if it is just simply faster, I do not know what scenarios it would be suitable for.

balmy acorn
#

thats what i thoguth

vast geode
#

Because I don't have it. ?

potent mason
hoary turtle
wide schooner
#

i dont have spark in my cli bruh

stoic zenith
wide schooner
frosty zealot
#

Is github intermitently lagging out again

neon girder
#

honestly the model is good for what it is: a proof of concept of the speed the openai/cerebras collaboration can achieve. and it would be very useful for a lot of things, but the rate limits are just too low right now.

potent mason
vast geode
potent mason
#

Yeap only pro plan for now

hoary turtle
stoic zenith
balmy acorn
#

yea no timpressed with spark...

#

sure its fast but im getting more errors in my code than with normal codex

hoary turtle
stoic zenith
#

actually I quite enjoy the slow speed, because i can spend the time on other things

balmy acorn
#

yea. all of these people that want these models to go super fast shows they have no idea what they are doing

tame magnet
#

is codex spark as good as normal 5.3 codex but just faster ?

balmy acorn
#

it is not better

plucky halo
#

@simple star How about now? I've pushed an update to the skill :p

gusty basalt
#

Darn, from the video in the X post in #codex-updates I was getting the vibe it was better

#

But I guess not

simple star
#

me? what?

stoic zenith
balmy acorn
#

^^^^

\

tame magnet
#

ok ahah yeah f it

last stream
#

coooking with spark

hoary turtle
balmy acorn
#

bascially its codex 5.3 mini with a new word attached to it

plucky halo
#

Genuinely works weel

#

better than my typing anyway

chrome raven
#

so with good frontend skill codex is good at frontend

balmy acorn
#

gpt 5.3 codex x-high built me a pokemon game.... that works

chrome raven
glass furnace
#

geez ths context window is killing me lol

#

does it not auto compact?

hushed storm
glass furnace
#

it isn't for me. i keep having to compact myself lo

chrome raven
glass furnace
#

cli

chrome raven
tranquil hare
lean lark
#

Apologizing to OpenAI for saying there were no release notes for Codex.
https://developers.openai.com/codex/changelog
I've been having a lot of issues with fast updates from 0.98/99/100/101. (mostly with stale thread entries)
I hope things level off.

glass furnace
#

ahhh i changed my model auto compact in the config in the past, so my threshold was higher than the new context limit lol

main nimbus
glass furnace
#

Oh it was lmao

wide schooner
#

making a bootable os with ui from scratch ate 3% of my weekly quota, outrageous

simple star
#

Im compacting context like a madman

wide schooner
torpid trout
#

so this -spark... one only gets it if is a special snowflake? Or how does it work? πŸ˜„

#

Since it is not available in the /model command even on 0.101

wide schooner
torpid trout
#

yeah, i saw that, but... still, its only on twitter, not in the real world for me

main nimbus
#

And apparently some API customers

torpid trout
#

Ah I see.
Anyway, does not seem very promising anyway lol - fast but more nothing useful I guess.

plucky halo
eternal spade
#

You can just build thingsβ€”faster... sometimes... sometimes I just fail at doing anything at all πŸ“£

stoic zenith
#

i do believe they have gpt-5.3-codex-max here

hollow stirrup
#

Any word from the OAI team on 5.3 for API users?

main nimbus
plucky halo
torpid trout
# plucky halo

Guess what, look at the background... this app is totally unrelated, monitors a btc node, made with guess what. It clearly is not creative lolol
In a few months we will not only be able to tell AI code by reading the code but by looking at the UI

#

So in other words that skill is meaningless, and GPT 5.3 has a very strong opionion on design ahahah

eternal spade
ivory zodiac
plucky halo
gilded galleon
#

the pelican benchmark spark vs regular

torpid trout
#

"create an app for monitoring my BTC node, design is up to you, framework too"

wide schooner
#

1 prompt btw

torpid trout
#

No idea what you mean by the utter cockwomble - literally in this channel you cant talk bad, so, no idea what the f you mean πŸ˜‰

ivory zodiac
#

base 5.3 isn't great a creativity, why would the smaller version be better?

wide schooner
#

bootable os

ivory zodiac
#

use claude for ui

#

simple

wide schooner
ivory zodiac
#

kimi as well

wide schooner
#

also opus cant 1-prompt a bootable OS like codex just did

ivory zodiac
#

minimax 2.5 looking solid too

simple star
#

Apparently there will be Codex App for Windows tomorrow (for some)

ivory zodiac
#

that news is so 2 hours ago bro

#

keep up

#

okay maybe just 1 πŸ˜‚

simple star
#

I. CANT. KEEP. UP.

#

Jesus, this is madness, really

ivory zodiac
#

honestly

#

they released all kinds of stuff today and the algo wont even let you see it all

simple star
#

I was gonna say the Codex people must be doing drugs, to be able to release this fast. But I am starting to believe they are all bots.

#

This speed of development is just incredible

tranquil hare
torpid trout
#

When you see how projects like Grafana have AGENTS.md in the git repo, I am not surprised if the entire codex is created with codex/gpt

plucky halo
#

@torpid trout Mine was quite different. This skill isn't just about "creative olololol" - it ensures WCAG 2.2 AA standards are respected. That there is always a mobile-friendly version.
I made it to support someone else. If it doesn't work for you, that's absolutely fine. But you don't need to be so caustic

elfin summit
#

gemini3pro for UI

#

i think

ivory zodiac
#

lets be real, its all slop

scenic umbra
#

Do you guys think spark will eventually come to the Plus plan?

ivory zodiac
#

doesn't make it bad though

supple perch
ivory zodiac
#

6 months ago it couldn't do any of this

elfin summit
torpid trout
ivory zodiac
#

all of it lol

simple star
#

The next big barrier for models is getting good at UI

elfin summit
ivory zodiac
#

you can always tell. some better than others

simple star
#

@elfin summit they are "meh"

elfin summit
#

but not for vibe coders

scenic umbra
elfin summit
#

You can use gemini3pro to plan your UI visually, then turn them into assets, and implement the UI with codex5.3

simple star
#

@scenic umbra Eventually, yes

supple perch
scenic umbra
simple star
#

Gemini3 is better at UI, but also not that great. A true understanding of aesthetic and UX is not quite there

plucky halo
#

@torpid trout
The entire way you phrased that was meant to belittle and put down. For literally no reason. Someone was trying to help someone that was struggling with Codex's UI skills. And you first thought was "fc this guy - I'll try to make feel as little as possible"

ahahah lolol guess what

torpid trout
plucky halo
#

That's completely different to "I don't think your skill.md is doing what you're intending. I got the exact same background"

#

Hope you can see the difference and that you have a lovely day πŸ™‚

ivory zodiac
#

you were being a bit of a negative nancy

#

go back, read for yourself

plucky halo
#

Let's not be Debbie Downers @torpid trout - let's be friends

elfin summit
#

but you gotta be the judge

torpid trout
#

Yeah, I see, no one likes to hear how their creative creation is not so creative after all.
But... all good man. No probs, was just a background being 1:1 identical - what a coincidence πŸ˜„

ivory zodiac
#

what a 🀑 he never said it was creative. he was trying to help the guy get better outcomes.

#

which is true

#

you can guide the model to better outcomes.

#

does that bother you?

#

his UI looks WAY better than yours

#

maybe its a skill issue

plucky halo
ivory zodiac
#

πŸ€·β€β™‚οΈ

torpid trout
#

jesus effing c
Anonymity? You are the guys hiding behind cryptic names lol

ivory zodiac
#

one of you was trying to help someone

plucky halo
#

And Montgomery alone

torpid trout
#

Cool. Do you want to go on on the topic which for me was closed about 20 minutes ago?

ivory zodiac
#

just do better

#

we're all here to learn

#

have some personal accountability

plucky halo
#

More than happy to

ivory zodiac
#

DAMN IT MONTGOMERY

#

anyway its all love

#

codex released soemthing else today too

#

new sandbox toys

main nimbus
#

they just can’t stop shipping

astral pine
#

Anyone try spark with playwright? is it any good at browser?

ivory zodiac
#

agent browser better imo

#

its a variant of pw

astral pine
ivory zodiac
#

what trouble

cyan wing
# ivory zodiac

so can i use this on Windows? or do I still need to WSL + bubblewrap?

astral pine
# ivory zodiac what trouble

I gave it its own chrome profile and had it starting in non-headless mode and connecting via CDP, but the daemons always down and the agents like always trying to reinstall chromium. It’s a nightmare.

ivory zodiac
#

it should

proud kraken
#

is it just me or does spark end up in an infinite loop of read until it fills context, compact, read until it fills context, compact, ...

ivory zodiac
astral pine
ivory zodiac
#

that sucks. there's another one you can try

#

okay well 2

#

first of all, google's computer use model is badass.

astral pine
wide schooner
ivory zodiac
#

and?

astral pine
#

I even sometimes have codex drive claude extension and do it that way i just only have $20 claude plan

ivory zodiac
#

i dont think its even flash. its its own model, and its very good

#

a bit token hungry and slower

#

it does everything step by step by step

#

i use it to automate all kinds of things that dont have apis

wide schooner
#

lol its not selectable but its usable?

ivory zodiac
#

it wont work

wide schooner
misty bough
#

Good Afternoon I currently Host my Website on my Game Servers Dedicated Machine and I am updating it manually by Sudo Nano into it from my Terminal. I know there has to be an easier way using codex > Vscode > Github to update the website Can anyone advise me on how I can do this?

astral pine
wide schooner
#

what if spark is a myth

ivory zodiac
#

it still uses playwright

#

i do it through a script

wide schooner
ivory zodiac
#

just ask codex to help you build a script

wide schooner
#

BRO ID RATHER EVEN MISTRAL

#

🀣

astral pine
ivory zodiac
#

yeah try it. hopefully playwright behaves a little better this way

astral pine
ivory zodiac
#

its 4 months old

#

are you 12?

ivory zodiac
#

you can use browserbase too

#

if playwright doesn't work for you

#

You wanna prompt it just like you do a normal LLM. I'll show you a sample.

plucky halo
ivory zodiac
#

lol no the model itself is from oct 25 but the tool i shared was released relatively recently

#

it doesn't matter, its not rocket science

#

the model doesn't need to be SOTA to click mouse button and scroll

frosty zealot
#

Why people don’t just use chrome devtools mcp is beyond me

ivory zodiac
#

same reason he can click mouse and scroll

#

you dont need to be that smart πŸ˜‚

astral pine
# ivory zodiac you can use browserbase too

ill give them all a try lol. i know playwright cli came out a few days ago too i havent tried that yet either... they're likely all the same base code just different ways of doing the commands. i see gemini in that blog post about computer use links to browser base: https://gemini.browserbase.com/ so they're likely all very similar in approach.

ivory zodiac
#

got em.

#

I have a script that automates ad scheduling for me, it iterates over a list of dates.

astral pine
ivory zodiac
#

I prompt it just like this

Objective: Check for login, find the first 'earn' ad for the current month, and reserve it.\n\nVariables:\n* [CURRENT_MONTH]: The full name of the current month (e.g., "November")\n* Task Steps ---\n\n1. Check Login & Navigate\nOnce the initial page loads, check if it is the login screen.\n* IF it is the login screen: Pause for user email input, then pause for user password input. Once the user submits and the main landing page loads, proceed to Step 2.\n* ELSE (if already logged in): Proceed directly to Step 2.\n\n2. Main Landing Page: Find Placement\nOn the main landing page:\n1. Type 'earn' into the top-most search textbox and submit.

#

test your workflows to make sure they work right and they are pretty much set and forget from there

boreal holly
ivory zodiac
#

oh yeah dude. i'm experimenting with some stuff now

#

i just had codex run through an entire checklist of tests

#

it failed miserably

#

πŸ˜‚

#

but claude did a pretty okay job. just doing UI/ UX stuff

#

login, listing, delete post, etc. Just all the tedious stuff you gotta do before you push to prod

wide schooner
#

glm sucks js tested parsing a pdf into html, glm didnt even make a proper table

#

codex nailed 1st try

boreal holly
# ivory zodiac login, listing, delete post, etc. Just all the tedious stuff you gotta do before...

Yeah stuff like "when I log out and log back in it doesn't clear the token". Or my favorite is "now that we have this domain locked down, and synchronization for everything here works perfectly and proven with tests, let's sweep through the other domains and match controller and view behavior, confirm with tests" like it's doing right now. And then you fire up the app and it works flawlessly πŸ€“

ivory zodiac
#

love that

#

using cursor?

fallen kettle
#

If you’re looking for a good way to control browsers, I’ve spent a bunch of time trying to squeeze all the extra perf and capabilities out of Chrome here: https://github.com/btraut/browser-bridge

ivory zodiac
#

neat

boreal holly
# ivory zodiac using cursor?

Codex app + Zed. Sometimes Sublime instead of Zed because the language servers compete with Codex (locking cargo build dir)

astral pine
fallen kettle
high girder
# astral pine Any chance your developing it from windows?

for something like this, you could run this in wsl if you're unsure, but 99% of that has a windows version of it, so the only real issue you need to look out for is powershell vs bash differences. Tell codex to run it on windows and you'll be fine

lavish dawn
#

I even got the raspberry pi

latent tiger
lavish dawn
#

how lucky πŸŽ‰

latent tiger
# latent tiger

DeepSeek definitely about to drop a banger in a few days lol

high girder
#

Holy crap I got the codex merch email.

ivory zodiac
#

i didnt get jack πŸ™

#

πŸ’”

latent tiger
#

Me neither rip

plucky halo
#

ditto πŸ™

latent tiger
#

Just going to print my own codex logo on a hoodie tho

#

No one will know

high girder
#

I'm more interested in that raspberry pi 5 codex kit

lean lark
#

Have spent most of my time today trying to recover from Codex / Codex CLI updates. Lots of different errors reported in VSCode output window. Time in GH Issues, config files, logs. Real cluster.... of a time waster. πŸ‘Ώ

frosty zealot
#

https://www.npmjs.com/package/codex-webstrapper I made a wrapper for the Codex app that 1:1's it in the browser just fyi put it on npm for quick install & run (requires a mac at the moment because it needs the electron app running for it to work) bun install -g codex-webstrapper@0.1.5

#

My spark usage like hasnt moved at all, anybody have an idea what the usage is like compared to regular 5.3?

cyan wing
high girder
#

I probably did it in about 15-20 minutes, but I also made it harder for myself because I thought it was specifically for the codex app, so I was trying it from the windows port I did. It still made the skill and got me there, but it was just a lot of effort that didn't need to be spent because I didn't pay enough attention

thin sorrel
#

I got mine too, registered after like 50 minutes

frosty zealot
#

is it too late to sign up?

ivory zodiac
#

i must have just missed it

#

brb just going to take a long walk off a short pier

frosty zealot
high girder
mellow echo
#

anyone else having issues with 5.3-codex being utterly incompetent compared to 5.2-codex?

mellow echo
#

Thanks! If that were the case, I'd probably be less annoyed πŸ˜„ 5.2 actually worked very reliably compared to this

main nimbus
#

I JUST GOT THE MERCH EMAIL BROOO

cyan wing
#

SAMEEE!! thank you @chrome raven ❀️

glacial agate
#

❀️ u codex

lean lark
#

I wonder if they're going to put up an easter egg and offer merch to Windows/Linux users. πŸ˜‰

glacial agate
#

me 3

high girder
glacial agate
scenic umbra
#

πŸ‘€ I got the email!

glacial agate
#

i failed to put my codex email in soo i got basic

#

but shiii cant be mad πŸ˜„

scenic umbra
#

I got Core Kit, I don’t think the email you put matters, it’s random

glacial agate
#

if i took a super wild guess, or i designed it id given top gifts to power users

#

just didnt think of it at the time and didnt want to put in multiple under the same name and get removed XD

scenic umbra
#

Do you think the order number is actually in order of who completed it fastest?

cyan wing
#

πŸ˜‹ πŸ˜‹ πŸ˜‹

scenic umbra
#

What does it actually do? lol

glacial agate
lean lark
scenic umbra
#

Does it just launch the Codex app?

lean lark
#

Oh wait - @high girder ported... nvm

#

I'll revise my statement - I wonder if they'll offer to Windows/Linux users ... who don't do a custom port of the app.

scenic umbra
#

I assume you’ll be able to program the macro key to do whatever

high girder
#

I'm pretty sure you could do it from the CLI or vsc extension. It was a skill setup

glacial agate
scenic umbra
#

I can’t be bothered reaching down to turn on my PC lol

glacial agate
main nimbus
#

I wonder if it was really the first 1k people or there was more

#

my order number says I'm either one of the first 100 or they let a LOT more people in.

balmy acorn
#

So I was right it is a smaller model. Lolol yea not gonna use this

glacial agate
main nimbus
main nimbus
wintry crypt
wintry crypt
glacial agate
scenic umbra
#

Probably something similar to that yeah

wintry crypt
#

lol

tall harbor
stone aspen
#

yuy shipment mail :D

ivory zodiac
rapid patio
#

why is codex so dumb now? two days ago it did everything i asked it to do, and now i told it to fix a problem in my python code, and it broke more things

ivory zodiac
#

they say AI is a mirror

#

H O L Y

rapid patio
stone aspen
#

I can finally wear clothes again after I receive the kit

balmy acorn
ivory zodiac
bright swift
#

😎

ivory zodiac
#

UGH i'm jelous

#

i have a pi 5 so whatever but i want a codex version

bright swift
#

I was sure i missed the first 1000 window, pretty surprised to see this now

ivory zodiac
#

so jealous i cant even spell apparently

#

how many digits is your order number

#

i suspect they ended up blessing a lot more than 1000 ppl

bright swift
#

29xxx

#

But probably other orders in there if i'd take a guess

ivory zodiac
#

same

#

29xxx

bright swift
#

Apparently there was another hidden layer if you won that minigame, but i only gave it a half hearted try πŸ˜„

wintry crypt
bright swift
#

skill

glacial agate
bright swift
#

I remember i felt pretty smart for stopping and zooming in. Then after i submitted, i saw all the codex' team not so subtle tweets about it that i hadnt seen and lost my confidence πŸ˜„

glacial agate
#

it shall go in the stack with the supreme stickers XD

tall harbor
nimble terrace
#

this is sick

ivory zodiac
#

lets freaking go

nimble terrace
#

this is for the first 1k people right?

main nimbus
nimble terrace
#

im probably going to forget about it because it ships in 4-6 weeks

#

it'll like fall out of my mind

#

then when the package comes in i'll be confused asf LOL

balmy acorn
nimble terrace
#

LMFAO i'll be so upset

#

im in the UK too and with the royal mail that damn well might happen

#

you might've just spoke it into existence

#

gonna pray that doesnt happen lol

urban falcon
#

I want to use codex with Minecraft modding just to see what it can do, can it recognize and use classes by itself or do you have to give it the name?

main nimbus
lean lark
#

@urban falcon Give it links to the library that you want to use: Paper, Spigot, etc. Also tell it the versions you're using so that it uses the right libs for all the right classes. (as you might be able to tell from my picture here, I'm kinda into Minecraft too.)

#

Oh, you said modding and I was talking about plugins ... you know what I mean. 😜

willow brook
#

algun codigo

#

xd

#

xd

#

xd

#

xd

#

xd

#

xd

languid perch
#

Does anyone else have problems with codex(browser) with loading and lag? Any suggestions?

potent mason
#

Is there something like a reject list in Codex? I don't want it to ever read my .env

loud dragon
#

Managed to get mine too

ivory zodiac
#

they i suspect they let in way more than 1000 people

potent mason
loud dragon
#

First 1000 got it

potent mason
#

Ah well it's way too late for that xd

jaunty talon
#

seems like way more than 1000 got it

lean lark
#

hehe - I tried to install to Linux with v0.101.0, it's not in the curated list. πŸ₯Ή

lean lark
stray swift
drifting granite
#

Found a fun use case for Spark

#

I’m having a hook output from my server to a endpoint on my Mac, which then summarizes Codex’s response for me using Spark and a local tts model plays it.

stray swift
drifting granite
#

Oo when did they send out the email?

stray swift
drifting granite
#

Dang not seeing it, I filled it out during the Super Bowl. Maybe I’ll get a suprise later lol

near gorge
#

sadge, maybe i redeemed merch too late

unreal parcel
#

is it just me or the TUI is super slow when typing now since 0.101 (if the terminal has sufficiently large chat text)

potent mason
#

Windows or Mac?

ivory zodiac
#

i found out in here

#

i like basketball. football not for me

#

i did end up getting an email

#

More easter eggs

cyan wing
#

gpt-5.3-codex-spark is current down
a.k.a. the Cerebras special β„’

unreal parcel
#

actually it's slow every with an empty terminal

potent kestrel
unreal parcel
#

works for me

hard tulip
hard tulip
potent mason
hard tulip
hard tulip
potent mason
potent mason
#

I was talking to Cleroth

unreal parcel
#

my point was it was working blazingly fast before this update

potent mason
#

About his slow typing issue

hard tulip
#

I bet you like 4o

#

its crashing out

cyan wing
hard tulip
earnest walrus
#

Anyone else in an update loop trying to update codex cli?

#

Just runs over and over on startup of codex

ivory zodiac
#

just install it manually

frosty zealot
#

Anybody find any good edge cases for spark yet?

unreal parcel
#

asking questions

hard tulip
#

good work team

#

spark is completly removed from the model list lol

high girder
#

wasn't it only available to pro members at the moment? or was that something else?

frosty zealot
#

It's removed from the app as well, and I had it earlier, it was just a preview model maybe it wasnt working as intended

hard tulip
lone island
#

PRO-sub: The 'gpt-5.3-codex-spark' model is not supported when using Codex with a ChatGPT
account

steel sierra
#

I am on a PRO subscription, using CLI on Windows > WSL updated to OpenAI Codex (v0.101.0), Can see 'gpt-5.3-codex-spark' in /model chooser. Tried testing it with a text only task and I get this error ' Error running remote compact task: {"detail":"The 'gpt-5.3-codex-spark' model is not supported when using Codex with a ChatGPT account."}' What am I doing incorrect, please advice.

unreal parcel
hard tulip
steel sierra
#

wow, way to go for the O.AI team

unreal parcel
#

vibe coders trashing others for bugs is quite a sight

hard tulip
steel sierra
#

so codex cannot run agentic workflows like CC, hard to find /Skills, /hooks, agentic harness like CC, and now it is limiting access to latest model via CLI, am I understanding this correctly? Has anyone found a way to perform long running agents (+skills ) very much like CC while on Codex? (genuinely asking, as I am either looking to bring my CC workflow to Codex, or cancel the $200 OAI sub)

high girder
#

Honestly though. I just blew through a 5 hour limit in claude code in 8 minutes flat. One prompt. Granted, I'm working on a huge project, but Codex 5.3 in general, has been solid for a lot of the work. I say keep the codex sub, and ditch the claude sub. You can use Claude Code with a local model back end if you have the hardware for it. Also, you can use Claude Code agents to spawn Codex CLI instances. Go nuts.

hard tulip
unreal parcel
#

unable to resume my large conversations now, just gets stuck in Booting MCP server: codex_apps

#

:/

hard tulip
#

welcome back spark

frosty zealot
#

I had the same questions as you when I started using Codex I was like really? This is it? But if you can, use the app, especially with their native work tree handling, pr/code review features, mcp and skill manager it’s a way better experience, and the 5.3-codex model performs way better than 4.6 imo

#

4.6 is like an abusive ex girlfriend i keep going back just cause i think maybe it changed and its what im used to but it just hurts me again

#

and them charging for /fast is irritating, especially since spark seems way faster and pretty much as capable

amber scaffold
#

Does Codex CLI have an equivalent to Claude Code's /usage command for monitoring rate limits?

frosty zealot
#

yeah

#

/status

#

took me a second to remember

#

Its also in the Codex App if you click settings

amber scaffold
#

Yup, just found it! Thanks. I think I ignored several times. I assumed it was an uptime thing...

frosty zealot
#

Yeah, its definitely some weird verbage threw me off too for a bit

#

Spark is back

languid perch
#

It wont let me edit my messege, so what can I do to get it to keep working? (for context I was asking it to use a block list and I gave it a blocklist for words and that was too much for it)

#

It wont let me move on the only thing is the retry button

timid flicker
#

is 5.3 better then 5.1 max?

crisp gust
#

love using Codex for local reviews. Would be nice to have local review sessions count toward the code review quota instead of the main quota. My code review quota is always sitting at 100% and feels a bit wasted, while my main quota gets drained.

steel sierra
# steel sierra so codex cannot run agentic workflows like CC, hard to find /Skills, /hooks, age...

IRL. I gave 10% of my workflow that I built with Claude to Codex, I gave Codex (heavy thinking) a good 3-4 iterations for codex to build and test (TDD etc etc), at the end of 3-4 hours of wrangling. I showed Codex the exact output Claude Code created with the same instructions . After performing a unbiased review Codex - resigned. IT gave me this message.
---- "You’re right to call this out. I’m recording these failures into AGENTS.md as new learned rules now (noise filtering, header context switching, diagnostics separation, speaker canonicalization), then I’ll
give you a clean handoff note you can give Claude Code."

What am I missing guys?

steel sierra
# frosty zealot I had the same questions as you when I started using Codex I was like really? Th...

IRL. I gave 10% of my workflow that I built with Claude to Codex, I gave Codex (heavy thinking) a good 3-4 iterations for codex to build and test (TDD etc etc), at the end of 3-4 hours of wrangling. I showed Codex the exact output Claude Code created with the same instructions . After performing a unbiased review Codex - resigned. IT gave me this message.
---- "You’re right to call this out. I’m recording these failures into AGENTS.md as new learned rules now (noise filtering, header context switching, diagnostics separation, speaker canonicalization), then I’ll
give you a clean handoff note you can give Claude Code."

What am I missing please

vagrant flicker
#

Anyone know if you can use different models for sub-agents in Codex? Main = 5.3-codex, sub-agents = Spark? Doesn't look like it's supported but wondering if there's a hack for it.

ivory zodiac
#

but here's what i recommend.

#

Step 1: RTFM

#

Step 2: Use $swarm-planner with 5.3 codex high/xhigh

#

Step 3: at the end of plan mode, esc out and "save the plan to file"

#

Step 4: Switch to Spark

#

Step 5: run $parallel-task

#

What you're describing would be preferrable because ideally you have base 5.3 acting as your orchestrator but we dont have much of a choice.

#

never post your order number anywhere

#

even tho this is free

#

bad habit

#

πŸ™

still trellis
#

Sorry sensei

ivory zodiac
#

nah ur good bro

#

just good general advice πŸ™

cedar skiff
still trellis
#

Noted 🀭

ivory zodiac
#

people can divert your packages or get your info

#

probably the former

still trellis
#

Dang crypto rats 🀣

ivory zodiac
#

hahah yeah man

#

the best scammers are very smooth

#

'omg i'm so sorry, i put the wrong address'

#

'my autofilled used my old address'

#

you hope that the vendor will actually make you give more info but you never know

timid flicker
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Ran cat > Fe

why is codex using cat to edit files rather than just editing them

ivory zodiac
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thats codex for you

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you can try to use more explicit guidance in your agents to use apply patch

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i noticed it typically prefers apply patch for small edits and cat for larger edits

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but yeah that is annoying

cedar skiff
ivory zodiac
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oh nah there's great use and need for hooks for sure.

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all kinds of fun utility

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but i do agree that there's a lot of shortcomings in claude you dont have to worry about though

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thems be facts

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kinda goes back and forth because a lot of ppl want stop hooks so they can tell codex to continue πŸ’€

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where thats actually not really a big issue in claude

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so kinda it goes back and forth

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might need em for different reasons

cedar skiff
ivory zodiac
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yeah i mean you can use them for pre commit checks, linting, blocking dangerous commands, pre compaction summaries, logging, and hte list goes on and on and on

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i'm very excited for hooks

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but re: the stop hook thing, i've gotten around that with a simple statement in agents.

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if you use subagents you can try all of this.

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the 'execution' part though is what i'm talking about.

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ever since adding that, i dont get codex stopping ask me if it should continue

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it just does

cedar skiff
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codex has subagents now or are talking about codex exec wrappers?

ivory zodiac
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nope

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subagents

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/experimental

cedar skiff
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oh nice finally, is it in stable or experimental?

ivory zodiac
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its stable

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/experimental is more or less stable

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if it was unstable they wont put it in there

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unstable = 'in development'

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thats when its just a flag, no /exp entry

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like memory is rn

cedar skiff
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well i when i say stable i mean the stable release 🍌

ivory zodiac
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yeah i mean its stable

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its been out for like a month

cedar skiff
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nice, that was one thing that really held me away for a while

ivory zodiac
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i use swarms all day every day

sacred minnow
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I used claude heavily and codex i love codex now since going back to the cli

ivory zodiac
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i love both but codex is near parity now

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not quite but 85%

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prob 80 actually

sacred minnow
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Claude's to quick to jump in and start a new feature not take time to check what's up if you dont specifically give code

ivory zodiac
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once hooks 90

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the one thing codex will be missing, well two. are teams and extensibility/customization

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i dont think teams is THAT important, but will be cool

sacred minnow
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I havnt used cc in a few months but ive done alot with codex and its turned out real nice with the current updates πŸ™‚

frosty zealot
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I was switching back and forth, but i found 5.3 is slower, but i usually dont have to itterate on it, it just does it right the first time, claude is quick but then im like "move this, reposition this, fix that" and eventually its good

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and the 2x limits are nice too

chrome raven
cedar skiff
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after using claude for probably close to a 2k hours the current state of it vs codex it isnt even close. In my domain anyway.

ivory zodiac
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codex generally does better work across the board

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ui not as much

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writing definitely not

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i'd like to see codex get better at convex as well

still trellis
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Yeah codex is a eng and claude is more of a vibe

ivory zodiac
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they're both amazing

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i was referring to codex the cli tool

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the models to me there's no question i prefer codex for most tasks

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but claude code is the gold standard for a cli

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its so good

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codex is really closing that gap tho

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i'm building something pretty cool to take advantage of both.

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its nothing special really its just a skill but

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i built a swarm loop system that you plan with and it builds dependency graphs into your plan.

then you switch to code mode and implement with swarms, it basically launches parallel agents in waves based on unblocked tasks

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so if there's 5 unblocked tasks, it'll launch 5 agents. if there's only 1, it'll launch only 1 agent

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and it works in a loop until all tasks are done.

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but claude is so much better at UI design

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so i made another variant that calls Claude for all UI stuff

cedar skiff
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you can create a skill for convex with index and reference files and codex will be an expert in the lastest and greatest everytime.

ivory zodiac
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yeah it works but claude is still just generally better

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but yes, that's how you can make it better

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but i'd rather it be good regardless because sometimes it might not call the skill

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i think they will be better on the next model.

cedar skiff
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I have to scream at claude in orchestration just to use skills at the bare min level

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codex hasnt missed a skill yet

ivory zodiac
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claude is funny honestly. i have it calling skills without prompting somewhat regularly but i do hear this complaint ALL the time

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so i know people arent just making it up

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how many skills do you have?

cedar skiff
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probably about 18 now

ivory zodiac
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yeah thats not too bad

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watch i can almost guarantee it'll call this skill every time. brb

cedar skiff
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about 10 of them are topical

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i can guarantee claude will call skills the first time everytime. But after it called a skill its 50/50 on the next turn that it calls another one. Then after 120k context, 0% chance

ivory zodiac
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okay that makes sense

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i love this about opus, i didnt have to tell it to launch in parallel

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it just does.

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i do have HIGHLY complex workflows i do in claude

cedar skiff
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Yeah its way in front on subagents and tooling in that area

ivory zodiac
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but it usually doesn't exceed 50% of cw

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but 1 workflow might call 10 skills, 4 subagents

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nested 3 layers deep

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but because they're subagents the orchestration agent isnt seeing creep

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occasionally it'll screw up the formatting though

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but your suspicions are true. codex doesnt experience drift like claude

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opus

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you can push the cw to max