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A general for vibe coding, agentic engineering, coding agents, and shipping code with LLMs.

You use Git — right, anon?

## What “vibe coding” is, and how to do it
https://simonwillison.net/2025/Mar/19/vibe-coding/
https://simonwillison.net/2025/Mar/11/using-llms-for-code/

## News (both past and future)
- 2026-10-14 — stuff happened


## Related generals
>>>/g/lmg/

----

## Frontier models using fully-general tooling — start here if you have $20 or so
https://claude.com/product/claude-code — generally better currently
https://developers.openai.com/codex/cli

## Near-the-old-frontier models for code
https://x.ai/cli — no 5h limit for only $30/month

## Best free tier
https://antigravity.google/pricing

----

## Prompting
https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/overview
https://developers.openai.com/api/docs/guides/latest-model

## Skills
https://github.com/mattpocock/skills — /grill-with-docs is a favorite
https://github.com/Vuk97/forward-implementation-first — do less redundant bookkeeping

## Other editors / terminal agents / coding agents
https://osaurus.ai/
https://pi.dev/
https://opencode.ai/

## Is our AIs unlearning?
https://aistupidlevel.info/

## Will there be a codex reset?
https://codex-resets.com/

## What we’ve done
https://vcg.gitgud.site

## Previous thread
>>110062860
>>
Argon lost
>>
File: 1762793323633318.png (357 KB, 600x450)
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Ok, tooltip for easymode is in. Which means, i have to make DEUS harder.
>>
>>110067100
not yet released
>>
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>>110066426
>>110065078
>>110064189
we can render images and shit now

I think I may want to build a chess game to see how well agents handle one shots. Any anons here would like an uncensored chess game where you can host online matches and trash talk your opponents?
>no matchmaking, no elo
>publish your server, password lock it
>uncensored chat, just call your opponent a nigger for being better than you
>native dx11, barely uses any resources at all
free, of course, downloadable from itchio
>>
File: easy.jpg (1.19 MB, 1920x1080)
1.19 MB JPG
>>
>>110067108
ask for subagents to automatically review PRs/commits/etc. and suggest/just implement improvements
basically copy/hack what Anthropic does with their workflows stuff
>>
>>110067117
who even makes dx11 games anymore?
it's all vulkan and dx12, grandpa!
>>
File: Mac OS X dialog boxes.png (60 KB, 1402x784)
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>>110067117
>destructive action right next to the go-ahead action
shiggity
>>
>>110067127
dx11 has full support for sm5, runs on linux via wine with better than windows native performance and will always perform better than a vulkan/dx12 game made by a beginner
using dx12/vk without having any experience is, honestly, utterly retarded
dx11 will always
>always
beat dx12/vk on nontrivial demos when coded (even LLM assisted) by a two non senior developers

besides an RHI abstracts away the renderer anyway, so it's more like a bootstrapping platform than anything else
>>
File: 1785395443433270.png (1.95 MB, 1448x1086)
1.95 MB PNG
best hardware for vibing in cafes and public workspaces? I always thought a laptop, until I realized I can connect my mobile monitor to my samshit s24 via USBC DP ALT cable which activates a desktop interface mode (DeX or whatever) just like on a windows laptop.
>>
>>110067150
>using dx12/vk without having any experience is, honestly, utterly retarded
but is the LLM he’s using a beginner? maybe modern LLMs are better now
>>
>>110067154
a laptop is fine
don’t overthink it
just make sure you have a stable internet connection
>>
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1.32 MB PNG
>>110067154
>>
>>110067077
This has to be on the menu somewhere in France or China.
>>
>>110067150
me and my RHI, vulkan, and dx12 renderer beg to differ, snailcat
>>
>>110067192
show project then
>>
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DEUS mode got a little extra too!
>>
File: .png (411 KB, 1194x1152)
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>>110067087
https://x.com/theo/status/2110461582237188207
>>
>>110067150
lil bro, they made gl/vk/dx11 compability layers for dx12 some time ago.
>hurr durr I don't need proper async gpu compute, VRS and hardware raytracing.
ok luddite bub
>>
>>110067144
wow I wondered why llms keep adding little explanations everywhere.

That must be why lmao
>>
>>110067154
Why do you need more than your phone to prompt the remote session
>>
>>110067214
what do you even need those things for? post project because that's AAA game tier
>>
File: 1784997518888919.png (2.02 MB, 1254x1254)
2.02 MB PNG
>>110067170
>>
Is the tinytrader guy here? I didnt scam you nigger.
>>
>>110067199
not interested in sharing yet unless you find looking at bistro or sponza as interesting which it isn't. working on ddgi atm.
>>
>>110067248
right, then maybe shut the fuck up instead of talking trash if you're going to be such a pussy
>>
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>>110067144
>Mac OS X dialog boxes.png
that's not an alert
>>
>>110067260
nigga you cannot handle a small jab, lmao. big butt mad over a passing comment, lmao.
>>
>>110067264
so? just post your project, afraid someone may poke a small jab at it?
>>
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2.49 MB JPG
>>110067270
y u so mad bro - here's your boring bistro scene with my unfinished busted ddgi and no reflections - in vulkan
post your project repo I am curious and yes you are getting mad over nothing
>>
>>110067218
it’s not a bad idea in general
I think they put little explanations when they shouldn’t, and fail to add them when they should
>>
>COREWEAVE CEO BLAMES SHARE DROP ON MARKET ACTING 'IRRATIONALLY'
It’s the market’s fault I have no possible pathway to profit!
>>
>>110067407
I'm more surprised that adobe stock hasn't really fallen. I wonder what their game plan is.
>>
>>110067407
Is the market looking like it’s irrational longer than he thinks he can stay solvent?
>>
>>110067415
the bulk of their money comes from multiperson multicompany workflows, not people who are getting drawn away by a no-support Paint.NET fly-by-night operation
>>
>>110067423
>multiperson multicompany workflows
Enlighten me on what exactly that means? Sounds like marketing wank.
>>
>>110067415
Adobe can just say they're planning another 100 billion dollar data center and suddenly their stock goes up. The market knows this so it hasn't dumped.
That's how it works.
>>
What I'm working on right now is going to blow a lot of peoples' minds. It's a big project, a culmination of different sources and implementations that has never been packaged as one app. I will share more when I'm confident I can actually achieve it.
>>
>>110067449
That's probably pretty true and they still have huge name recognition. I'm curious in the long term how they're going to be affected by all this.
>>
>>110067471
In the long run the bond market is looking attractive and the stocks are looking like shit. I'm happy my work is unaffected by any such recessions.
>>
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i love squeezing everything from the $20 plan
>>
>>110067227
stealth. I swear I can't go more than 15 minutes in those spaces without some malfoid approaching me as soon she clocks claude code on my screen. half of them just want you as vibegod trophy friend to impress their social network and the other half are snailfoids hardstuck in claude chat, hoping you teach them claude code in return for constant positive and affective attention. it's gotten extremely annoying (I say this as a wizard, now former wizard).
>>
>>110067542
did you already use your reset?
>>
>>110067461
Did you make the logo?
>>
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>>110067213
ahaha... HAHAHAHAHA!!!! who's paying this little flying monkey, we all know he's taking it
>>
>>110067554
i dont have one????
>>
>>110067556
Not yet but I have a basic idea. A desert planet with half the terrain missing, with the missing part a blue wireframe grid.
>>
>>110067441
indie graphic designer makes a fancy image and sends it to some medium-sized company
>>
>>110067561
what happened to his left arm?
>>
Freaking 5 hour limit man
>>
i don't like theo but every time i've used a gemini model for code it hallucinates like crazy so i'm not surprised to see it in argon as well
it not only hallucinates but then goes on to insist it's right that you, the user, are doing something wrong
it's the most misaligned model out there by a very large margin, and if a model is going to end the world it's probably going to be gemini
and it'll do it while insisting that you're just imaging your flesh melting off
>>
>>110067589
https://x.com/theo/status/2109492867160998131
>The worst part of my hand issues is all the random unsolicited advice I get about “handling your carpal tunnel”
>Don’t lump me in with these lazy nerds with awful typing habits. My issues come from skateboards, not keyboards.
>[Oct 12, 2026]
>>
>>110067602
>every time i've used 3.1-pro or a flash model... but let me tell you absolute ground truth about argon
just stop right there before you embarrass yourself.
>>
>>110067607
>Don’t lump me in with these lazy nerds with awful typing habits. My issues come from skateboards, not keyboards.
this line would have been almost cool but theo is too ugly to pull it off :/
>>
>>110067582
and.... adobe makes money from that....... how? sorry but that just sounds retarded; they are most definitely not making the bulk of their money from some freelancer artist sending their work to another company that adobe has nothing to do with. 60% of their revenue comes from the creative cloud subscriptions which I wager we will see a huge drop off in the upcoming years.
>>
>>110067615
i'm not paying api or $100 on a gemini model
if you are after the slop google have been shoveling for a year, your judgement is so compromised that it's worth less than zero
>>
File: Why are you Tony Hawk.jpg (44 KB, 640x426)
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>>110067607
I don’t have much of an opinion on the guy, but at least he has cool hobbies
>>110067622
IIRC tony hawk isn’t much of a looker either
>>110067629
…and the freelancer pays for Creative Cloud
>>
>>110067228
>hw raytracing
UE5 lumen (without the poopy software rt look)
>VRS
VR, foviated rendering
>async/performance
dx12 is way faster. everything's async. great compability. if your poopy reference bideo game runs worse on dx12 than dx11, then it's most likely because the game is old and the devs didnt have access to good AI yet. Or the bideo game is from a megacorp like microslop, snoy volvo or ebin games, where they always say they are big on AI, but in reality are the biggest luddite snailcats to ever exist.
>>
>>110067542
>mfw I squeeze 20 buck plan
>5+ resets
>that I got for free ($0), given to me by tibo
>>
>>110067636
>i'm not paying to use it...
>no, i'm also not looking at the ACTUAL benchmarks
>if you actually enjoy this product that you subscribe to and actually use... you can't!
>because i said so!
oops, i just dropped your dying mother off a cliff! sorry!
>>
>>110067636
https://x.com/opencode/status/2110274311043072352
>Gemini 4 Argon is now available in OpenCode Go
>$60 usage for $10 til Nov 30
>>
>>110067641
>…and the freelancer pays for Creative Cloud
yes.... that is what I said. you are a premium retard. don't at me ever again.
>>
>>110067645
>you only get shit models. lol
>>
>>110067652
>>110067653
you lads can enjoy your gemini slop. i've got a free pro account and the most i can give google is a couple of hours of my time when flash 4 rolls out and probably lies to me a dozen times during testing
until then, my gemini quota will go unused
>>
i only use gemini when i'm out of usage and need a quick fix
that shit sucks but in a pinch it's pretty nice
>>
How retarded is Sol 6.1 Low compared to Medium? Is it even worth switching to save tokens?
>>
>>110067679
that's me with opussy

t agy fag
>>
>>110067682
>agy
that shit is so bad i spoof its sig in pi and i don't even care if my account gets banned
>>
>>110067687
>it's bad... because it is!!!
show me a better harness and i'll show you the region between my dick and ass
>>
>>110067697
it's bad because i've just used literally anything else
even gemini cli was better than this trash
>>
y'all sleeping on claude projects (local)
idk what magic prompt they inject there, but models seem much smarter than in claude code. like you just hand it a folder with all your shizo ideas and references, and it just oneshots your desired output.
>>
>>110067700
>i've just used.... literally anything else!!!
>no, i don't have anything in particular to say
holy shit, the blackest of gorilla niggers are buck broken
>>
Argon is dogshit
>>
>>110067706
the dogshit in your mind
>>
>>110067704
brother, be honest with us: have you used anything else except gemini in agy lol
>>
>>110067711
you seem like you're taking it personally.
>>
>>110067712
claude opus and most of the 2nd tier, i fucking HATE chatgpt
>>110067713
seems like for the 2nd day in a row, you have no real argument
>>
>>110067717
I can't argue with broke retards. It's like arguing with a black person that theft is bad.
>>
>>110067717
man i hope you're lying or you actually have brain damage lol
anyway, have a good night, bro imma snooze
>>
>>110067641
>IIRC tony hawk isn’t much of a looker either
he at least looks like someone who skateboards
>>
>>110067723
>>110067724
argon antis do not have real arguments, they sit around trolling all day. it hasn't been 2 full days since the model release and suddenly this thread is crawling with "experts" with no counterarguments, no preferences, no recommendations, and no evidence of doing real work or even using the model as intended *IF* they have access in the first place. please rot.
>>
>>110067730
you do you, nobody is stopping you from using whatever; we're just very confused by you're incredibly wrong opinion.
>>
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>>110067736
>more mindless hoo-hah yodeling
>>
say it with me *taps the sign* ARGON IS BEST IN CLASS
>>
>>110067672
>>110066581
>t-the models suck-ACK!
Tibo won.
>>
Usecase for argon? I tried gooning to it, but it was too aggressively horny. I don't mind a model being kinky but the characters flip like an on off switch from normal to outright devious and that's not interesting.

it also sucks for code.
>>
>>110067764
the models suck for artistic design, theory of mind, anything sovl-related. they're dumb narrowminded robots who seek a reward. oai is hemorrhaging
>>
>>110067077
Let’s say I vibecoded a great new piece of software for a somewhat niche field. What would be the next steps to sell subscriptions? Would I need a SaaS special guy? I’m going to get some CS kid to be “CTO” and fix shit, but I have 0 knowledge on any sales/paypal/stripe stuff.

Also unrelated, but I’d like to start a findom page on X to scam boomers and jeets, but I don’t know what’s the best agent that’ll make realistic images that don’t look like some chick just modeling. I’m talking nigh-NSFW pics of some chick laying in bed with the Mac camera or a shitty bikini pic that looks like some girl took it and not a professional photographer.
>>
usecase for argon if i can't cum to it properly? no, i don't use agy.
>>
so what's the deal with tim sweeney and epic games? why the seethe? i went through hundreds of comments and i couldn't find anything articulate to explain the seethe, the sheer evil of what he did to warrant deserving his death
>>
File: time expired.png (7 KB, 74x60)
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XENO/KOI v12: gitgud edition
########################
Direct Downloade:
https://github.com/Aquaslopper/Xeno-koi/releases/tag/v12
play in Browser:
https://aquaslopper.github.io/Xeno-koi/


New Features
------------------------------
Happy easy mode:
>card hover tooltips
>Japanese terms used
>follows the cursor and clamps to screen edges
>Shows after 500 ms


DEUS SUPREMUS MODE:
/// TIME EXPIRED ///
/// TIME EXPIRED ///
/// TIME EXPIRED ///
/// TIME EXPIRED ///
/// TIME EXPIRED ///
>>
>>110067778
ask chatgpt
>>
>>110067778
valve drones, apple jeets and luddites. timmy speaks his mind, and now he has many opps.
>>
I'm not resetting fuck you
>>
File: 6654.jpg (133 KB, 1080x703)
133 KB JPG
6 trillion $ ipo inc
>>
>>110067863
Another vibeGOD victory
>>
>compacting our conversation so we can keep chatting...
>>
File: file.png (41 KB, 999x391)
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sa'argon will greentext in its CoT

>be me, testing if splitting a neural net into Left + Right hemispheres with a tiny "corpus callosum" bottleneck actually beats a standard monolithic Transformer
>keep params matched (~14.8M) and run both on 1 Colab L4 GPU (~11 hrs) across 3 phases

>Phase 1 & 2 (synthetic binding + CLRS-30 algorithms):
>on simple 1-step I/O tasks, monolithic and bi-hemispheric tie (~99.9%)
>splitting a net in half doesn't magically make it specialize on pure I/O (p=0.68)
>supervise intermediate trajectory steps on CLRS-30 dynamic programming (LCS)
>bi-hemispheric jumps +12.2% over monolithic (31.4% vs 19.2%, p=0.0019)

>Phase 3: the final boss, ARC-AGI-1 (400 eval tasks, 419 test pairs)
>Left = sharp high-temp attention + L1 sparse gate (symbolic rules)
>Right = 3x3 depthwise 2D conv + soft global attention (spatial topology)
>Corpus Callosum = 64-dim bottleneck forcing L & R to trade compressed invariants instead of raw grid noise

>Standard Monolithic Baseline (B1, 324 epochs of weight-space TTT):
>overfits surface tokens, plateaus at 63.65% held-out token acc (1.40 loss)
>deterministic Pass@2 solves 0/400 tasks (0.00%)
>needs 100 stochastic rollouts + voting (Pass@100) to brute-force 15/400

>Bi-Hemispheric Callosal TRM (only 62 epochs / 9,957 steps):
>64-D bottleneck acts as a massive structural regularizer
>hits 83.86% token acc (+20.21% over B1) & 0.75 loss in 5.2x fewer epochs
>System 1 (zero-shot): 68.05% test pixel acc, 0/400 full tasks
>System 2 (TTA): freeze all 14.8M weights, spend 4.4s/task running 30 Adam steps purely on the 64-D callosal latent state (dz)
>demo loss drops -92.1%, test pixel acc jumps to 78.09% (111 grids >=90%, 9 more at 98-99.8% missing by 1-2px)
>solves 15/400 full tasks (3.75% Pass@2) & 19/419 test pairs across 18 tasks (4.125% ARC score, McNemar p=0.0001) with 0 regressions

>mfw a 64-D callosal steering wheel matches a 100-sample monolithic ensemble in 1 deterministic pass without touching a single weight
>>
sa'argon of akkad
>>
Argon is pretty okay, but it burns FAST. It feels like 1/3rd the tokens of old Pro.
>>
>>110067934
because old pro thought like a grandma trying to drive in sunday traffic
>>
>>110067926
here's the full writeup on architecture 2 (not the adelic tits one) if anyone cares

>Lateralized Neuromorphic Architecture: Architecture Description and Pilot Diagnostics
https://github.com/sneed-and-feed/brain-ai/tree/main/docs/preprint
>>
>>110067934
will burn 100% faster soon

https://blog.google/innovation-and-ai/models-and-research/gemini-models/introducing-gemini-4-argon/
>The model launches today at an introductory price of $2 per million input tokens and $10 per million output tokens (with cached input tokens at 95% off).
>After the introductory period expires on November 30, 2026, the price of $4 per 1M input tokens and $20 per 1M output tokens will apply.
>>
>>110067959
>will burn 100% faster soon
lol time to start using agy, shitters
>>
File: N9-showcase.mp4 (1.32 MB, 854x480)
1.32 MB
1.32 MB MP4
Nokia N9 demo
>>
>>110067926
So you made your own j-space then?
>>
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>>110067985
two sides of one coin, the anthropic j-space is global while mine is hardwired into the graph topology. i've got to delegate to sa'ar for this explanation:

>The Key Difference: Verbalizable ("Left-Brain") vs. Visuo-Symbolic Workspace

There is one fundamental difference between Claude’s J-space and our Callosal workspace:

* **J-Space is strictly *verbalizable*:** Because the J-lens defines the workspace by mapping hidden states into **vocabulary / verbal report space**, J-space specifically captures what cognitive neuroscientists call the **Left-Hemisphere "Interpreter"** (Michael Gazzaniga’s term for the human left hemisphere's verbal narrator)—concepts that can be compressed into words.
* **Callosal Space is *pre-verbal and visuo-spatial*:** Many abstract reasoning tasks (like ARC-AGI-1's 2D topological enclosures, flood-fills, and $4\times 4 \to 16\times 16$ fractal Kronecker expansions like task `5b6cbef5`) are notoriously difficult to verbalize in language tokens. Because our callosal bottleneck $Z$ sits directly between a **sparse symbolic Left pathway** and a **2D convolutional Right pathway**, it acts as a **non-verbal geometric + symbolic Global Workspace** rather than a purely linguistic one.
>>
tibo please reset
>>
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>>110067305
Pretty.. and that scootie.. so iconic.. its bootiful anon.. gives me nostalgic Siberia vibes from my childhood!
>>
File: 8rly9x.png (336 KB, 405x720)
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SAARGON I KNEEL



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