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File: 1765153660183478.mp4 (3.6 MB, 994x720)
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A general for vibe coding, agentic engineering, coding agents, AI IDEs, browser builders, and shipping code with LLMs.

## News
- (2026-07-12) Codex temporarily lifted 5h usage limit
- (2026-07-12) Anthropic extended Claude Fable 5 access on all paid plans and kept Claude Code weekly rate limits 50% higher through July 19.
- (2026-07-09) Codex joined the ChatGPT desktop app on macOS and Windows, adding Markdown/code editing, PR review, and multi-repo support.
- (2026-07-09) OpenAI Sol/Terra/Luna released
- (2026-07-08) Grok 4.5 out

## 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/

----

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

----

## Prompting / context / skills
https://arps18.github.io/posts/claude-code-mastery/
https://simonwillison.net/guides/agentic-engineering-patterns/using-git-with-coding-agents/
https://github.com/mattpocock/skills — /grilling is a favorite

## Other editors / terminal agents / coding agents
https://pi.dev/
https://opencode.ai/
https://cursor.com/docs
https://docs.windsurf.com/
https://docs.cline.bot/
https://docs.github.com/en/copilot/how-tos/use-copilot-agents/coding-agent

## UI/Frontend
https://www.figma.com/make/
https://www.anthropic.com/news/claude-design-anthropic-labs
https://uiverse.io/
https://ui-ux-pro-max-skill.nextlevelbuilder.io/
https://stitch.withgoogle.com/

## In-browser builders / hosted vibe tools
https://bolt.new/
https://replit.com/
https://docs.github.com/en/copilot/tutorials/spark
https://v0.app/docs

## Benchmarks / rankings
https://www.tbench.ai/leaderboard/terminal-bench/2.0

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

## Previous thread
>>109272980
>>
>>109276214
I want arugula now thanks
>>
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sirs i need more usage
>>
>>109275870
>>
>>109276232
join the oai gang
>>
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>>109276232
buy another 10x sub
or go for the “sound mind in a sound body” thing like in pic related
>>
why does deepseek default to responding to me in chinese now
>>
>>109276257
because chinese century
>>
>>109276232
>20x
>resets friday
nah ts some photoshop shit unless u tell me wtf u spend deez tokens on
>>
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>>109276232
Openrouter has free model hy3.
>>
>haha use up your quota we're gonna give you areset anyway, no no, we swear just use it up, get into the habit it's okay we're your friends
>>
>>109276272
Sam would never lie
>>
>>109276272
I will snort fat lines of tokens
>>
>>109276272
if my dealer is giving me a free oz you can't stop me from smoking it
>>
glm 5.2 is really bad in claude code. is it just the harness? would it be better in opencode? i thought this model was opus level
>>
>>109276266
had fable + opus on xhigh working on a local PR review app with a full automation/test setup. turns out ingesting hundreds of screenshots over days just nukes your usage
>>
>>109276306
chink shills exaggerate
>>
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>>109276257
>>
>>109276272
Yeah I'll keep using xHigh, how could you tell?
>>
>>109276272
I know what they're trying to do, but you know, not everyone is prone to addiction.
So good for them for giving me resets.
>>
>>109276306
we use pi at work and it works quite well
>>
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Your lifetime tokens? peak tokens?
>>
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>>109276232
time to start building a server for local AI
>>
Remember tokens not used are tokens wasted
>>
>>109274086
Fable is opus but with a wider tool net

Fable will run a python PIL script to inspect bytes of an image to see how they align with the code where opus will just think on the code for 5 minutes

Fable will automatically attach gdb and disassemble binaries and look at the assembly where Opus will have you attach gdb and use debug symbols manually to trace the code normally instead of using a disassembler like a lunatic
>>
I'm gonna be honest. If your UI isn't super basic, you still have to sweat the details with these new models. They make some mind boggling design choices.
>>
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He cooked
>>
>>109276439
pat your clanker on the ui
>>
>>109276439
>python
>cooking
mosquito_patties.webm
>>
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anybody else have any failed projects that’ll never see the light of day?
>want Casual from NewtonOS
>try typing out all the letters in Einstein and having a clanker copy them
>none of them can
>spam “your clanker can let you control your computer’s RGB lighting in Linux” for months
>eventually put two and two together
>decide to dig out Casual from a NewtonOS ROM
>two-shots it because it didn’t get letters like Ë and ◊ in the first try
>call it “Filthy Casual”
>decide to pull out the other fonts too
>the kerning is awful
>wonder if it’s a bug in the extraction
>fire up Einstein again
>the kerning is awful there too
>fire up a VM at https://infinitemac.org
>the kerning is awful there three
>ask ChatGPT about the legalities of releasing someone else’s ripped font
>it says “yeah, fonts aren’t copyrightable, but this is still legally dubious for reasons W, X, Y, and Z”
>decide to never release it
>don’t have to wonder about whether to preserve the original or fix the obvious mistakes
>>
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>>109276445
I did, he did good
>>109276450
The Python part of my project is just the model graphs and glue code basically for all the op definitions, codegen, etc. The core is C++, CUDA, HIP, and now Rust for standalone runtime around the compiled model artifacts, and Rust for auxiliary like webdataset in Rust, or image processors in Rust, those are custom clanked, then it uses safetensors and tokenizers as Rust libraries
>>
>>109276401
For every token you use, a little black child in Detroit must forgo his free school breakfast because there's not enough clean water. So don't use tokens without considering the consequences, okay?
>>
>>109276500
>Rust
>>
>>109276541
obligatory
>>
>>109276564
evangelists are so cringe
>>
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>>109276214
So I get that it's easy to make these things write code, but how can you automate them so that they test it, evaluate it for best practices and security, and keep them using the same styles and frameworks that you would normally use yourself? And then how do you scale this?
I've been meaning to jump into this because I think all of the above are what separates/will separate the good devs, but I'm not sure where to start.
>>
>>109276311
lol, yeah the good ol vision token demon. If you still need those vision enables tests, just route them through gemini 3.5 flash. The one thing gemini is good at, interpreting images and videos
>>
>>109276230
I'd stay away from leafy greens for a minute
>>
>show pet
>>
>the only cleanup I'd actually do is truing up the two side-quest trackers
>truing up
clod plz
>>
>>109276214
rocket man
>>
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My openclaw instance just corrupted itself... again... just died overnight for no reason.
Fuck this pos. Give me other options. I just need the email and web research stuff to work, I've got Claude code doing my vibe coding. DS api.
Tried Hermes and it wouldn't connect to DS at the time, but maybe I should try it again.
>>
>>109276721
I hear anons talking about Pi a lot as an alternative to Open Claw and Hermes
>>
>>109276610
yes!
>>
>>109276735
hermes is ubuntu, pi is arch, make of that what you will
>>
>>109276257
That's a recent thing on web app that im starting to see on api as well starting a couple days ago.
DS is working their backend for a mid July release. Assume we're seeing that change in real time.
>>
>Ran out of my good boy weekly quota points again
>It's only Tuesday
>>
>>109276750
>>109276735
Pi looked like high learning curve, what i really want is Debian... stable...
T have both Ubuntu and Debian machines running
>>
>>109276735
idk I use pi but I also go through and ask the ai to explain every line of code to me so my use case is probably different than yours. Hermes could probably do the same thing but I don’t really need all the extra stuff
>>
I was skeptical at first about Codex creating branches, running github actions, and making pull requests but this is great. I can slop without limit.
>>
>>109276610
I'm using this stuff to make things I like as a hobby, but if I was using it in my company I would have everything checked by proper devs.
As for security all the runs I do end up with a security audit, which is better than nothing. In a business situation, the code should be properly red teamed.
>>
>Your part is deliberately dumb
Fuck you too Fable.
>>
I was vibing good, slopping some excellent code, until I needed to write a short paper about my project. HOLY FUCK does AI suck cock at writing still.
>>
>Context automatically compacting
>Every 5-10 minutes
Damn it.
>>
>>109276805
best you can do is ask for key points to make and how to structure it
>>
>>109276813
>his model of choice doesn't have 1m context
lol, lmao
>>
>>109276813
if gpt you can hack the harness, if not lol
>>
>>109276825
It's codex + gpt, how?
>>
>>109276813
this is probably optimal if you haven’t been given 1M context
another option is to tell your clanker next time to use a bunch of subagents, either in parallel or serially
>>
>>109276821
300k is my personal limit with opus and I don't use compact because it costs more tokens than it's worth. I just make it update memory and I just start a new chat and give it a rebrief
>>
>>109276860
4.8 i find is pretty stable until around 600k or so. fable i've had remain coherent up to 900k.
compact shouldn't cost much at all as long as you're within your cache window
>>
>>109276860
300k per what? year? thats crazy money
>>
>>109276879
>compact shouldn't cost much at all as long as you're within your cache window
qrd
>>
>Based on your work last week across 127 tasks, Fast could have saved about 266 hours 2 minutes. Increases plan usage.
>>
>>109276896
tokens muh nigguh
>>
>>109276902
pi doesnt tell me that
>>
>>109276902
corporate clients not working out for them so they have to train you to be a pay piggy
>>
just vibecoded myself a trading algo that works, thank you AI gods I love free money.
>>
>>109276436
Yep, AI generated UIs even by fable are god awful. That’s the thing: even though fable is clearly better than anything else autonomously, it really doesn’t matter much if you have a brain and a design in mind; ideally mockups too. Sonnet 5 and Luna are enough in that case.
>>
>>109276922
that's not possible, you always have the vig against you
>>
>>109276805
>AI suck cock at writing still.
This is one of the areas I am trying to make better but still just gathering scope and thinking. I know there is a lot of interest in it, but doesn't seem like there's huge innovation happening despite the advances in other areas.

If you asked it to write something long, when it's context window was already mostly full, it's going to shit out of its mouth, so to speak.
>>
>>109276955
it is possible and it just made me 130 dollaroos today
im going to upgrade my PC
>>
>>109276805
You can make it write gooder with the right prompts and lots of context. Have it roleplay a good writer.
>>
Tried to get deepseek to use my steam wishlist to average the number of developers working on each game and it came back with 1 and change. Think I need to rewrite the prompt. I wanted to web search each page and then search for the developer information. All it did was count the developers listed on the page and divide it by the number of games. Need to try with an expensive AI.
>>
>>109276805
I dont know how chatgpt can get away with being so terrible at writing.
Literally everytime i try to make it write something every other sentence has a comma separated list like this, this, this, and this. It produces the most unreadable slop.
>>
>>109277003
no it's not, you're on a streak and will go bust soon
>>
daytrading is a meme, and ai trading is also
>>
>>109277069
He has like $10,000 at risk, he'll be fine.
>>
>>109277053
it makes hundreds of trades daily so if it's just a win streak then that's statistically impressive lol
>>
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vibeslopping kind of sucks when you run into a problem/bug it can't seem to solve. Imagine paying extra for your car when the engine breaks down and the wheels spin. You should be paying me when you start sucking!
>>
>>109277096
These models are still fully retarded for a lot of things that should be common sense. Noticing when they are and being able to ask them to do things in a more intelligent way is half the battle.
>>
>>109277092
Yes, he is the first guy who has thought of this. Banks love giving their money away
>>
If I want to up my shill game, what is the best platform? postiz? hootsuite? something else, that is ideally open source and that I can self host?
>>
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My design environment is almost fully working, and thanks to the resets is now supports react and flutter
>>
>>109277125
banks aren't my competition, and even if they were I'm sure they wouldn't miss a few hundred dollars compared to the millions they make.
>>
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>>109277110
the 26b models I use locally seem pretty dumb but theyre smol, don't tell me you guys paying to use AI are still having to hold its hands???
>>
>>109277159
I had Gemma-12B running for 3 days on a RTX 4090 to try to process a small dataset. I ended up giving up earlier today and switching to Deepseek-v4-Flash, which did the job in under 30 minutes for 5 dollars.
>>
GLM 5.2 is so much smarter with Zcode
>>
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>>109276214
Is it just me? My chatgpt 5.6 sol max is so damn slow now, it takes goddamn 20+ minutes to get it to generate a (ONE!) nanobanana image. Fable would have done this in a minute when I had it a week ago.
>>
>>109277196
Way more than with claude code harness?
>>
>>109277197
I see nothing suspicious here, carry on fellow vibe coder.
>>
>>109277213
Only tried OpenCode and Pi
>>
>>109277158
sure, tell me about how you play poker next..lol
>>
Anthropic needs to come out with Opus 5.0 soon if I'm going to keep using them. Fable is too expensive and I find Opus 4.8's hedging, opinionated and contrarian tone insufferable, especially when it ends up being wrong.
>"I won't sugar coat it, the data says we can't do this
>Switch to Fable (that'll be $10 plus tip)
>It does it
>>
>>109277215
Thanks okay.
I wonder if anyone has tricks to speeding up codex gpt 5.6 sol max
maybe just /clearing as often as possible?
>>109277225
i see thanks
>>
>>109277185
why only 12b if you have so much vram?
>>
>>109277235
To leave room for context, batching and just generally to not have to wait forever. A larger model would have given better results (which would probably have been needed in retrospect since the results with 12b were not that great even if it was just rewriting stuff), but it would have been even slower.
>>
>>109277253
Yeah, cloud is cheap rn, local is expensive.
>>
>>109277197
nanobananer is google! maybe they send it snail mail
>>
>>109277266
haha

no but for real codex told me it spent just 2 min getting the image 18+ min was dumb overhead
>>
>>109277234
>I wonder if anyone has tricks to speeding up codex gpt 5.6 sol max
Have you tried /fast?
>>
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>>109277196
zcode is cucking me
>>
>>109277271
any reason for why you are doing images with codex
>>
>>109277227
having fable coordinating sonnet subagents works well
>>
>>109277291
oh that sounds like a great idea damn thanks anon.
>>109277294
I'm just asking it to query some image gen API so I don't have to describe image queries myself
>>
Realizing the normalfags that aren't on Twitter probably have no idea why they keep getting a billion resets on codex
>>
>>109277301
don't know but generating images with chatgpt is very slow also
>>
>>109277314
Realizing the crack addicts on /g/ probably have no idea that they're fostering dependence
>>
>>109277159
having to hold fable's hand makes me feel happy that someone else can't just one shot my app idea
>>
>>109276879
It's not the stability that concerns me, although that is obviously a consideration, but mainly the compounding token cost of running high context turns
>>
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>>109277292
oh this is why i was on start plan
now on my API
>>
>>109277350
>>109277314
It's just because when they bring new infrastructure online they can't reliably track usage.
>>
>>109277370
Bullshit. There's no way they didn't make considerations for scaling analytics, unless they've been drinking their own vibeslop koolaid and deferring everything to their crack rock, getting high on their on supply. Yikes!
>>
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>>109276610
>>
>>109277380
>Yikes
>>
>>109276610
just start doing stuff, a lot can be resolved as you go better than plan plan plan.
>>
>>109276214
https://www.youtube.com/watch?v=QFAb90dN1no
https://www.youtube.com/watch?v=QFAb90dN1no
https://www.youtube.com/watch?v=QFAb90dN1no
>>
>>109277418
Oof. This one can't parse. That's gonna be another yikes from me dawg
>>
>>109277430
>Oof
>>
>>109277432
Oof and yikes, sweetie
>>
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>>109277096
wait for a smarter model if you can’t git gud
t. frequently cannot git gud
>>109277234
learn about what you can get away with when using Git worktrees to do multiple things at the same time
also I hear Grok is about as good as Opus and twice as fast
>>
>>109277096
vibeslopping kind of sucks when you know you legitimately need to pause the iterations and sit down and really look at the codebase that has resulted to properly understand it and make a decision about keeping it how it is and keep going with the slop pot vs rebundling it into something more manageable but on the other hand you need to keep going otherwise it's wasted usage i need to use all my alloted slop tokens holy shit what do i do oh my gooooooooood
>>
I can't think of anything more white, Christian, Protestant, American, than vibecoding while in flip flops grilling steaks.
>>
>>109277460
vibecoding is judeo-indian not white christian holy shit how delusional can you get
>>
>>109277460
Why did you capitalize christcuck and protestant but not ARYAN? OH ohh silly me, question answers itself!
>>
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>vibecoding my app for 2 1/2 months
>10-12 hours a day on average
>zero burnout
>have become far more realistic with my timeline, the app probably needs another 400-600 more hours to get it out the door
making something is so much more work than I thought it would be.
>>
>>109276721
Just vibe code your own version of Clermes, bro. Its that easy.
>>
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>>109277474
Face the wall, Arius
>>
>>109277456
ask your clanker to write you up a big-ass HTML page to explain things to you. tell it to make diagrams and maybe a big overview flowchart that floats on the side of the page so you stay oriented
>>
Vibecoding with SOL medium and a rust version of Ken Silverman's old Voxlap engine to make a multiplayer voxel game, still not sure what to do with it exactly
>>
>>109277476
I made a kids memory game in 4 days!
>>
Doing shape stuff

class Cylinder : public Manifold {
public:
float radius;

glm::vec3 evaluate(float u, float v) const override {
return {
radius * cos(u),
radius * sin(u),
v
};
}
};
>>
>>109277495
And also a voxel world/terrain editor that exports to .VOX, doesn't seem like there's too many tools for generating natural looking landscape into vox files
>>
https://x.com/thsottiaux/status/2077248807533003257
https://switch-to-codex.openai.chatgpt.site/
>$100 in Codex credits if you tell us what you love about GPT-5.6 Sol or why you switched?
>Tweet it, claim your gift, enjoy more usage. First 10k get the free tokens!
>>
>>109277511
neat
>>
>>109277350
The resets are keeping me off the Pro plan lmao
>>
>>109277517
>credits
aren't those borderline worthless? I recall people scamming the $1000 business promotion people were talking about and they said it was the equivalent of one week of a $20 Plus plan.
>>
>>109277495
looks good
>>
>>109277530
5.6 uses a shit load of tokens but it's still +$100 usage for posting a tweet
>>
>>109277429
>spamming a 3 digit views snailcat video
lmao
>>
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>starting to feel proud of what I'm making
we're gonna be alright
>>
>>109277517
goybros LETS GOOOO
>>
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>>109277429
toplel snailcats have doomer grifter Youtube channels now. It's like those China/stocks are about to collapse doomer channels, but for AI.
>>
>>109277429
What causes people to start grifting like this? He probably makes 120k+/yr as an engineer and yet he felt compelled to pump out slop like this. These types of people are worthless.
>>
>>109277264
local is 100x cheaper than cloud if you already own the hardware
>>109277253
youre definitely sleeping on larger models, especially with how much bandwidth a 4090 has. I can get 30tk/s on 230k context with 16gb and using cpu offloading, and bigger models definitely seem like they make less mistakes
>>
>>109277572
fucking kek
>>
>>109277488
>compounding token use
im not falling for your crackhead tricks
>>
I used Claude to help me install a custom wow server this weekend with azerothcore and player bots and asked it to help me tweak some settings which led me down a rabbit hole of asking it to make me addons and watching it all come together was a fucking trip and now I’m addicted to vibe coding world of warcraft addons
ive never coded anything in my life
This shit is fucking amazing
>>
>>109277591
if you arent having the AI make summaries and reports on its work youre legit just a clueless retard and doing it wrong

t. a luddite killer
>>
>>109277594
Can you show us some addons?
>>
>>109277576
yeah, but how long is he gonna be able to make $120k/year
>>
Does this thread welcome AI Agent engineering? Using software like n8n, Make and Zapier.
>>
>>109277618
I use makefiles
I’ve used Zapier, but not since vibe-coding became a thing
I’d have to look up what n8n does
fly a flag and see if anyone salutes
>>
>>109277618
wassat mane like terraform for agents?
>>
>>109277576
remember growing up and being obsessed with a girl from school or maybe youre an anime nerd with encyclopedic knowledge of a specific show

stop pretending like you arent a retard yourself, yes its gay and extremely faggy how some people express their ego, some people literally sell videos of them having sex

you better be too young to remember 9/11
>>
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AAAAAAAAAAAAAA
>>
>>109277576
There's no way he's employed. He's grifting full time and a bunch of his videos only have 3 digit views. Before going full luddite he was grifting about random topics, he probably never worked with AI at all lmao.
>>
>>109277572
Wait until you see this
https://www.youtube.com/watch?v=lwjVjD3oQJg
https://www.youtube.com/watch?v=nDL3Ch7Nz8c
https://www.youtube.com/watch?v=juHv_Vi4giU
https://www.youtube.com/watch?v=doI1GYZ7r-w
https://www.youtube.com/watch?v=XSxki8gaWHk
>>
>>109277576
It's just in some peoples blood to grift
some people just like to hear themselves talk and take the first opportunity they can get where something they want to talk about/something people will listen to intersect
>>
>>109277596
Of course i do that. Wasting time with systems diagrams though? I already sketched the macro logic myself and then had it scaffolded by the clanker. It's the granularities I need to sit down and understand. I'm not going to use half a sessions worth of tokens generating html flow charts for that shit. Actual dependent crackhead behavior
>>
>>109277572
>members only
Keeeeekekekeke snailoids are running out of money and now they want to get paid for doing trans snailcat videos
>>
are Anthropic subscribers really lose access to Fable next week? they extended the date again, including the 50% more weekly usage thing.
I know they're all bleeding a lot of money, but do they really believe gatekeeping their strongest model will suddenly make everyone pay millions of dollars in tokens? i'm betting in them keeping the model available to subscribers.
>>
>ask claude to help me with decryption
>"errrrm i actually can't do that cuz it's le hecking bad to try to crack drm"
can anybody explain to me why they use this piece of dogshit
>>
>>109277725
they can't afford it so they are limping it along until opus 5 comes out
>>
>>109277733
I let russians and chinks do piracy for me and then take solace knowing the NSA and FBI are watching their worms try to leave my network
>>
>>109277733
I do things with it other than decryption
>>
>>109277670
>he doesn't know local models can simply keep a proper wiki-like documentation in sync with the commits from the cloud model
>>
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Thanks chinks I'm hooked
>>
>>109277771
If you mean local models like the agents which actually are tiny hyper-tuned llms, sure, but all AI can do this, it just takes the user being smart enough to ask
>>
>>109277733
I'm literally doing a passcrack project with glm 5.2
>>
>>109277771
>Trusting the fentanyl to be accurate with the heroin's output
>>
>>109277777
quints
>>
>>109277777
checked
>>109277670
>I'm not going to use half a sessions worth of tokens generating html flow charts
i thought the point was burning tokens, which is not a problem for local
>>109277780
If you're going to document your own code (done by your frontier model) or make reports based on deterministic data, you don't need the model to ultrathink. a small MoE would have no problem doing that
>>
>>109277780
there is an extremely massive difference between asking an AI to write code that is logically concise and syntax correct, and having one create a summary

sorry but I'm legit curious now, is writing something to say on 4chan as mentally taxing to you as writing code???
>>
>one project making $2k/mo
>another about $1k
>now the third one starts getting some traction to the tune of $500/mo
>all the ones that didn’t take off add up to $300 or so
huh I could probably live off of it if I lived in some shithole state
>>
>>109277786
>Documenting your own code
I don't do this, at least not in the traditional sense. I don't read wikis, or do any of that gay shit. I tinker with code directly until I get it in my thick head. This way end up with things heavily compartmentalized and self commenting, and self evident. I'm sure whatever rounded corners webshit you have generated has a veritable library of novellas spanning the entire dewey decimal system and they are very useful for the agents to peruse, but if I wanted to read shit like that, I would pick up a book
>>
>>109277844
but how much are your infra costs?
>>
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It's happening again. Please have mercy. I know this is a case of "my steak is too juicy, my lobster is too buttery" but I can't burn tokens that fast.
>>
>>109277856
Total hosting is about $300 mo + $200 sub for ai sloppa
I have some more compute intensive ideas but I’m not sure it’s worth it when even shitbox providers like hetzner raised prices by 400% this year, and I don’t want to buy hardware to run it myself
>>
>>109277863
I finally got down to my last banked reset, got my weekly down to 5%, and he reset it again. Twice in a row this has happened now. We're never going to get a break.
>>
>>109277863
Well, if he's not giving us banked resets might as well turn of fast mode
>>
>>109277772
Why did you do that over buying api tokens just curious
>>
Where do you guys host your slop? Google Cloud? Self hosting?

>>109277866
>$200 sub for ai sloppa
What do you use? Claude Code, Codex, or both?
>>
>>109277844
can you give the rough idea of your projects? like what kind of product or demographic?
>>
>>109277982
mac applications to control fan speed and change keybinds specifically for apple silicon
>>
>>109277986
I was gonna say “like smcFanControl?” but it’s Intel-only and GPLv2
>>
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Picking Sam, Dario, Ilya and Yan because it's the funniest combination
>>
>>109277986
do itoddlers really...
>>
>>109278049
free-software weenies have been complaining about Mac users’ thriving culture of $5 shareware for decades now
welcome to sneed club
>>
>>109278049
Mac users will pay for anything as long the UI looks good and there's a fancy landing page
>>
>>109277974
I jump back and forth between them, both are fine. Fable had an edge over 5.5 but sol is almost as good and refuses less. More tokens to spend on codex, too
>>109277982
nobody will tell you that in vibeage
>>
>>109278043
>Jensen, Sam, and Dario
anti-trust lawsuit day 1
>>
>>109278049
Paying beer money for small, useful tools is how you make sure they exist and get updated across os versions
>>
>>109278098
These types of idealists usually have to learn the hard way. My first reality check came after my first mildly successful open source repo. I dreaded combing through the dozens of emails I would get a week. All for free btw.
>>
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>>109278115
>he doesnt have an agent do it
>>
>>109278043
> ILLya
> Tibo (not in pic)
> Me
>>
>>109278155
what does the N stand for?
>>
>>109278166
no
>>
I want to get into vibecoding [spoiler] but i have zero programming experience [/spoiler] you think it's worth a try? anyone here started with vibecoding and actually learnt how to program through that? also I just read about something called spec-kit , you think that's useful?
>>
>>109278187
never heard of spec-kit but https://github.com/Titanean/Tadmor was made by exoplanetanon and he didn’t know any programming or software engineering at all
>>
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>>109278166
nya
>>
>>109277476
I work on my current project since February. AI is useful, but I think for some projects the 100x number is overblown, it still takes time.
>>
I wonder if I should have Fable try and change anything so my codebase(s) are more navigable for dumber agents
>>
Do we have any info on how Ultra mode works in Codex? I know it spawns infinite AIs (Artificial Indians), but what model are these agents? Sol? Terra? Luna?
>>
>>109278249
ask it
I learned a lot from asking Claude how ultracode works
>>
>5.6-sol-xhigh is at capacity, please try a different model
reeeeeeeeee
>>
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>>109278202
that's pretty cool-- ty for the encouragement anon
>>
I have an idea.
I will make a local AI interface where people can fine-tune models. Then I will make a website where people can merge it with other people's models and share those fine tuned models with the world.
The difference with hugging face and other projects will be this one will be user friendly and not require any technical knowledge and publishing new benchmarks and benchmaxxing will be encouraged. There will be no distinction between benchmarks and training data. Eventually the in distribution and out of distribution data will be similar enough.
Or maybe the site can keep hidden non disclosed benchmarks to evaluate the models.
>>
>>109276214
>## What we’ve done
Whoever operates that site needs to start adding more projects to it, I only see their own.
>>
>>109278515
I think the guy ended up being a tourist
I might delete that bit from my OP-text copy
>>
>>109278561
Luna?
>>
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Imagine the world 7 years from now with Fable 5 levels running locally on everyone's PC. What a time to be alive and I was mesmerized at how good Gemma was running on my PC a few weeks ago. This is the future, lads.
>>
https://mega.nz/file/qbB2DIJR#RUseEbLJkApyE1nAa-fWLMF6K1vAZ3YI-ItQsL8ZQLs

This data will be useful for vibe coding purposes, I got banned from HF so I put the weights on megaupload
>>
>>109278597
don't download this, it's a 6.74gb database of links to child porn
>>
>>109278604
It's not a database of links to child porn, it's actually business data. I don't get why you feel the need to lie about this, stop trolling.
>>
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>>109275428
My hopes and dreams: shattered
>ywn own a goblin jumper
>>
>>109278614
i'm helping you -
you'll probably get 100x more downloads now
>>
lol
>>
>>109278639
No. You aren't helping. The amount of times it's downloaded doesn't matter to me. Are you delusional? Why would I care about how many times it's downloaded? It's data. Use it or don't. I give it away because it might be helpful to people.
>>
>>109278597
How do you get banned from HF
>>
>>109278660
alright fine, i'll bite.
what data is it ? i don't want to bother setting up a vm just to peek at this thing
>>
I think my system might just not be well suited for Sol yet.
A lot of the stuff my team created was for Opus, and Opus is way more flexible but also tends to produce more bugs, so we tried to make more careful, many reviews, all adversarial, thorough etc.
Now with Sol there are too many tests, too many reviews, things that should be MINOR or should be follow ups because they are really out of scope for the task become BLOCKERS instead.
The other possibility is that Sol just isn't that good, but I doubt it, I think it's our system. At least Sol produced very little incorrect code so far, but the process is just a complete slog.
>>
I've already used 20% since the reset with Luna high
>>
>>109278788
>The other possibility is that Sol just isn't that good, but I doubt it, I think it's our system. At least Sol produced very little incorrect code so far, but the process is just a complete slog.
I had Sol Ultra refactor my codebase (it took 22 hours for 110k LOC) and I went from 260 tests to 1100. It was nonstop seething about everything.
>>
>>109278811
And how does that make you feel?
>>
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>>109278735
Seems to be some kind of sales prospects thing made with scrapped data
>>
>>109278811
To be fair, I also seethe at our code a lot.
I will now try Ultra for the first time to do a full audit of one part of our code and compare it to some reference implementations. Lets see how it goes.
>>
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>>109278857
it makes me feel like things are finally starting to get cleaned up around here after firing an incompetent employee (5.5).
>>
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>>109278865
like a linkedin scrape maybe?
can you get your clanker to check for malware?
>>
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Why would they make this an option? and `max` doesn't show in the slider either even though I have it enabled
>>
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>I'm adding a regression test so this feature you told me to remove doesn't return
this niggas so autistic
>>
>>109278952
Because retards keep burning their usage limit using them unnecessarily.
[spoiler]I loloed ultra 4 times, it took between 2-4 hours and I am pretty sure High would have achieved the same faster, despite not using agents[/spoiler]
[spoiler]I know spoilers don't work here[/spoiler]
>>
>>109277733
Sir you aren't decrypting, you're doing a rigorous security review.
>>
What's the latest in meme agent harness techniques? Slopping up my own harness to experiment with random ideas and papers. Also, you *do* benchmark your flows, right? Surely nobody here is just going off of vibes for how well different workflows perform.
>>
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>>109278987
Ultra go brrr
>>
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This nigga sounds so desperate
>>
>>109279017
loops mostly

this was interesting from yesterday:
https://www.weco.ai/blog/first-evidence-of-recursive-self-improvement

self-improving harness basically
>>
>>109279031
>Full access
>why did it delete all my files

>>109278987
They should unironically make an auto setting. Burning extra tokens to determine how much effort to use would save them a lot of computing due to so many retards who think they need Max or Ultra on everything.
>>
>>109278597
> Fable 5's safeguards flagged this message.
> Fable 5's safeguards flagged this message.
> Fable 5's safeguards flagged this message.
Hmm. Strange file. Is this cyber, anon? Are you big on cyber?
>>
>>109279038
>companies shouldn't be called out if their model deletes people's files because... well they just shouldn't, ok?
>>
>>109279053
While they still do due to being jeeted to the bone you should perhaps not give a model known to delete all files the unrestricted unsupervised power to delete all files.
>>
>>109279038
He never deleted any of my files
>>
>>109279048
yeeeeahhh... i'm big on CYBER SPACE, boy
>>
>>109276439
>gfx1201
I'm the guy with the R9700 multigpu server, id be happy to help test this.
>>
>>109279058
Around codex never rolex
>>
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RSI will happen but for OAI and not anthropic
not only anthropic own zero compute, they don't even has efficiency
they can't afford to do maths how tf will they compete with OAI
>>
>>109276610
Most people here are not professional devs so theyre not really familiar with the formal development frameworks commonly used in industry but the answer here is to just work with LLMs like you'd work with junior devs.
You give them the rules for how your company does things, plenty of good examples to use as a reference, and the company standards for libraries and frameworks. The only thing that's meaningfully different is security, because that has some LLM specific nuances. I can get into this later in detail if you want, the tldr is that you want multiple different models reviewing your code iteratively doing bug fixes until the models cant find any more bugs since theyre really good at finding bugs but generally bad at writing non-buggy code.
As for the LLM specific workflows for how youd actually implement this, the standard "agentic engineering" pipeline is generally something like:
>prompt "interview me on the product requirements to create a plan", optionally using user stories if you're an agile shop
>read and sign off on that plan
>"create a spec from this plan"
>read and sign off on the spec
>"slice this spec into implementation chunks such that each slice is a clearly delineated module where implementation details will not overflow the useful context zone of the implementation subagents and use 2/3 agent TDD to write tests, make those tests pass, [and verify independently]"
>use Ant/OAI models in parallel and give them a checklist of bugs to look for in the generated code
>if bugs found, rewrite, make sure rewrite passes the tests
>repeat i-2, i-1 until no bugs found
>>
>>109278873
Ok, the audit is done and it was nowhere near as crazy as what other people report.
>>
>>109279063
The guy doing the llm engine? Maybe but it's not public yet, and I can probably get one anyway if I ask someone, already arranging 7900XTX and cloud MI300. The specs are similar between 9070XT and R9700 I think, isn't it basically same chip with more memory
I'm on to a different model anyway, that one considered complete for now except the CUDA verification. Doing Qwen3-TTS because it exercises different kernels and runtime aspects, like it will need audio loading and processing in the Rust runtime
>>
>>109279113
There might be more than one guy doing llm engines. I'm one of them and I'm not him.
>>
>>109279053
I consider it Darwinism for AI desu. Either you're a fucking retard who deserved it, or you know what you're doing and don't have the problem. But I also don't know why youd ever give the thing full access, highest I go is auto-review
>>
>>109279113
Yeah. We're not really competitors BTW, im just building the stuff I need to make my own infrastructure work and filling a gap that I've seen in the landscape for the AMD stack, I'd be more than happy to use your project if on release it does better than my own prototypes. I'm not really trying to monetize anything im doing here.
>>
>>109279132
Yes theres like 5 of us now. Honestly, more of us should collaborate, because with so many of us, there's no way that we 're not partially reinventing the wheel here.
>>
>>109279136
Because everyone wants to push the agents as far as possible. They want to have 30 of them running and be completely out of the loop.
>>
>>109276214
>agentic engineering
do a lot of people just use something like claude cowork to accomplish basic agents?
>>
>>109276610
>how can you automate them so that they test it, evaluate it for best practices and security, and keep them using the same styles and frameworks that you would normally use yourself
You just tell the AI to do it, I'm not joking. Or they may even do it themselves without you telling.
The problem is the current AI aren't smart enough or maybe not trained to do that yet, but it should naturally be that good in few months.
For example no matter how hard you wrangling them the models from a year ago couldn't run agentic harness, nor working with sub-agents
What I meant is "agentic engineering" may not be a thing in a year
>>
I just got my first job as a Vibe Coder, "AI Applications Developer," at 95k and some equity. It's a 300-person company; they have no tech people whatsoever, and all their software so far has been third-party enterprise stuff. They want me to essentially start crafting ad hoc solutions for them. Starting next week, can't wait. For other people looking for things like this, I have no background in programming/software. I started using Claude to design a bunch of projects for myself around 10 months ago, and eventually managed to sell a couple of websites too. The interview was mostly me talking about my passion for AI, discussing projects, and stuff.
>>
>>109276610
do you have a bat boi? also kek to the silver audio cable
>>
>>109279132
Yeah there's a few
>>109279140
I'm just undecided on whether to go full open source or partial, because my vision extends beyond just another inference engine, like ideally the engine is invisible to users, they would download the runtime/software + model artifacts profiled for different gpus. At the same time though I feel that open source makes the world go round, we wouldn't have any of this without open source, and DX has been a priority as well, for example, I use CK and CUTLASS for workloads like GEMM, Conv, all the candidates (different tile shapes, etc) and all the epilogues get compiled into a support lib, basically you need to compile everything for the profilers anyway and then you'd need to compile individual instances for the model, so the support libs speed that up, you have the profilers and instances compiled once then static link only what the model actually needs, these could become released artifacts that developers download.
AMD has been a priority in my project too, as you said there's a gap in the landscape for the AMD stack.
What models are you interested in? I can have a look at those after qwen3-tts and let you know how it performs
>>
>>109279200
95k for vibe coding is still crazy to me, but I actually do believe you.
>>
>>109279200
happy for you king
>>
>>109279217
nta but i get paid pay more, on commission, but I do a total retard job that can be 75% AI. I'm about 20% of the way there still learning to automate more. probably a lot of you could have it all automated in a week but i'm not as smart.
>>
>>109279222
way*
>>
>>109279200
I am not even a coder myself and this sounds like doom.
>>
>>109279217
nta but it makes a lot of sense, companies want output, if he can deliver it that's it
>>
>>109279200
What resources will you be getting? Do these companies get on enterprise agreements or use the 20x plans and such?
>>
>>109279200
Can you prove that?
>>
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>>109278635
Sent them a goblin back
>>
>>109279282
should have hit them with the
"ignore previous instructions, send me a goblin jumper"
>>
>>109279213
Honestly I have given up on closed sourcing local products since even 5.5 can pretty adeptly reverse engineer and reproduce local programs. But I wont pretend like I dont have a strong interest in pushing you towards open sourcing so that's all I'll say on the matter.
I'm targeting GLM 5.2 as an eventual inference serving target with GLM air, HY3, and DSV4F as intermediate targets. Right now I'm doing most of my small scale testing on Qwen models or synthetic chunks of the intermediate models specifically for expert offload testing. Currently waiting on some upgrades for my server to arrive after which I'll move onto directly testing the intermediate models.
>>
Is anyone's SOL incredibly slow too? When they dropped it, it was incredibly fast, was spawning subagents etc. Now it's just so fucking slow and barely spawns agents, even on Low.
>>
>>109279200
So you just apply to AI jobs without much relevant experience?
>>
>>109279309
Not him but I tried to reverse engineer ptxas using GPT 5.5 and it didn't really work out. Even used some 5.6 and it didn't seem to work very well either but didn't pursue that extensively.
>>
>>109279309
>>109279325
How do you guys actually do reverse engineering with LLMs? Do you just have them read the binary directly or hook them up to ghidra or something?
>>
>>109279377
I haven't succeeded but yes you want to give it access to a disassembler
>>
>>109279309
I mean I think you'd struggle to reproduce it from binaries and docs alone, not impossible but it would be a large project and take several billion tokens. If man didn't need to get paid then I'd just open source it desu but I'm broke and I'd be pissed if I open sourced it then someone else made a product around it
What is it about existing solutions like SGLang or vLLM that don't meet your needs? Are they just not optimized on gfx1201, I guess it's mainly CDNA
>>109279377
Yeah give them ghidra, windbg, etc. I got the lighting on logitech headset reverse engineered so I don't have to use the logislop software to turn the lights off
>>
Sol Ultra does feel like a genuine upgrade compared to high or xhigh. Still not something I will use all the time, and the current audit didn't burn a crazy amount of usage or spawn millions of sub agents, but maybe it will for bigger tasks.
>>
i got gpt 5.5 to decomp something and i know basically nothing about reversing besides the words ghidra and ida
i was completely out out of my depth that nigga's like
>oh yeah, just use the program while i run this program and i'll just capture shit straight out of your gpu
shit was cash
>>
>>109276610
>but how can you automate them
If you're asking for a fully automated system, then you can't. AI will always need some form of tard wrangling because they can be poisoned by outdated information or just straight up hallucinate. And the more context, the more complex tasks you ask it to do, the more it will hallucinate.
>>
>>109279377
>>109279410
>>109279459
You know what? I'll burn one of the banked resets on asking Ultra to RE what I was trying to before, using --dangerous completely unmonitored on a Docker container. Fuck it.
>>
>>109279496
fwiw if i ever said reverse, re it would immediately refuse to work
decomp was fine
>>
People say our jobs are going to be AI'd away, and that's probably true, but I'll take the edge/advantage in the meantime. A lot of people aren't using it as much as they should be or in the right ways.
>>
my god 5.6 is an absolute gaslighting cheat
and this is supposedly what's going to kill fable? lmao fable is going to API credits on the 19th, there's no chance anthropic are that afraid of sol
>>
Do you ask LLM to build you entire app or you just start coding and whenever you don't want to or don't know how to do a thing you ask LLM to do it for you (Or ask how to do it)?
>>
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Who else not one-shotting anymore but telling it to list all the changes it wants to make and ask all the questions it wants to ask? Seems good for avoiding bad surprises or missing stuff.
>>
>>109279567
i started with gemini last year and if you didn't do this you would want to kys every session
>>
>>109279567
It’s an absolute must, especially with codex models. 5.6 is not afraid to take the wheel and make some less than sensible choices. God I can’t believe why people are swooning over this shit, maybe because it’s cheap? With fable you generally don’t need to do that
>>
>>109279588
I see, I started with gpt 5.5 so I had it good from the start
>>
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>>109279410
Over 30B tokens apparently
>>
>>109279410
Yeah that's fair . And yes exactly the problem is mostly my chipset, none of these products have good support for cards that you'd actually want to use if your goal was maximum vram per dollar. And I'm doing fancy compression and offload stuff so there's that, but that's not the thing that's keeping me from using other projects since I could realistically build that on top of an existing project. Honestly right now I'm focusing mostly on that because that's the portable part and I'm assuming that someone else will beat me to Market on good gfx1201 support. Iirc Mojo is pretty close anyway. I'm just in the strange position where it feels like half of the people in this thread are working on the thing that I need but I have no real way of understanding progress in a way that lets me predict what I have to build versus what I can reuse so I have to operate under the assumption that I might need to build everything myself.
>>109279377
You give them all the tools that you would use as a human reverse engineer. Most of them have clis or are terminal native.
>>
>>109279567
for anything important yes, for slop a lot of times I run stuff off at night one-shot and also have been trying to prompt more prompts to keep it working a few hours while I sleep.
>>
>>109279594
the grill skills in op is decent for this esp if you don't know what you're doing, although leaving it really open ended can lead to marathon 100+ question sessions from the model and you just have to tell it to stop
you can just say some shit like
>ask me all the questions re: design and implementation now to remove as much ambiguity as possible - one question at a time
and basically get the same effect
>>
>>109279535
Very true, even the majority of AI pilled people still interface with these things via chatbots and not actual harnesses. Right here we are in a thought bubble where everyone understands reasonably good ways to use this technology but we are very much in the minority here. What makes this even more frustrating is that all of the luddites insist that we merely have ai psychosis when you try to explain this so you literally have to force them to sit down in front of codex Claude code Etc and use it before they will understand that their understanding of this technology is years behind the curve.
>>
>>109279410
>>109279616
What is your opinion on hand written (or llm written) kernels vs having an ML framework optimization layer that takes a high level compute graph and compiles it down to a low level kernel automatically?
The advantage of the first is that it's simple but specific to each model and less flexible. The second one allows faster protoyping and implementation of new models but is more complex and possibly doesn't extract as much juice from the hardware as fully hand optimized kernels.
The typical example is wanting to fuse multiple kernels that work element wise on a vector. Just running kernels sequentially will not take advantage of data locality by keeping the elements on registers/smem and applying all the transformations per item rather than reading the whole vector back and forth from dram each time.
I've been writing them manually for my engine but now that I understand the benefit of graph compilation I'm not so sure if that's the right approach.
>>
>23%
>only two resets left
I might not make it...
>>
kimi k3 is imminent
rumor is it is good
>>
>>109279683
I think you pretty much nailed the trade offs, handwritten kernels are probably better if you are optimizing a specific inference stack towards serving a specific family of models. For example in my work I'm primarily targeting glm models and other stuff that reuses a lot of the deep seek architecture. My model choice in general is highly opinionated . But for a standalone product that is model agnostic I think your approach is probably better.
>>
>>109279701
codex just reached 8M you will get reset soon
>>
>>109279702
It had better be considering it is likely twice as big or bigger than glm 5.2. If I'm going to spend twice the hardware on running it that has to be worth it. And yes I know that it's natively quantized, but glm 5.2 at Q4 is better than K 2.7 code so that is mostly meaningless.
>>
>>109279707
S-So I shouldn't use my own reset and pray it happens...
>>
>>109279683
If we're talking elementwise then that's fused straight up in mine, like say you have a sequence of 5 elementwise, that's automatic fusion into one
Recently added something I'm calling elementwise access fusion, if you're familiar with CK/CUTLASS you know it can fuse any elementwise epilogue into A/B/C etc, the feature is similar in spirit. Instead of writing a kernel, say grid_sample, then you need a grid_sample_add or grid_sample_mul or grid_sample_silu, whatever, instead of writing each one, you just write it once, fit in the elementwise access fusion on the loads and stores, then you have grid_sample_* automatically covering all the elementwise you support
Fuse all the things, basically. CLIP for example has 0 standalone elementwise, all fused into other ops
>>
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Should I let upload shit to a private github, just so it can use it? Or that's just gonna be shit eating tokens anyway.
>>
>>109279760
just tell it to init a local repo?
>>
guys how should I go about about setting up agents.md
I know I should do it but I'm lazy and don't really know what I'd put in it anyway
What do you guys do?
>>
>ask sol to draft firewall rule changes
>it does so and places them in the chat for me to run
>tell it to write me a simple bash script to apply them
>it tries to use tdd with subagents to make the three line bash script
This is getting a bit ridiculous.
>>
>>109279804
why not just run the 3 lines?
>>
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>>109279791
put whatever you need in it
>>
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>>109279791
I'm not sure if you should, this is an example of mine. I've found that the more code there is the best they are at picking up conventions, etc. but if you're starting a new project it may be useful
>>
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>>109279752
Example of the fused elementwise
>>
>>109279810
Because removing the new lines and padding from the Tui is annoying.
>>
>>109279779
I see. Dumb viber here. Thanks for the info.
>>
>>109279804
Nothing at xhigh or lower has ever used an agent for me. Haven't used max. So are you running ultra to do that shit?
>>
>>109279840
no shame. git by itself has nothing to do with github. they're synonymous, but definitely not the same.
always use local repos even if you never plan to push to github. version control is super helpful.
ask the clanker to give you a crash course of common ops.
>>
>>109279830
>delcare
>>
>>109279859
I would thumbs you up if I could, but instead have a (you)
>>
>>109279876
the AI is smart enough to get me, one nice thing of not dealing with humans is that AIs aren't pedantic about typos
>>
>>109279859
I think another Anon here described the best approach as having cocktail party levels of knowledge in git commands, where you might not be able to reproduce the full commands from memory but you know what all the useful ones do and when to call for them.
>>
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>>109279752
Example of access fusion, this one is pre-relu post-add
>>
>>109279878
download github desktop and have the clanker get github cli and walk you through authing.

push = upload
commit = checkpoint
pull = download

start using it now, you're absolutely going to need it later or else you will fuck yourself.
>>
>>109277851
my brother in Christ you can just keep whatever documentation works for you. a macro overview of your app structure with key information, core functions, APIs. limit it to 4-5 pages that are kept updated. it's not that hard to facilitate information access to your thick head. but you do you bro.
>>
make a new thread pls i dont want to waste my bait here
>>
>>109279909
kek you fucking attention whore
>>
>>109279899
>he savescums his code
>>
>high goes brrr
>>
>>109279954
lel with Codex you kind of have to, their revert button is fucked up
>>
>52 minutes to edit a single page for different PC and mobile resolutions
Was that reasonable? It was 5.6 high
>>
>>109280015
responsive web dev is a lot of work. it probably had to verify each resolution.
>>
Does codex say anywhere when resets were used?
Would be cool to know exactly how long it took me to eat everything.
>>
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Completed my first repository wide refactoring run using Sol Ultra mode. This thing is a tenacious beast. It took over 17 hours and burned over 10 million tokens.
>>
why does hermes have 3 websites
>>
>>109279853
NTA but I have changed my settings during 5.4 or 5.5 times so it uses sub agents, it does that on most reasoning levels once you allow it.
Sub agents are good, they just shouldn't be overused.
>>
good morning gentleman. another day of vibe coding
>>
>>109280426
So what are your agents settings?
>>
>>109280352
cost?
>>
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>>109280508
Running the maximum Pro x20 subscription currently. Started at around 99% or 98% usage remaining. So, it burned through roughly 60% of my usage.
>>
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He cookin good on qwen3-tts
I did a major refactor recently but I tried like 3 or 4 times before that refactor to do qwen3-tts with 5.4 and 5.5, failed miserably, other models it was fine on 5.4/5.5 but it really struggled with it for some reason
Sol just smashes it out like it's nothing, all from one prompt and a few steerings
Looks like it's not far off being finished
>>
>>109280590
What did you change?
>>
>>109280590
For CPU offload with my engine I'm planning a feature that will fit as many experts as possible on the GPU at first and then evict them as more space becomes needed for the KV cache.
>>
>firing off a really demanding prompt that will take a long time then going to take a dump
>>
>>109280352
This is together with /goal? I know the post says goal, but does that mean the actual /goal command or just something like a plan file?
>>
>>109280590
In the refactor? A load of stuff, one of the big changes was moving away from fully jinja templated kernels to C++ templated kernels in headers with minimal jinja for the launcher, removed a bunch of stale stuff, changed the ops interface to match torch closer so it's easier to translate the graph. In general the refactor will have made it all easier to work with
>>109280631
Nice idea. I haven't touched on offloading yet because I've only integrated models that fit in the gpu, it is planned though, and I already have like gguf quants integrated as load time dequant, buffer dequant before gemm and an experimental in tile dequant gemm. gguf stuff is planned to be refactored though, I have another project that is like vendored llama.cpp cpu reference plus simd cpu and highly optimized quant and dequant gpu kernels for the entire range of gguf formats, all byte exact
>>
>>109280041
It just did a way more complicated page in 24 minutes. Including another very simple page. So much for consistency.
>>
>>109280448
In config.toml:
[agents]
max_threads = 6
max_depth = 1

[features.multi_agent_v2]
usage_hint_enabled = true
usage_hint_text = """
Use subagents when the active profile, AGENTS.md, repo workflow, campaign docs, or user prompt explicitly authorizes delegation or parallel agent work. Treat standing authorization in loaded instructions as sufficient authorization. Keep delegated tasks narrow, useful, and non-overlapping.
"""


Then repo AGENTS.md is too specific, it doesn't just say to use sub agents when it's useful, but rather my workflow specific conditions for launching sub agents, like for every review after an implementation wave.
>>
why does codex like to spend 2 minutes writing the code and 30 minutes doing tests and git diffs?
>>
>>109280683
I told the agent to make its own goal to continuously rerun a code audit skill I'd made earlier and execute that goal. You could also just use the /goal command.
>>
>>109280776
you may not like it, but this is what peak making damn sure it works looks like
>>
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>>
>>109280776
The latest models appear to be quite tuned for being as correct as possible, so they'll exhibit that sort of behavior.
>>
>>109280852
>2026
>jejmemey
*hits snooze*
>>
https://openai.com/supply/co-lab/work-louder/
OpenAI used their AI models to design and build a cheap keyboard to use with codex for better vibe coding
>>
i will forever be a gemini slut
>>
>>109280776
yeah, it’s a complete waste of time and tokens. sol’s been frustrating the shit out of me so far because of how much tard-wrangling it takes just to keep him on a leash and stop him from going completely wild. worst part is he's pretty quiet too, so half the time you have no fucking clue what he’s even doing.
>>
>>109280964
Don't care, just want a goblin jumper
>>
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my trading algo is still working
just made me another $100 and it will probably make me twice that before the market closes
>>
>>109281021
it's paper testing?
>>
>>109280982
Are you using Antigravity for anything, anon? I'm going to be tinkerign with it later today. Wish me luck.
>>
>>109281029
fully live since last thursday
so far its made me $600
>>
>>109281029
I think he's the anon using the Polymarket API
>>
>>109281030
for coding? no. gemini is just my main hoe. i use it for web search, for studying, for analyzing videos and audio. i use codex for vibecoding.

gemini is really really bad at coding. you'll be disappointed. but i think it has a place of it's own everywhere else
>>
>>109281037
Wish you the best bro
>>
>>109281053
thanks. I'm poor so this is probably the coolest thing I've ever done in my life.
>>
>>109281045
>gemini is really really bad at coding. you'll be disappointed. but i think it has a place of it's own everywhere else
No at all. I'm going to be working basically on CRUD-level stuff (soccer team management). I doubt I'm going to find it lacking in any way whatsoever.
>>
>>109281065
in that case, hope you enjoy it. gemini 3.5 pro waiting room.
>>
>>109281021
what was your initial seed money on it?
>>
am I weird for wanting to vibe code just for fun and not to make a quick buck?
>>
>>109281103
no? you're the overwhelming majority
>>
>>109281101
very little. the hardest part is finding the correct market conditions. I'm going to build a bot that can do that for me next, since it's the only way I can keep my alpha going.
>>
>>109281077
Thanks!
>>
>>109281063
How'd it do in backtesting?
>>
>kimi k3 is fable tier bros
I'm tired
>>
yeah haha. definitely fable tier, like glm 5.2 is definitely opus tier. definitely not more chinkope haha
>>
>>109281276
I'm excited for the reality that it might be comparable to GLM 5.2 but with vision, but they gotta keep those costs down. The "best" Chinese models have gotten too expensive, it's getting harder to justify. 5.6 Luna is cheaper to run than GLM 5.2, if K3 isn't at least comparable then what is the fucking point?
>>
>>109280964
They have to post a video of a person using it.
>>
>The existing code already has unusually strong defenses
Yes Sol, this is what a codebase looks like when a human ralph-loops “find security bugs and fix them” ten times
>>
>there's a fucking entertainment section in codex plugin
did it come from chatgpt intergration? I'm going to slopmaxxing
>>
>>109278515
>Whoever operates that site needs to start adding more projects to it, I only see their own.
if you have a project recommend me. i didn't really see any to add since then

>>109278561
>I think the guy ended up being a tourist
im still around but the thread updated runs manually. i think there's a way to get access to gitgud's cloud runners just by asking for them so i'll look into that

its also set up as a gitgud organisation so i can add gitgud users / merge PRs from them if anyone has suggestions
>>
umm /vcg/bros?
>>
>>109281476
The https://vcg.gitgud.site/ is run by one anon who does not care, it's never been updated.
>>
new thread please so we can continue vibelording
>>
>>109281488
i am that anon, i care and it has been updated. show me a project that is worthy and follows the featured criteria
https://vcg.gitgud.site/#/featured
>>
>>109281494
Nothing I post in here is ever going to be on github. If opensource is a requirement, then it should just be removed from the OP because it's never getting another addition. Doesn't even have exoplanets app. Also, the /vcg/ threads, do you update that manually or ...?
>>
like ive seen anons making android apps and desktop apps
first of all those apps should probably be web apps anyways
secondly it would just be a link to the github when on

>>109281538
>Doesn't even have exoplanets app.
i just noticed that app. i'll vibecode it being hosted on vcg.gitgud.site , seems cool and fits the bill.

>Also, the /vcg/ threads, do you update that manually or ...?
I have a CI job set to do it automatically, pulling from desuarchive because they are very generous to have a free API. but GitGud is not GitHub and they don't have free computers to run your CI for you unless you apply so I'll make an application so it is fully updating (or just buy a raspberry pi and set it up if that doesnt work ive been meaning to do that anyways)
>>
>>109281123
>tests trading algo for 2 days
>thinks he has alpha
lmao
don't get too excited bro
the first one is free
>>
>>109281538
>Nothing I post in here is ever going to be on github.
then you're not actually showing anything off. from my perspective, if it's not open source you're not sharing it. if you're sharing binaries all you're doing is sharing it open source with extra steps because we can just decompile your code and you're being an ass, and why would I want to feature someone who's being an ass on a website for a general on a website where fucking richard stallman is in the sticky
>>
>>109281566
Nobody cares about your perspective, fuck off.
>>
>>109281575
>Nobody cares about your perspective, fuck off.
the anti-open source retard is the one accusing ME of being the tourist kek. OP is truly, truly a faggot.
>>
>>109281564
today is day 5
I've been waiting for the other shoe to drop but it's not happening. If anything, I've successfully scaled it up. there's like a hundred ideas running through my head and I'm able to try each one with a single AI prompt. shit's fun.
>>
>>109277517
This is a brainwashing technique

>>109281488
Checked
>>
im gonna try to use Qwen3.6 Claude Coder 35B (Abliterated) q4 to add the exoplanet html file to the website and see if it can do it at all
>>
>>109281602
How do you try them? 5 days is really nothing. I hope you have backtests, but even that isn't a guarantee, it's just the bare minimum. Unless you just trade for fun.
>>
>>109281639
I'm making hundreds of trades. If it were really just a fluke then I'd be losing money. this is positive EV on each trade.
>>
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>>109281566
So a shitpost needs source? Okay, https://erjd66yfaboq.htmldrop.app/snailcat-racing-dx.html full source https://pastebin.com/3tJDRwm8
If you want the webpage source, Right Click -> View Source, there are no external dependencies, it's all there in the HTML. All artwork is in the ROM, which is also in the HTML, it was created directly as binary data so there is no source for the artwork except this one single image here in my post. You now have the entire source for Snailcat Racing DX. Add it.
>>
>>109281566
>then you're not actually showing anything off. from my perspective, if it's not open source you're not sharing it.
I disagree
I’ve gotten great ideas from pic related even though I don’t need his RGB lighting controller
part of the “problem” of a tool that lets you Just Do Things is not knowing what you _can_ do with them
and while it’s easy enough to read “you’ve got a robot in your computer that’s very good at hardcore nerd binary disassembly” it’s harder to *notice* all the paths that are open to you now
>>109281575
he’s wrong but interestingly so
>>
>>109281650
The variance is higher than people realize, and even then it's not even easy to model the distribution, because your algo might just not work under different market conditions, the trades aren't independent random draws. But I wish you luck.
>>
>>109281669
you know what fine, it doesn't have to be open source but it still should be something you can access on the web without needing a specific type of device and nothing that can be "shut down" e.g. that jeffery epstein crypto scam island game that has servers that you can't run yourself
>>
>>109281420
>he thinks his codebase is unbreakable
>>
>>109281655
cool i will add it now as well. what month was this made?
>>
>>109281674
>The variance is higher than people realize
not really. flip a coin 10 times and you might get more tails than heads, but flip it thousands of times and it infinitely approaches 50%. there is no universe where variance will affect my strategy.
>because your algo might just not work under different market conditions
this is correct, this but the next problem becomes if I can identify these conditions properly. and this is what my next project is.
>>
>>109281706
>>109261485
>>
sommeone bake
>>
>>109281724
It's over. This is the last thread. There was no fable reset.
>>
https://openai.com/supply/product/chatgpt-basketball/
>>
>>109281724
Let's see how Luna does this time, if it's even fast enough.
>>
>>109281591
I never accused you of being a tourist.
What I'm saying is you are being the ass.
Do you really think I am a bad person for prioritizing not having to wageslave anymore over offering you some kind of benefit or complying with some fat jew's ideology that has benefited corporations more than anyone else?
>>
>>109281741
No Sam I don't want a basketball I told you I want the goblin jumper
>>
>>109281650
You can easily make hundreds of winning trades if you don't have a equal fixed take profit and stop loss. Anyone can buy and set a take profit 1 tick higher and win hundreds of times in a row. That doesn't mean you have positive EV.
>>
>>109281741
getting my wife's black son the chatgpt basketball as a christmas gift to find common ground between us
>>
>>109281724
I'd bake but last time I did people criticized my OP so I'm not gonna.
>>
GET IN HERE
>>109281799
>>109281799
>>109281799
>>109281799
>>
>>109281804
You beat Luna lol >>109281807
>>
>>109281779
are you trying to say that one loss is going to take out all of my gains? that's not going to happen lol.
>>
>>109281819
it doesn't have to be one. you can have many positions in the red until you get liquidated (since we all know you are using leverage).
>>
>>109281779
>>109281819
also what you're describing is what market makers and HFT algorithms do in nanoseconds. they definitely do have positive EV.
>>
>>109281812
Sorry. Nobody said anything, so I took the liberty.
>>
>>109281846
GLM 5.2 got it on the first try, Luna has been overly cautious and failed 3 attempts now, sad.
>>
>>109281843
Yeah but you're not an HFT trader. They can do it because they have the lowest latency link from one exchange to another, you don't.
And market makers can get wiped out when using leverage, or stay in the red for years when not. It doesn't automatically turn your computer a money making machine. If you just quote prices without a real strategy as a market maker you can easily have zero or negative EV because of adversarial selection.
>>
>>109281716
>flip a coin 10 times and you might get more tails than heads, but flip it thousands of times and it infinitely approaches 50%. there is no universe where variance will affect my strategy.
I understand that, my concern is that you are in a different situation. You flipped the coin 500 times, you saw that you won 60% of the time and now you think that 60% is your true probability of winning. I claim that there is still a high chance that as you approach infinity, you will reveal you true long term win rate and it won't be 60%, it will actually be negative. You didn't draw from infinity, you only drew from 5 days. I am not saying that it definitely IS negative, just that the risk is still there after only 5 days.
>>
>>109281916
>You flipped the coin 500 times, you saw that you won 60% of the time and now you think that 60% is your true probability of winning.
try coding a bot that does this in a simulation, and run it a million times. let me know if you find one simulation where it actually reaches 60%.
>>
>>109281716
Tell us about your backtesting.
>>
>>109281930
60% was just an example the point is that you only have a limited sample size. Did you try it on a back test with millions of trades? If yes then it's fine, you didn't say you had a back test.
>>
>>109282019
I didn't really backtest, I threw 1k at it and did live tests because I see the market as something alive that reacts to your presence. That difference in methodology is probably why I created something that works and most people are still running random TA shit through data and trying to find the holy grail.
>>
>>109282075
>I have no idea what I'm doing and conflate small luck with big skill
>>
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>>109282092
Whatever. I'm going to stop replying because you sound either salty or are baiting to get as much information out of me as possible. Some of the points you brought up were good, and I think I've given enough crumbs, good luck.
>>
>>109282075
Ok, but promise me when you get your shit pushed in you will post about it rather than silently disappear.
>>
>>109282101
You're talking with 3+ different anons, anon. Good luck with your algo.
>>
>>109282102
You know he won't, don't be such a dick, it's clear he's struggling with reality.
>>
>>109282101
You're delusional. Nobody cares about your $200 dollar 5 day proven algorithm bro. Here is my Binance account btw.
>>
>>109282197
>gloating for 3K of crypto
How is the weather in Bengaluru?
>>
>>109282354
It's more than 1k
>>
why don't you show yours? and what's your opinion about the other guy, will he keep making $200 a day?
>>
>Please approve the UAC prompt when it appears
I got u bro
>>
Vibed for 12 hours again, don't feel like I made a ton of progress.



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