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File: HWtjhZJagAExu0X.jpg (118 KB, 1152x1179)
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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/

## Related generals
>>>/g/lmg/
>>>/g/aigdg/
>>>/vr/compy/

----

## 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
https://antigravity.google/pricing

## Near-the-old-frontier models for code
https://www.deepseek.com/en/harness/
https://opencode.ai/go

## Best free tier
https://opencode.ai/zen

----

## 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/

## 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
>>110289217
>>
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>What does this thread even DO?
>>
>>110294093
How do I get a vibe coding job?
>>
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>>110294139
i tried doing this and it worked
>>
communication in the open via code and slurs
this is the point of the thread - iykyk
>>
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WHERE IS 6.2
>>
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what does this reveal about chatgpt
>>
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>>
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>>110294219
https://www.youtube.com/watch?v=Ku6tvb5PE24
>>
>>110294293
>mental illness cured with AI
NOOOO THIS IS TRANS GENOCIDE!
>>
>>110294293
I hope he will be cured from his safetyism.
>>
imagine vibecoding with a neuralink and getting banned for using words
>>
>>110294261
sounds like a good suck

>>110294293
>IPO in 9 days
surely a coincidence.
>>
>>110294352
Considering younger generations already self censor anyway when they write, it won't matter much when the tech will be GA.
>>
>>110294381
>when they write
if they ever write LMAO
>>
>>110294293
We'll land a cybertruck on venus in two years!
>>
>>110294391
*cybercab
>>
>>110294409
*cybercopter
(it's our secret project, don't tell anyone, shhhh)
>>
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>>110294093
Is there any real practical demonstrable difference in quality in performance when using higher thinking "effort" settings? I currently use deepseek 1017 via open code with the default setting set to high and I have yet to run into any situations where I would want or need to set it to Max. Using that setting I was able to shade out a working automatic translation Android app that incorporates both a on-device model and API models when needed. It only cost roughly $5 worth of tokens.
So my question is would it be more efficient to just set it to Auto instead of high or Max and let the model decide how much effort it needs to exert for a specific task? Or is it always better to stick with the higher settings? I'm obviously not going to turn reasoning completely off because then the amount of errors, fuck ups, and bad assumptions it will make would skyrocket and potentially even lead to more token expenditure to fix those mistakes, but I'm wondering if I'm wasting tokens using anything other than Auto.
>>
>>110294391
i wanna cybersex on Venus
>>
>>110294457
looking at how most models respond to thinking effort, it's generally a losing game to turn it all the way up. astra's best at (high) and sonnet will basically quadruple in cost if you turn it up to (max). that said, deepseek is a retarded dog of a bot and you want to squeeze every drop of that cheap compute out of it.
>>
>>110294457
>Is there any real practical demonstrable difference in quality in performance when using higher thinking "effort" settings?
Yes.
>>
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The agent virus is removed, no more cooldown shit
>>
>In the process of doing a full rust rewrite of a old game
>Astra is being a fucking mongrel and keeps writing more tests, checks, tools and scripts
>At a point where the non rust content is twice the size of the thing we actually want to do and no rust committ since 8 hours
Got myself a 20 Claude sub now and and told it to improve the workflow and to give me better prompt, fix the agent.md etc., if this turns out to be a big win i might swap to Claude completely, kinda afraid on their cut down on conversation projects tho
>>
>>110294496
astra is worst in class for tests/cancer
>>
cancer of the testes*
>>
>>110294496
Just do a refactor after astra is done, not that hard
>>
>>110294477
See >>110294472
>>
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is hy4 schizophrenic?
>>
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>>110294597
i have exactly 1 ai model running on this entire machine and hy4 thinks some other ghost AI came in, wrote its own entire implementation overwriting hy4's impl, but that the new impl also works
>>
>>110294611
seems like an agentic debrief issue.
>>
>>110294127
>getting ai to scrutinize all his decisions
This is what I do with my tech purchases now
>>
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>>110294352
>>
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General of brown people
>>
Who /vibing/
>>
>>110294293
he already tried this marketing campaign in one of his essays a few years ago
>>
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the billions will continue until ed kills himself
>>
vibeGODS
>>
>>110294457
The models score better in some tasks with higher thinking efforts, but this doesn't scale linearly or applies to all kinds of tasks.
>>
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>>110294847
>Windows

How do you tolerate it?
>>
>>110294872
is it windows? it looks like one of those shitty windows clone themes
>>
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Get a smart error on my nas, tell Claude to look into it and its handling the backup, testing and recovery process all on its own. Turns out it wasn't the drive that had a pending sector that was fucked, it was a totally different one that failed entirely moments after I backed up all the data off it. Now i have to replace two fucking drives at these prices.
>>
>>110294872
That's linux. Its a new desktop called lumen im working on.

The best way to make a desktop is to use it at the same time, so you can catch bugs and such. It's very good already.
>>
>>110294896
>>
How do I use the free $100 api from OAI without bankrupting myself?
>>
>>110294756
i'm korean
>>
>>110294889
Hard drives prices can't be that bad
>>
>>110294950
it's just as bad as everything else if you can't buy used shit off ebay
>>
>>110294756
You could just look at what people are working on in here. It's all obviously brown coded.
>>
>>110294950
I just had to replace a single 8TB SAS drive, bought a used one, cost more than the one it replaced did when it was new.
>>
>>110295018
>>110294756
Do you trannies just come here to call people brown?
>>
>>110294842
Meanwhile anthropic valuation dropped again to 1T lol
>>
>claude desktop bumped to v5
>fable 5.2
>IPO coming soon
I'm noticing...
>>
tibo disappeared
>>
>>110295288
Tibo stopped resetting
>>
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uh, ok dario. thanks?
>>
>>110294950
https://diskprices.com/
they're pretty fucking bad
>>
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>>110295288
He's still tweeting but it's more about products in general rather than Codex itself. I think OpenAI knows better than to engage right now when they don't have the means to compete and did the hard part already to squeeze their compute costs per customer down and it's better to say nothing, put their heads down, and do actual work to compete vs Anthropic at a later point and just take the losses now just like how Anthropic for the most part lost to OpenAI models for the most part from May/June until August.
>>
>>110295405
holy shekels
>>
Is telegram the most secure way for long distance phone coding?
>>
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At this point Anthropic will release Opus 6, successfully IPO, and publicly disclose RSI and announce an AGI timeline while OpenAI will be like "introducing ChatGPT for dog walkers!" and releasing some bullshit models like Luna 6.3.

What a bunch of fucking retards. But hey, "Bel" is coming out any moment now! Just like it has been for the last three months!
>>
6.2 astra when
>>
>>110295465
after 6.1 luna
>>
>>110295451
the second anthropic releases IPO the chinks will release shadow model they've all been working on together and it will be 99% as good for 10% of the price, effectively killing anthropic
>>
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>>110295405
>Full reset drops 1 day before normal reset while at 99%
fug it's taunting me.
>>
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>>110295405
wtf lol
>4 fable resets
>2 weekly resets
good thing I have a vacation coming up soon
but why does your fable reset say november 17?
mine say march 9.
>>
>>110295597
maybe it has something to do with plans. mine is pro, so november 17th is when i lose access to fable i think
>>
>>110295609
ah
makes sense
>>
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a full week without reset from tibo, i'm dying bros
>>
what to use fable on?
what can it do that other stuff can't
>>
>>110295640
refactor, holistic migration from one language to another, architecture mapping
>>
>>110295639
That was only for part of the 28 day challenge wasn't it? I'm not expecting any more candy. On the plus side, usage draws down a lot slower subjectively than it did during reset season.
>>
>>110295639
one reset per month at most is what I expect now. he said they're not a reset company.
>>
>>110295491
the chinks do not have the compute the USA does, and they likely never will. their allies are backwaters like Russia and North Korea. even if they stole the weights, and they are definitely going to try, we still have more compute which means we will always have a lead.
>>
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Should I just drop this dogshit Codex Pro plan for Claude? Or wait for the new model to drop? I don't think I can handle Sol's autism anymore. This is not elegant.
>>
>>110295735
claude is the safe pick. but there's a chance that fable 5.2 is simply the fable 5.5 we thought we were getting, and there's no secret, stronger fable. meanwhile, 6.2 sol will likely finally match opus 5.5, and astra 6.2 will likely beat fable 5.2 by a wide margin
>>
>>110295735
what are you even doing to cause this? are you not using git?
>>
>>110295735
tell terra to simplify it, then tell sol to fix the broken code while keeping the simplicity, then tell terra again to simplify code format
>>
>>110295735
You just need a round of refactor. The first iteration will always be bad as the model can't write and unslop it at the same time.
>>
>>110295288
>>110295407
he's security lead now
>>
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>>110295748
I had Astra make a plan to migrate from iced to gpui, and for 6.1 Sol {xhigh,high,medium} to implement it:
/goal migrate from iced to gpui

it's made 2,412 jj commits so far
>>
>>110294939
>free
>$100
>>
oh lawd
>>
>>110295787
>11 days
are you for serious - you actually let it do that? it's gone full retard mode and you let it
>>
>>110295791
Yeah I got $100 for free from OAI?
>>
>>110295806
Yep, after day 4 (I thought it would take 2) I just let it go. It's following some .md plan Astra made.
>>
>>110295836
oh, the API credits?

these are meant to be used on your apps and shit. Do you sell any software? if so, you can glue some cheap model like Luna in some feature to use the API credits
>>
>>110294093
>Things that make Dario and Altman shudder
>>
>>110294490
context?
>>
> Fable 5.2 refuses to give investment advice
this is a fucking joke right? Opus 5.5 doesn't have this problem
>>
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>>110294093
So, this is probably a long shot, but if any of you wizards would be interested in taking a look at this
>>>/p/4538955
I'd be very happy.

TL;DR:
>some chinese dude made a very barebones custom firmware patch for modern Nikon cameras
>want to see if more features can be unlocked
>such as a toggle for the forced auto DX (crop mode) when attaching APS-C lenses
The firmware has lines referencing these features (which exist in other cameras), but they don't appear in the menu on the camera (Z6).
I don't assume this is of interest to you, but if there is a camerafag here with the brains and patience for it, please share what you find.
Thanks.
>>
>>110295918
>Everything useful, fun or interesting will be progressively banned from the model as anthropic goes bolder in their schizo cult.
The rule is verified again.
>>
Need help choosing my new start screen, I'm really torn on both of these. Accent colors can be tweaked as wells, so feel free to suggest one.
>>
>>110295919
you don't need us nigga just pay the claude sub and do it
>>
>>110295941
I'm pretty sure I'll just brick my camera due to PEBCAC, fucking up following basic instructions from the clanker.
>>
Solar system general

>>110295935
left
>>
>>110295935
right logo and font with left colors and positioning
>>
wtf hy4 has a cyber filter?
>>
>>110295931
if this bullshit keeps on, everything fun will be made by chink models while western models will be woke, trash and useless (a similar thing happened to western movie industry)
>>
>>110295956
it sounds cool
>>
so, did carbon disappoint?
>>
>>110294093
we legit need big optical
>>
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I never asked for this.
>>
>>110296195
yes
>>
>>110296253
carbon is just like me frfr...
>>
>>110295935
I'm asking Grok in cursor.
>>
>>110296195
it's feces
>>
>>110296243
>unbuckle
hol up
>>
>>110294347
this, inshallah
>>
>>110296195
No, I'm actually especially for 3D editing where it is cheaper than Astra and Opus/Fable and multi-modal performance like audio understanding and etc. which are niche and Argon was already really good for that. Of course, for the tried and true workflows and coding for these parts here, there are better models but most even with Astra before Argon, It only barely cleared where Google hit with Gemini 3.8 and now it's much higher with the Gemini 4 models.
>>
>>110296297
What do you mean by 3d editing? Like shaping 3d models? What are you doing there?
>>
>>110296195
The problem with Google is they have shitty limits and their Harness is ass from what I hear.

Also I heard these SAARGOON models have some sort of inconsistency issue where sometimes it will perform great, and other times it will simply give up or break shit. You can see in some benchmarks the medium reasoning levels performing WAAAAY above high reasoning.
>>
>>110294756
>Tel Aviv not impressed
>>
>>110294457
It seems to matter much more with longer horizon tasks
>>
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>>110295747
5.2 is model 3
5.5 is model 4
>>
>>110296302
It has better human-like sculpting performance than all of the models IMO and equivalent performance roughly with regards to building 3D assets and etc. demonstrated by other models at cheaper cost. Yes, you can use Tripo but I never was fine with the whole licensed output stuff it did and etc. so I have been trying to see how good these models can get with modeling by itself in Blender and they could not even make anything more complicated than the 3D stuff from the PS1 generation and would fall apart on more complex shaping workflows. Don't get me wrong, I think Argon won't produce a PS2 high grade model that went into something like Final Fantasy X/XII but it is pretty good for something more advanced. We'll probably have a good model for this without needing specialized Tripo or etc. models.
>>
Ponytail skill for the win.

"Don't use the Ponytail skill" -> it works extra hard lol
>>
>>110295935
Left looks cooler, right looks good as a logo

Left reminds me of the alien spaceship controls in Prometheus
>>
>>110295919
I'd throw tokens at it but I don't have a camera to test on (my phone takes sufficient upskirts as is) sorry.
>>
>>110296195
No but their forced guardail is the most annoying shit.
>>
>>110295407
>compete vs Anthropic at a later point
They literally can't.
Anthropic has achieved RSI and is generations ahead.
OpenAI simply can't compete because they aren't motivated by the mission like Anthropic is.
>>
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>>110296282
Yes?
>>
Well, I'm not gay.
>>
>>110295722
As opposed to our greatest ally Israel!
>>
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>>110296365
>RSI so advanced that Fable 5.2 shits the bed
>>
>>110296350
Awesome if you do! I think you can probably somewhere with just the emulator (z6-qemu).
If you actually get to the point where it looks like it might work, I'd be willing to put my camera on the line to test it.
>>
one thing argon is good for is documentation. because it's goated at long context, i like to get it to hook into conversations with other models, like sol, claude, deepseek, and have it do documentation. ways, means, methods, discoveries, inventorying of tools and where things are located. it's very good at this.
>>
>>110296365
source: some guy on /g/
>>
>>110296376
Fable 5.2 is significantly better than anything else if you are not using it for unsafe tasks.
>>
>fable 5.2 is significantly better than anything else
no it's not. not even for safe tasks
>>
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>>110296418
>Fable 5.2 is significantly better than anything else if you are not using it for unsafe tasks.
>>
>>110296382
Sure why not, they gave me three resets might as well test out fable with this. Here's fable's plan, I'll post back if it gets anywhere tonight.

>Yes, we can help with this, but so far I’ve only done the reading: nothing is downloaded or analysed, and whether the toggle can actually be enabled is still unknown.
>Anon’s goal is a menu toggle so the Z6 stops forcing DX crop when an APS-C lens is mounted. Their notes say the firmware’s string table contains Auto DX crop and DX image area selected., plus Z8/Z9-only resolutions, so the string catalog looks shared across models with features hidden per camera.
>What I found that anon’s notes miss
>The patch is not open source. The Z6 repo ships a prebuilt EG162080.BIN plus three loadable “core” blobs, with no source. Anon’s notes measure the patch as 14,724 changed bytes across 2,236 regions, so it would have to be reverse-engineered too.
>Strings prove little. A shared string catalog means the text is there; it does not mean the Z6 build contains the code behind the menu item. That is the real question.
>Anon’s hash mismatch is unexplained. Their decrypted main module is the right size (33,502,842 bytes) but does not match the SHA-256 the emulator’s README expects. That needs resolving before the emulator will accept it as stock.
>The emulator has limits. Its default profile has no lens attached, and it doesn’t model real capture. So it can show whether a menu item appears, but not whether the camera then shoots full-frame with a DX lens.
>What doing it would involve
>Download Nikon’s official Z6 C3.80 firmware and decrypt it into the main module.
>Clone and build z6-qemu in WSL and confirm the stock menus render.
>Load the module in Ghidra, find the code that references the Auto DX crop string, and trace back to whatever hides it on the Z6.
>If it is a simple per-model flag, flip it in the emulator and see whether the menu item appears and does anything.
>>
>>110296418
>>110296424
>>110296446
Whenever someone says fable instead of mythos, I get disgusted. They released mythos 5.2 this week and people are using fable like a bunch of poorfags.



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