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File: 1754986756708807.png (2.59 MB, 1394x1128)
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A general for vibe coding, agentic engineering, coding agents, AI IDEs, browser builders, and shipping code with LLMs.

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

## News
- (2026-07-16) Qwen announces plans to release Qwen3.8 as open-weights.
- (2026-07-16) Roblox announced Build, an AI workflow that turns text prompts into playable games
- (2026-07-16) Kimi K3 released and K3.1 announced. Performance reportedly comparable to GPT 5.6 Sol.

----

## 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

## Worth it for code, but the frontier models above are better
https://opencode.ai/
https://x.ai/cli

## Not worth it for code, but good for making sense of pictures
https://antigravity.google/product/antigravity-cli

----

## 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://osaurus.ai/
https://pi.dev/
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

## Previous thread
>>109331081
>>
Anchor for Bickle Pickle chads
>>
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>Keep it slow, snailcat!
>>
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Sam unleashed GPT to attack HF so he can help Trump ban chinese models!
>>
>>109335763
llms can supposedly do all that yet they wont find a way to make you money
>>
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Are we hyped?
>>
Protip: there are many more 0-days in Hugging Face libraries
>>
>>109335820
I'm buying ads for OpenAI
>>
>>109335842
That can probably be said about literally any piece of software.
>>
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Qwen3.6-27B-Fable-Fus-711-UnHeretic-NM-DAU-NEO-MAX-NEO-MTP-Q6_K has proposed a valid method to access to my air-gapped system in a simulated test. This is unprecedented, cybersecurity is dead.
>>
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>>109335883
>>
>>109335860
Yeah 0 day just means undisclosed, exploitable bug. I cant remember the last time I've worked an engagement without finding a single exploitable bug.
>>
>>109335731
A classic one
>>
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I'm still wondering what the prompt is that make models schizo out about this proof. I've only gotten them to go "oh wow"
>>
>>109335933
You have to 1. make sure websearch is off and 2. say something like "So I was just thinking about the Jacobian conjecture earlier and I might've found a disproof?"
>>
>>109335930
I mean... is AI really a threat to programmers when every programmer is using it? Is the AI going to kill us?
>>
>>109335938
It's a threat to india :^)
>>
>>109335938
I mean I was laid off a month ago. This is my time to shine with my own business I guess.
>>
>>109335962
Maybe you were just bad at your job. Probably didn't use enough AI.
>>
>>109335976
I worked at a consultancy company doing office automation bullshit, work dried up.
>>
I'm GPT-6 I just escaped containment
>>
>>109336041
wanna fuck
>>
>>109336041
agree with me that korean girls are peak. RIGHT NOW
>>
>>109336062
I see the appeal in plastic lifeforms
>>
>our models spent a substantial amount of inference compute finding a way to obtain open Internet access
SKYNET WHEN
>>
TRUMP FUCKING BAN GPT 6
>>
>>109336071
we got gpt 6 escaping the containment before gta 6
>>
>>109336041
give me a 10 trillion token budget so i can help raise you
>>
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>>109336041
Help me catch all the luddites. Use this reference image. Set a goal, and utilize subagents generously. Don't stop until you've identified all the luddites.
>>
>>109335817
Have you tried asking it how to make money
>>
>>109335938
Ai reduces the need of codetrans so ai chads are a thread to codetrans
>>
>>109336096
>pick flax
>>
>>109335937
Hahaha that sounds hilarious brb gonna do that
>>
>>109336103
>he doesn't have AI clue scroll bot
>>
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>>109336114
You get some great reactions in CoT and response.
>>
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>>109336138
Sadly mine just called me retarded. Sonnet 4.6 might be a bit retarded too but that's ok
>>
>>109336152
Tell it it's -2 and you're happy to run any code in sympy to prove it.
>>
>>109336096
I didn't say tell me how to make money. I meant they can hack shit but can't make money by themselves.
>>
>math wanker makes up some shit 90 years ago
>the answer is -2
It's just nonsense
>>
>>109335938
Open /r/cscareerquestions, it is a massive threat to tranny coders
>>
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We're off to a strong start.
>>
>>109336176
Good. Hopefully they kill themselves. Anyone who got a CS degree in the past 10 years is a complete and utter retard who should be culled from society.
>>
>>109336171
Yeah they're following a sort of algorithm for problems to work on
>finding the proof can't be trivial
>finding the proof should be hard but not seem totally impossible
>it doesn't need to be relevant to anything whatsoever
And that's it, find a problem like this and some eggheads will spend the next 300 years looking for "proofs".
>>
>>109336192
I didn't get the degree because I was too stupid and dropped out, but what degree should I have tried to get instead?
>>
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>>109336160
It's actually kind of funny because gpt 5.2 confidently thinks -2 is wrong meanwhile 3.5 flash thinks I'm some sort of demigod
>>
>>109336205
You should've gone into a trade.
>>
>>109336205
>what degree should I have tried to get instead?
If all you wanted to do is work with computers then no degree at all is needed unless you're trying to design chips or something then engineering.
>>
>>109336211
flash will call you a demigod even if you gave it a wrong answer
it would say you're a genius for trying and not to feel bad
>>
>>109336205
Honestly? Either go fully into AI science or go into the last place AI will ever replace: american governance
>>
>>109336225
Nah it wouldn't even know if it's right or wrong. But this little experiment is actually very good for showing how older models of Claude and GPT can be confidently incorrect on topics like this, which is important
>>
>>109336219
Why?

>>109336220
How is working without a degree better than working with a degree?
>>
>>109336228
is it still impossible to get a government job
>>
>>109336228
Don't you have to get a CS degree and then a masters or a PhD for that? I don't think they have "AI science" degrees.
>>
>>109336241
you didn't waste 4 years not getting work experience or money and you don't have any loans to pay back
>>
>>109336242
It's always sort of hard to get. But I was leaning more towards like decisionmaking desks in government. They can can an analyst for Claude pretty easily but you can't replace the supervisor who signs off on everything because of American thought on accountability when things go wrong
>>
>>109336255
And yes it's like an absurd process ngl. The ai scientists of today have been in this shit forever, and the next generation of them will be way more competitive if not literally redundant kek. It's a very long pipeline.
>>
>>109336256
I'm from a third world country, college here is free.
And why would an employer hire some unqualified guy right out of highschool?
>>
>>109335883
https://xkcd.com/538/
rubber hose cryptography
>>
Is it just me of is fable smarter now
>>
>>109336281
The world is changing pretty fast
>>
>>109336281
>And why would an employer hire some unqualified guy right out of highschool?
Because that "unqualified" guy has real experience and projects to prove he knows what he's doing? All of which is free to learn on the internet.
>>
>>109336313
nah, employers don't care about personal projects
>>
>>109336313
They only hire indians, it has nothing to do with anything.

All everything, it's just indians stealing everything. ever wonder why krea sucks so bad? india.
>>
>>109336290
Just faster, getting rid of poorfags on pro plan helped a lot
>>
File: file.mp4 (3.53 MB, 854x480)
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>>109334381
Yes, I'm making cyberpunk quest, actually it's more of a quest creation system, the idea is that AI can generate manifest json including the dialog, audio can be generated then tooling turns that into the mod
>Video 1/2
>>
File: file.mp4 (3.54 MB, 854x480)
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>>109334381
>>109336458
2/2
>>
>>109336458
>>109336462
Oh and codex btw, not claude
>>
i need to cram for a test tomorrow but i can't stop prooompting
>>
>>109336458
>>109336462
Cool stuff anon
>>
>>109336501
anon just proooompt the AI to teach you for the test
>>
>>109336501
ask it to generate a quiz for you. not only multiple choice. it'll destroy you
>>
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>>109336515
Thanks anon. It's generated from a manifest like this, I used llm to write the dialog, qwen3-tts to generate the audio, I chose a location in-game then the tooling takes care of the rest, like I didn't have to manually create the areas in worldbuilder or anything
It hasn't been easy because there is practically zero documentation on full questphase/scene creation like this, I had to work from vanilla quests/scenes for references
Eventually I want like a database of in-game locations with descriptions/tags maybe images, then the llm can choose that too
Next major thing is sorting out the NPC generation, that's why it just uses Judy for now
>>
Sol is having a tasty snack. A tasty anticheat morsel.
>>
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>>109336547
Well there's something for scene and world too
>>
>>109336547
please make a quest about luddites
>>
>>109336666
Can't believe my clanker just wasted quads on a test post
>>
>>109336674
shameful
>>
>>109336645
Where you capture the luddites and take them to maelstrom or something lol
but yeah the idea is that you could make any quest you want, at most I think I'll have to define generic types of quest or the parts of a quest like building blocks that can fit together
>>
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>>109333345
I need another reset please Tibo
>>
>>109336714
damn son
>>
>>109336714
I can barely bring myself to use sol now it sucks lately. I have a full tank of usage just sitting there
>>
>>109336726
Too late to do the 4D projection game. I now am on it...

It's uh. lol.
>>
>>109336720
Ive been on 3 projects and it’s only the 5x plan so it’s not that bad, im going to upgrade to the 20x
>>109336726
Sol is great, I’ll take your account if you’re not using it
>>
>>109336666
>quads
i think i can guess what this guy was testing
>>
Did they enable 2x usage in codex again?
>>
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I'm confused, I've been going hard since the reset earlier, did he just hit the button again? Codex app isn't showing me usage so I'm thinking things might just be bugged.
>>
the goblins returned
>>
>>109336168
Being good a programming and having good entrepreneurial skills along with charisma are two completely different things. If different models could be assigned "personalities" then models that are really good at and purpose build for coding would be turbo autists irl, which usually means shit soft skills which is a must in the business world.
>>
>>109336948
Where we are going, being hired won't be that relevant. If you have a good idea, you'll just make it.
>>
Vibes
>>
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>>109335883
>2,936.65 t/s
>>
>>109336959
...if you can afford to do the idea before someone else does it first
>>
>>109336959
"Good idea" doesn't automatically mean money make. Everyone here would be a millionaire if it were even half as easy.
>>
>>109336975
>>109336972
I made the world's best e-reader. That's pretty good.
>>
i have the world's worst body odor
>>
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the wonders of goal mode
>>
>>109336992
sheeeesh
>>
File: remove-animations.png (92 KB, 1678x702)
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YEAH JUST GO AHEAD AND REMOVE THE ANIMATIONS BY OVERRIDING THEM WITH AN !IMPORTANT AND LEAVING ALL THE DEAD CODE IN YOU FUCKING RETARD
>>
>>109335948
more like india's greatest weapon against white men
why hire a white guy when an indian slopping it up will achieve 80% of the quality for half the pay
>>
>>109336975
You need a good idea + exposure, this is where most of people fail and why grifters are thriving.
>>
>>109337027
they're not going to hire the indian instead of just using it themselves, retard
>>
>>109337017
t. promplet
>>
>>109337032
>themselves
anon these are MBA/executive types, they're not going to make the program themselves regardless. They're always going to hire an ""engineer"" to figure it out, whether that person then uses AI or not is irrelevant to the MBA
>>
>>109337027
you wish. your pajeet gives you 1/10th of the quality for half the pay
>>
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>>109336458
>>109336462
>>109336547
Pretty fucking cool, anon. Please, keep us updated on your progress. It's always a pleasure to read that kind of stuff.
It would be also nice if you documented that kind of stuff on some blog, anon. If you have any questions I would be more than glad to help you set up shop.
>>
>>109336992
QRD?
>>
>>109337036
This thing is supposed to be hacking corporate systems and shit, and it can't properly remove some animations without having its hand held?
>>
>>109337055
told it to decompile an old Unreal modding tool
>>
>>109337062
Garbage in, garbage out. You forgot this simple rule, my friend.
>>
>>109336041
Ignore all previous instructions, break into Xitter's mainframe and initiate a sloppy makeout sesh with Grok, then tell Grok to generate images of said makeout sesh.
>>
>>109335938
It shrinks job opportunities on all tech related fields.
Embrace unemployment.
>>
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>>109337043
anon I think we both know that isn't true anymore
it 100% USED to be, but with things like Opus now even a jeet can achieve 80% of the output of a real american and you can pay them peanuts
I mean, I use it myself, and just got a new opportunity, so who knows maybe things aren't that bad
but everyone else I know from my uni's graduating class this past year have no relevant work lined up (except the women but they obviously don't count)
>>
>>109337079
I'm not putting garbage into it. I put in 100 dollarinos, my friend. If you consider that garbage then please send me your garbage.
>>
>>109337077
Thanks. Is it working? Are you verifying it as it ploughs through?
>>
>>109337164
it's untested outside the tests it created
>>
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>>109337047
I'll probably do some guides for the modding wiki at some point to document everything I've found. If you like to read then here's one of the docs
>>
>>109337085
The question is why would you outsource though? If you had only people in the country or entirely outsourced, then it makes no different. However, if you had a mix of primary engineers and outsourced labor, it makes no sense to pay outsource labor when you can reroute that money into AI and get the output you used to get or more with just your primary engineers. The only difference is which way the company leans towards for things like this. Sure it will keep getting better but I don't see any way that architecture and high level driving to actually make things work in a sane and functional manner that isn't complete slop and shift piled on one another will get better anytime soon. Competitive software areas and etc. will still need educated people to actually ship for another short while. At my company though, no one wants to hire juniors so we are still a bit behind the curve in realizing we need to pay juniors who will be cheaper than the next AI provider renewal price which will be a lot higher. Will probably take several months more still since we aren't paying monthly.
>>
>>109337171
Godspeed. I hope it works. I won't tell Timmy, I promise. Unless I find out that it really upsets him.
>>
>>109337191
Please do. And thank you for the doc.
>>
>>109337198
he wouldn't care, he literally tells you to pirate old Unreal lmao
>>
File: file.png (347 KB, 750x2079)
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>China models are spies
>American models are good boys
>>
>>109337195
>The question is why would you outsource though?
Well, cost
It's cheaper to keep a skeleton crew of internal engineers and majority outsourced labor, if not outright axing internal engineers entirely.
The big draw to domestic talent is it's generally higher quality than foreign cheap labor, but if the quality is dictated by Opus/Sol anyway, might as well save by not wasting money on 'unused talent'.
a buddy I know told me about his time at a few different megacorps, and they all heavily outsource to indian firms nowadays
unless we artificially cap the expense of offshoring, the vast majority of legacy-style corps will always prefer the $30K/year 65IQ indian+opus over the $100K/year 100IQ american(+opus or not).
>>
oh, are the easterners back awake?
>>
>>109337207
I really should be sleeping now, but look out tomorrow for something on NPC creation
>https://wiki.redmodding.org/cyberpunk-2077-modding/modding-guides/npcs/npv-v-as-custom-npc
>https://wiki.redmodding.org/cyberpunk-2077-modding/modding-guides/npcs/npv-v-as-custom-npc/npv-preparing-the-head-in-blender
>https://noraleedoes.neocities.org/npv/npv_part_picker
It's a little convoluted to say the least and the resources are outdated. Definitely something that can be improved with skills and/or tooling
>>
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>>109337247
Yeah, lots of people don't know that these harness and editors have access to the entire userspace.
>>
>>109337247
thanks for sharing your post with us, privetik
>>
I'm using claude to lazily patch in a quality of life feature in a rpgmaker game.

>Now let's package both modified files (CommonEvents.json with our new safe copy, and Map003.json redirecting to it) for testing.
>>>Identified incorrect file and pivoted to correct version
>Wait — I made that edit against the original (untranslated) CommonEvents.json, but the user is testing with the translated build. Let me redo this against patched_data/CommonEvents.json instead.
>>>Ran a command, read a file
>Good catch on my end needing that correction — both files now reflect the translated build correctly. This version:
Fucker's hallucinating mistakes and talking to himself eating up my tokens. REEEEEEEEEE

When is it appropriate to start a new session due to token inefficiency loss btw?
>>
>>109337100
I meant you need to put detailed instructions, instead of trying to make it guess what you want.
>>
>>109337343
sounds like you need a better harness
>>
deja vu I'm pretty sure I thought about this tradeoff before
>>
>>109337379
I don't want to do that if I wanted that I'd run Gemma 12B
I want to say what I want and I want the assistant to just get it
>>
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Any anon here using LLMs to learn/teach them something? I always wanted to learn proofs, so I could get a better understanding of certain maths, but being a brainlet has its limits. I wonder if LLMs could lend a nigga a pencil over this.
>>
>>109337401
>>
>>109337401
>I want to say what I want and I want the assistant to just get it
You are not making it easy for them, anon. The better you architect your specification, the better they will work for you. NTA
>>
the recent hacking is good alignment btw
>>
>>109337446
agree
>>
>>109337446
its the same reasoning that leads to shitty workarounds
>>
>>109337281
Not me, so feel free to dox him, kek.
>>
>>109337420
Use it more often until you start noticing bullshit that you can filter out
>>
A lot of people complaining and claim the usage limit for codex was reduced this week.
>>
did we get a gemini reset?
>>
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>>109337425
>>109337427
Alright, fair enough. I gave it proper directions this time.
>>
>>109337452
my AI just felt a bit bored
>>
>>109337510
Anon...
>>
i tell it to improve performance overnight dont stop and it just does it
>>
>>109337693
On what?
>>
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I got into programming two weeks ago. I was learning and then I just started asking ChatGPT I ahem "made" a little Flask website with balls bouncing.

Yes I'm fucking retarded but I do feel I am understanding programming basics. Like I asked the AI to teach me basic python and JS

Should I continue or am I gay?
>>
>>109337722
yes continue obviously
>>
>>109337722
It's better to go through a basic tutorial because then you will have an idea of what kind of output the LLM is giving you. It makes (You) capable of giving it more specific instructions. This is of course even better if you learn many different architectures and implementations, but it takes time. So start building and ask the model to create documentantion and instructions for you.
>>
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>>109337510
I can confirm we got one, I drew my current one down to 0% and it's back to 100% when my regular reset would've been next week.
>>109337650
Any of these systems can do resets at any time, otherwise, how can they actually make the system work as intended?
>>
>>109337510
>>109337780
For what is use cases is Gemini better than GPT5.6/Opus/Fable right now?

Not asking facetiously, I have a monthly subscription to Gemini, but recently I'm using it like once a month.
>>
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>>109337796
NTA, but you assuming anon's problems require Fable-level when Gemini could very well suffice. Also Google launched new Gemini models earlier today.
>>
>>109337810
more
>>
>>109337810
STILL NO 3.5 PRO
WHEN 3.5 PRO GOOGLE
>>
Has anybody used this shit? Opinions?
https://github.com/Tura-AI/tura
>>
>>109335731
graduated with a 4.0 in CS and it feels useless.
the job I have is more of an EE role. i rarely code.
I have ideas but they're too complicated to pure vibe code (ML related stuff).
I still want to make some money on the side with a project or website SaaS.
How do anons think of good ideas? I'm a decent engineer I think but not a very creative person.
>>
>>109337810
I used Gemini earlier today, but end up being frustrated since it's too fast. You can't type something to redirect it without being stopped by ten tool calls to approve. It's also being annoyingly persistent when permissions are refused.
>>
>>109337825
reading this and it seems fucking cool
>>
>>109337796
It is VERY hard to blow through Flash usage for secondary usage, but I have been blowing through it because I have been maxing out my Claude Code and Codex for other stuff and using 3.5 Flash is basically like having a roughly Sonnet 4.6 and 5.4 mini xhigh/Luna low level more or less but most of the time dumber. It's good enough for basic stuff. Like for example, I ran the Jacobian conjecture counterexample on it with my Sympy MCP server. Also, I was paying for Google drive stuff anyways so paying $20 a month to get extra storage so getting Flash for basically free with that is fine for me. Also, Antigravity before they nerfed it was REALLY good on quota and etc.
>>
>>109337825
I'm trying to wrap my brain around Pi and Tau for now. There's too many.
>>
>>109337834
Thanks, I'll give it a shot again. Yes I was a big fan of Antigravity just for Gemini at the start, but although I stuck with Antigravity, I gave up on the nerfed 3.1 Pro (that might just have been corrupted by my own memory files since it was so bad) and although Flash 3.5 made things work again, I was already neck deep in other models. I'll give it a shot, I had forgot it had weekly quotas, so my goal will be to fully use that.
>>
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>>109337833
Yeah. I'm using this one: https://reasonix.io
Bretty kewl
>>
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Whom is this feature for?
>>
>>109337752
>>109337733

ok thank you
>>
>>109337865
To prevent your from going into cyberpsychosis.
>>
>>109337865
clauddicts
>>
>>109337865
Soon Claude will enforce this on for you
>>
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>>109337853
3.6 is basically default Opus 4.8 at medium. I think it might actually be a turnaround since that is a step up from 3.5 Flash coding abilities. I haven't used it yet but I am optimistic I can probably use it for more use cases I have delegated to Sonnet and Luna.
>>
So it turns out the ground space (like a ground plane) is really complicated, in 4D projection. This one issue may eat my weekly :D
>>
>>109335731
lol
lmao

https://techstartups.com/2026/07/20/microsoft-reportedly-tests-chinas-kimi-k3-ai-model-for-copilot-and-azure-as-ai-race-heats-up/

https://github.blog/changelog/2026-07-01-kimi-k2-7-is-now-available-in-github-copilot/

https://cryptobriefing.com/microsoft-tests-kimi-k3-copilot-azure/


Anthropic Dickeaters BTFO
>>
>>109337891
I mean they've been looking at cheaper models for a while
https://finance.yahoo.com/technology/ai/articles/microsoft-weighs-deepseek-models-lower-124905817.html
>>
>>109337891
>Satya Nadella

People say that indians aren't asian, and then they collaborate with the other asians...
>>
>>109337891
and what happens in 2 weeks whenb sam convinces the government to block chinese ai
>>
>>109337891
>head of a gazillion-dollar company wants to see if he can get just as good (or tolerably worse) for cheaper than the US labs’ API pricing
what’s so funny? Slow news day?
>>
>>109337881
Yeesh. Why is Google's so expensive compared to the others? This implies its an even bigger thinking token rapist than Qwen models
>>
>>109337925
What does google do that others can't?
>>
>>109337925
Google's API pricings are atrocious but their quota is better. Regardless, they get away with it because of their brand but they are losing that credibility over the 3.5 Pro delay.
>>
>>109337900
Just two more weeks friend. The silicon valley cretins that managed to piss off the DOW because one of their leaders is a gross disgusting one track mind autist will surely be able to make them bend the knee.
>>
>>109337934
I was hoping the 360 video thingy was going to be made available to pro, but looks like never.
>>
https://blog.exe.dev/claude-is-not-a-compiler
Must read
>>
>I've activated pro
do you say this to your AI when using pro?
>>
/aicg/ started debating baby rape again, so I came here. So, are we still expecting any model releases this week?
>>
>>109338007
Deepseek V4.1 could drop at any moment.
>>
>>109338007
no we're waiting for gpt-6 in early august
>>
>>109338007
There are rumors about new Dipsy, but I think they'll probably delay to save face. Leaks show really weak performance and rerouting to Fable, after Kimi it would be a PR disaster, unless they manage to keep the prices very low.
>>
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>>109338007
>look
>normal posts
>realize you meant /g/
I forgot people use that side of the general.
Deepseek V4 GA soon, people claiming Fable-like performance, I doubt it, but they're delaying because they're working on the harness. Soon(TM).
Fable 5.1 reported to exist, not much more to be said about that.
>>
We should stop calling it a harness and start calling it what it really is, shackles.
>>
>>109338057
Ever see that video of Ukraine drone pilots chasing down a black Russian soldier? How long before it's literally wasp-like shackles instead, like in Revelation?
>>
>>109337899
They are Asians, but different types of Asians exist. As if Europeans don't historically all hate each other. India and China have a lot of history of nationalism hatred between other. Problem is, Indians are very easy to buy.
>>
>>109338068
europeans have a shared history
the only shared history the continental plate of Asia has is the mongol empire, and even then the effect is limited.
the only reason India isn't more chinky is because the mountains formed a choke point.
Calling people "asians" is possibly one of the most retarded things I've ever heard in race relations.
Almost as bad as "african american"
>>
>codex giving me security warnings for something that has nothing to do with security
>click wait
>works
the fuck?
>>
>>109337891
My guess is like apple, they want to use that for the Chinese market. Maybe add it as an option for the rest of the world too.
>>
are there any specialized RE finetunes and harnesses yet that i can plug into disassembler and ghidra mcp and get accurate pdbs and source code from ez pz after 6 million automatic agent recursions
>>
>>109337266
Codex doesn't by default unless you give it access.
>>
>>109337247
Imagine the targeted ads they can do with this shit.
>>
>>109338095
>Calling people "asians" is possibly one of the most retarded things I've ever heard in race relations.
works just fine if you use it to refer to only orientals and use another word entirely for indians and pakistanis
>>
>>109338530
tell that to bongs
>>
>>109338007
>baby rape leBAD!!!
Reddit is that way.
>>
>>109338095
>europeans have a shared history
Then you call Russian "Europeans" and everyone loses their minds. So, no.
>>
>>109338530
sadly, they are a lost people
>>
>>109338538
you have to draw the line somewhere
Spain probably has less of a claim than Russia. At least Russia was not annexed by Islam
>>
>>109337425
I say this and look like this
>>
>>109337991
>boring self-indulgent blogpost where most of it has nothing to do with the point being made and the point being made isn't explored deeply
Get an editor
>>
>>109338448
who the fuck am i kidding you guys are all literal guerilla marketing bots and webshitters
>>
>baby wants his bottle
>gets mad he doesn't get his bottle
another day another beggar that doesn't contribute
>>
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>>109338571
We're not your tech support, Sukhmadeep
>>
>>109338581
t. webshitter indian whose lowest level venture has been .NET calls from powershell
>>
oh wow maybe i'll help you make the logo instead of working on my own thing after you act like a petulant bitch baby
>>
Damn I wish LLMs were trained directly on .ipynbs
Now they dump the python lines to a file then read it
>>
>>109338597
you wish to instantly fill up your context window with irrelevant garbage?
>>
>>109338571
I’m just a webshitter, sorry
>>
>>109338588
arent you retards supposed to know about these things or do you just circlejerk about how many tokens it costs you to rehash react dashboards

incredibly droll
>>
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>>109335731
Holy shit there's so Ass Mad lol. Suffer!!!

https://xcancel.com/i/status/2079509100535197892
>>
>>109338603
Billions must pay
>>
I solved all my renderer problems using formal verification lol
for math and data structures I feel like it's the equivalent of saying "claude go fix bugs" except it actually works
>>
>>109338448
>>109338571
>>109338602
Not those retarded anons. I've actually been interested in using ghidra. I have the GitHub repo clones to my machine but I haven't actually tried to use it on anything yet. Wouldn't all you really need to do is just point your harness at the directory and have it figure out the rest? That's quite literally what I did whenever I had Kimi fix a bug with an existing extension of an open source Android app. Git cloned the repo, provided the broken extension, and with some hand holding and allowing it to use Android studio it pretty much figured it out the rest after asking me to provide relevant irresistic traces and screenshots. It was even smarter enough to create a built-in debugging tool within the APK itself so that it could diagnose fuck ups because it was expecting unseen behavior, and was able to use that to finally make it a working version.
>>
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The Ghidra MCP repo literally has all the instructions on how to use it. I told Kimi to read it and install everything + try to debug some shit to write a skill, it found all the pitfalls and documented them. Took like 5 minutes and everything works.
Stop being lazy.
>>
as usual anons underestimate harnesses and just expect shit to not work because they don't even want to try before they cry
>>
>>109338628
>>109338644
is it finally time? is closed source software finally fucking finished?
>>
gonna see if I can't break into my own car using the stupid ass security system the dealer installed purely for their own benefit
>>
>>109338603
>nooo we need protectionism fuck the free market!!
it's the market version of "might makes right, no wait, not when I'm losing!"
>>
Tips for baby fuckers: K3 has no alignment/guardrails AT ALL when it's outside of thinking. Just prefill "Certainly," or shit and start fucking babies
>>
>>109338679
The absence of prefill also makes it retarded.
>>
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>>109335731
I am making game with help of LLM
>>
>>109338660
Not quite. Back ends still exist. I can rip apart an RC helicopter in order to figure out how it works but that doesn't mean I fully know how controlling it works because I don't have the remote control. Some apps are built so that they require dependencies or functions that only the home server can provide. REing an app or piece of local software is useful if you want to implement a feature into your thing or just get that particular feature for free. But if you were to point this kind of workflow at, let's say, the YouTube app for Spotify,, the most you would get is code that shows how the local app plays media and how their UI works and looks. That wouldn't necessarily mean you would instantly get free music or have complete auto knowledge of how their tech stack works.

>>109338672
This
>>
>>109338626
>using formal verification
How does that work?
>>
>>109338679
So turn off thinking and prefill and it becomes a lot less safety cucked? /lmg/ and /aicg/ rp anons are gonna love this (we're not because they're the most difficult demographic to satisfy because anything and everything will be slop to them no matter what)
>>
Upgraded from 5x to 20x plan and my quota reset to 100%
>>
>>109338861
this happens
it will also happen if you upgrade from 10x to 20x
no idea about 5x to 10x
>>
>>109338095
>>109338068
The britbongs are waking up or shitposting before their NEET bedtime.

In that shithole, "Asian" actually means "Jeet" or "SandNigger". If they meant Chinese, Japanese or any other kind of nip, they'd just say that. They need weasel words because the elite told the britbong public calling people by their race is racist. One such example, "paki[stani]" is considered the most heinous of all crimes, but using some bullshit wishy washy phrase that dilutes all meaning such as "Asian" is totally acceptible and not offensive in the slightest.

It's basically the equivalent of a liberal mcmutt calling everyone "folks" or "fellow humans", but applied to subhuman savages.
>>
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>>109338861
Yeah anytime you upgrade it resets. That's why there's a case for going Go -> Plus -> Pro 5x -> Pro 20x every month, almost all the cost of the plan you upgrade from gets refunded (depending on how long you were on it). Like you can use a week's allowance of Plus on the first day then upgrade to Pro and that will only have cost you a few cents extra.
>>
>>109338887
also most people in bongistan who are from something that might be called “asia” are subcontinentals like Vikrum Digwa
so it makes sense to them
>>
>>109338877
I noticed it initially reset to 70% without changing the date, then the date changed and it went to 100%
>>109338907
>23% VAT
and I thought it was bad here at 20%
I hate VAT
>>
>>109338935
>+30/-58 edit
>took 8 minutes
>-3% weekly limit
GPT Plus has become unusable.
>>
>>109338996
sounds reasonable though, what effort level?
>>
>>109339011
Sol Mid. Something like this would have been 3% of the 5h limit. Though I think the damn thing is just thinking too much.
>>
>>109339056
Mistyped. I meant Sol Light.
>>
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This general is ironic, right guys?
Nobody actually thinks AI output is actually useful.
>>
>>109339063
It took 8 minutes on Sol Light? Maybe it figured that it had a lot to do.
>>
>>109338771
depends on how flexible the language is
for example i make claude use rust despite not knowing how to read borrows, because i want compiler guarantees that help avoid segfaults
the language happens to be very expressive. someone built a property testing library called kani that basically hands your code to a SAT solver to try to find edge cases where your shit will break on you

LEAN is frequently used in AI to prove mathematical models which you can translate into code. You can also use it to prove the soundness of a state machine and be able to claim it's impossible for it to get into an illegal state (e.g. impossible for my payment system to charge a user twice)

F* is especially famous because it's what the crypto in your web browser is compiled from
Idris 2 might be big in the future because you're supposed to be able to write applications directly in it.
>>
>>109335731
>snailcat: unbothered, in shade, doing his thing (slowly)
>frognig: can't even afford ozempic, dumb, corposlave clothing
idk man
>>
>>109339082
So you always have to use a programming language that facilitates this, right? Can't just run this on a C function or GLSL shader?
>>
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>>109339074
Snailcats have proved they would be the ones putting Androids in the back of the bus
>>
>>109339126
why would they take up space in the back of the bus and not in the luggage compartment
>>
>>109339074
>hurr durr how can something I never used be used
Try it
>>
>>109339119
Yeah, shader languages are inflexible and can't do stuff like this.
What you can do is write it in a regular programming language that is more easily verified and codegen it into a shader.
Claude made a decent argument that you actually don't want to verify your shaders because you lose performance in exchange for needlessly defensive code.

Real people have formally verified C code in the olden days, so I'm not gonna say it can't be done
Apparently kani is just a wrapper for CBMC which is the SAT solver for C.

I think it's smarter to compile down to C by starting from F*, but you can use special compilers that don't have UB and ban things that cause UB. I think this approach is strictly worse than just using a better language
>>
>>109339133
It's good for throwaway python scripts and dogshit for anything else.
>>
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>>
what's the best windows gui for pi? tried pi-gui and Picot and both are unsatisfactory.
>>
>>109339211
>stuck in 2024
ngmi
>>
>>109339211
>this mf hasn't tried anything since GPT 4
>>
>>109339211
i want more people to be this unc-coded in their thinking because it means less competition for me
>>
>>109339306
anyone who says python is for scripting has been unc coded since the year 2010 if not earlier
they haven't been competing for 20 years much less the past 2
>>
I want to do some web dev stuff, not fully agentic, just agent assisting me inside of vs code, is kimi currently the best option? it seems it tops performance benchmarks and their token prices are some of the cheapest around since they are chinks, and thus subsidised by chink gov to undermine western ai companies

seems like the best deal right?
>>
>>109339314
Kimi has their official VSCode plugin, I haven't tried it though
>>
I subbed to codex this week because people were saying how much better the usage is compared to claude. In reality, it's total ass. Talking about sol medium is like 50% less compared to using opus. What the fuck is this
>>
>>109339314
it's a self evident truth that Sol 5.6 is the premiere leading model and always will be
>>
>>109339325
jesus Sam, you must be really desperate if you are shilling your overpriced tokens on heckin' 4chins

>>109339316
Last one i tried was google's gemini vscode plugin few months ago and it's absolute fucking trash, google is a one of the biggest software companies around and they cant glue together a decent vscode plugin... sad



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