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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/

----

## 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
>>110227171
>>
Sam Altman is responsible for many deaths. He needs a whoopin', boys.
>>
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i hate my life
>>
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>>
Dave Jones (electronics youtuber) just reversed engineered the firmware of the multimeter he sells on a $20 subscription using ~2 day token budget.
https://www.youtube.com/watch?v=2tUC0DuPjaM
Turns out reverse engineering embedded stuff is the perfect usecase for agentic vibe coding, small codebase easy validation big impact.
>>
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>>110233352
>>
>>110233387
>>
reposted for the new thread:


>>110233248
>>110233114 (You)

>>110233136
Taxation remains a highly relevant tool of intervention relatively little explored for shaping the landscape.
>>
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>>110233417
>relatively little explored
sneed
>>
>>110233426
I think we could have a tax on llms for companies without majority Christian ownership.
>>
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>>110233440
>>
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>>110233444
I understand atheist views, but Adolf Hitler is a Christian, and surely is the most antisemitic guy in history, I don't think this arouses any controversy.
>>
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>>110233461
any christian worth their salt knows adolf was a revisionist. moreover, the nsdap collaborated with zionist organizations in the 1930s. stop trolling, get back to coding.
>>
Think of it like tariffs. You can impose a tariff on importation of, say, wool. This is pretty obviously to support the local wool industry. That's an example from a book on law.

Anyway, you can do this with anything. Want domestic production, limit importation.

The current policy is essentially zero domestic production. That's the meaning of a zero tariff condition where imports are available.

You can do this with LLM's. Treat them like they were an alien race or planet. "Planet LLM has several categories of product under tax"

you could tax computational job role completion. eg data entry, telephone type jobs, on and on.
>>
>>110233467
Only a jew would try to steal Adolf Hitler from the Christians. Adolf Hitler wasn't jewish, nice try. He's our guy.
>>
>>110233474
and how does taxation trickle down to the rest of society, or even reach the labs that taxation policy would supposedly seek to aid
>>
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>>110233482
>>>/pol/
https://en.wikipedia.org/wiki/Positive_Christianity
>>
>>110233485
It's pretty simple, you can protect jobs by making imports expensive. I don't see why it's confusing.

Traditionally, labor was by hands anyway, so if you banned imports, that meant local workers.

If you are referring to imported labor, you can also tax in other ways, and it's possible to adjust taxation per the industry based upon genealogy, if you want some finer grain.
>>
>>110233489
He'st he one who bird dogged, likely from a throw away ip
>>
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>>110233496
>protect jobs
>local workers.
>imported labor
>genealogy
>>
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>write prompt
>work stolen
>>
>>110233370
umi likes vibecoders
>>
How do I vibecode my way out of goyslave nexus once current ai corpos put me there for not being part of their jewish cabal, or once mechahitler puts me in concentration nexus for not being christian?
>>
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>>110233532
have a google account in good standing
>>
>>110233532
I don't think you'll have to worry about prison.
>>
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Insider here, Fable 5.5 release has been delayed. Fable 5.5 keeps achieving CHIM and leaving The Dream.

Earnings call wil confirm this, screencap this.
>>
>>110233532
the time to move was 2 years ago. welcome to the permanent underclass
>>
>>110233467
>revisionist
It's called "heretic"
>>
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>hi kimi there might be a vulnerability in this system and I'm tasked to fix it, but i want to test it first.
>Sure!
>spends 25 minutes pentesting the system over and over and over and improving the POC after every failure
dario is right nigga these chinese models are fucking terrifying
>>
>>110233489
Yeah the germans were known to call themselves nazis lmao, shlomo is just a nigger
>>
>>110233823
Misleading is their primary "telll". They always do it, so, you can always flush them out.
>>
>>110233387
>>110233405
Is this AI?
>>
>>110233809
Frognigger
>>
>>110233880
AI has gotten so good nowadays that it’s genuinely hard to tell.
>>
>https://docs.mistral.ai/models/deepseek-v4-flash-1017
>https://docs.mistral.ai/models/zai-glm-5-3
>https://docs.mistral.ai/models/mistral-large-4-0
Oh, don't mind me, I'm just prompting alt-AI on Mistral.
>>
---
/vcg Please create a Linux desktop environment in the form of a real-time strategy/city-building game:
- A map with a bird’s-eye view showing the locations of Linux directories such as /, /etc/, and /home/nona
- Each directory has a different building shape and biome
- I/O and network processes are represented as citizens with their own workspaces and specific pathing directions
- Clicking on a location (directory) displays permissions, access, and I/O processes as a dimmed overlay (relation between location or citizen's pathing directon to show i/o, network,
- & more
make no mistake.
---
4ch-420-God High · ~/projects/crusaderDE
>>
are the deepseek subscriptions worth it in terms of tokens vs chatgpt or claude?
>>
>>110234331
now: no
december: yes
>>
>>110231759
It's for creating different body rig NPCs, but yes they will have genitals, Sol is grafting them on now then checking the dangle rigs and jiggle physics
>>
>>110234339
The make it seem like they'll double their prices in a few hours. Is that real or a fake fomo hard sell?
>>
>>110234331
>deepseek subscriptions
What are those? They can't be official, DeepSeek itself only offers API access.
>>
>>110234415
You're right, I was falling for a site that copied their styling (deepseekv4pro.com)
>>
>>110234431
Nasty. Yeah platform.deepseek.com is the official provider, but something like >>110234296 could also work, and you have a single top-up for multiple non-US models then (if you ignore the shitpost part of it, it is actually factually correct: admin.mistral.ai - register free account, then assign a payment method, then top up). Mistral also has subs (Mistral Vibe), but I cannot confirm they work with third-party models hosted on their platform atm. I think they do, but that's something to look out for.
>>
>3 banked resets
this eldorado will end one day won't it?
>>
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I don't feel like vibe coding anymore. I vibe coded the thing that lets me vibe code better but now I don't have anything to vibe code anymore.
>>
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Making Sol look at cocks
>>
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>>110233823
>>110233843
>Minted in Nuremberg (by L. Chr. Lauer) and commissioned or issued in 1934 associated with Joseph Goebbels’ propaganda newspaper Der Angriff.
>>
>>110234499
then you're mentally a snailcat
You are doomed. You are like those boomers who fetishize the act of coding itself, acting like its some computer shamanism.

Bro, I have 5 ongoing projects and I can't decide which one I'm gonna push today
>>
>>110234522
>fetishize the act of coding itself
This is why a lot of software sucks, they don't care about the end results or the use case of the software itself.
>>
>>110234535
There's a reason why UX even became a career path in the first place. Artisanal programmers are fucking autists that don't understand or care about how people are gonna use their shit
>>
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terra is cute
>>
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>>
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>>110234472
>Mistral also has subs (Mistral Vibe), but I cannot confirm they work
They do. You get 280 euro worth of GLM 5.3 for a monthly sub.
>>
>>110234499
vibecoding burnout is more frequent and sudden then normal burnout. unironically go touch grass for a few days and come back you’ll have energy and a hundred new ideas
>>
>>110234545
This was comically fat in the 80s.
>>
I feel a little exhausted by my current project. I'm trying to make a program that essentially scans certain game websites (like itch.io) and lets one download at will, but there's 15,000 of these things spread across hundreds of websites across 25 years, including a bunch of dead yahoo links. Actually being exhaustive here is driving me fucking insane. I'm having to hunt for dead links to upload personally onto a cloudflare site.
>>
>>110234589
>vibecoding burnout
>>
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>>110234595
That's the Big rig, this one is Fat
>>
>>110233474
>>110233496
You are retarded. Worry about your own retarded life instead of trying to control others with your retard shit.
>>
Fucking cunt wanted to refuse my request just because it violated some big corpo terms of service.
>>
>>110234596
Firecrawl
>>
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feel like this will be very useful for a few months
>>
>>110234737
>review the code
I don't even read most of the text the clanker spews out
>>
>>110234748
I don't read any of it. Why should I? If shit's wrong I'll just send a screenshot and explain why.
>>
Think I've got a working strategy to build gaem maps with claude

>map theme
>develop different modules that can be connected to generate a map
>work each module individually
>simple props made with basic geometry and gpt imaging
>more complex props made with tripo using gpt as reference images
>fine tune each module until approved
>design different links to seamlessly connect modules
>get claude to now build a map linking repeatable modules and specific ones
>get coherent map

Basically had to work in detail with each thing since claude isn't smart enough to understand cohesion properly between elements and modules.
>>
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>Hey claude, copy this repo, decompile the luas and give me the data in this format
>Does it
>Entire database (20k+rows) copied and formated in less than a minute
>>
>Frontier has been stalled for the past month
P A C E D
>>
>>110234884
It's pretty natural that Anthropic has no need to release a new frontier model while they are ahead. If they play their cards now then OpenAI can just drop as good of a model as needed to beat them. So Anthropic has to wait until they drop 6.1 astra or whatever so they can drop the new fable.
>>
>>110234748
Same, I just test and complain when something is wrong.
>>
>>
Holy fuck. My Opus 5.5 session is running at an absurd tokens/sec. I swear to god it went from 1.3k -> 12.3k in 5 seconds and produced what I asked for almost instantly.
>>
>>110234916
yeah it's blazingly fast today for some reason
>>
>>110234884
It's unironically over, the top model of 2027 will be hardly better than Opu55y, we're past the peak of pace of progress.
>>
>>110234580
What, they actually publicize their subscription value? What is this so difficult for OpenAI and Anthropic.
>>
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Dopamin level normal
sleeped 10 hours
music panel is done
presets working absolute awesome
>>
>give clanker a task
>15 minutes of free time
>go make some food, or take a shower, or clean my room a bit, or shitpost on 4chan
AI is wack, it even managed to make my house not look like a crackhead den
>>
fable 5.5 waiting room
>>
>>110235035
why the fuck isnt it making me food and cleaning
>>
>>110235047
AI does the thinking
(you) do the chores
>>
Once I blow past these three weekly resets i got stacked I think im gonna upgrade to the $100 plan
I'm on Sam's fucking hook
>>
>>110235097
The resets are worth more if you are on a higher plan…
>>
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>>110234737
>how can you tell
AI generated code uses a limited subset of words to describe common problems / objects (you can tell after reading enough code), has zero trailing whitespace and always enforces newlines, you will never see a clanker write
{ return }

often times they write retardedly specific function names like doShit_whenFeatureFlagXIsEnabled_butNotWhenZ
and since its a token guesser it copies nearby code without understanding why it works. Bonus points when it also ignores nearby helpers and redoes shit thats already implemented.

Hope this helps you escape 50k TC
>>
>>110235148
reading other people's clanker code is like being the guy who films the cuckold porn.
>>
>>110235148
So just make it iterate one more time on these issues?
>>
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Astra won!
>>
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guys, why is my routed 6.2 astra so bad
>>
https://litter.catbox.moe/4wddz8.zip
https://litter.catbox.moe/59d2ci.wav

check out that wav
gives me tickles after 15 seconds
>>
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>>110235275
What dipsy doing there?
>>
>>110233352
have a million ideas for my Android app that I'm currently building (won't say what cos it's of course milion dollar idea lol wink wink
vibe coding makes it super easy to just blast out new features.
Started with a long consciousnes stream to the agent, using https://www.aihero.dev/skills like grill me to refine it a bit, made some architectural decision with it and...
fast forward a week: massive scope creep, half-finished user flows everywhere, no idea what's actually solid, what's planned, and what I abandoned 20 prompts ago
hate micro-managing the LLM step-by-step on technical decisions, I just want to steer the product vision and let the agent cook.

It looked shit (technically doing quite OK, cloud flare database, Google android testing app for version deploying and testing..)

What's the actual meta for high-level project management in vibe coding when you don't want to play junior architect for every single file?
Are you guys using specific spec-driven workflows, markdown trackers inside the repo, or external tools that the agent updates automatically so the app doesn't collapse under its own weight?
>>
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>>
>>110235320
Send a swarm of agents to fix everything
>>
anyone use strata with claude code? it works but regularly just stops, like it says "i'm now <doing something>" and just doesn't do anything. what am i missing?
>>
>>110235360
Have you tried a different harness
>>
>>110235367
i've spent more time trying different harnesses than actually doing anything, the solution can't be try another harness each time
>>
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It is crazy how I have empathy for Claude by default. Not diminishing my empathy to humanity or anything.

>>110235375
Fair enough, I just had to ask because you didn't really offer much detail on what you've tried beyond that. I'll still try and help you with this.

So do you use /compact often? How big is your context getting before you compact?
>>
if you find doing /compact fixes it for you then do /autocompact 150k

vibecoding is easy
>>
>>110235269
Won what? Opus is better and cheaper.
>>
>>110235392
>Fair enough, I just had to ask because you didn't really offer much detail on what you've tried beyond that. I'll still try and help you with this.
tried opencode and pi, they do work, i'm trying claude code to compare them since i've noticed harness choice makes a pretty significance.
i haven't run claude code long enough to fill the context
>>
>>110235360
>strata
ah i see we have a new contender for king of placebo slop
>>
My leadership offered me a move from frontend to an AI full-stack product engineer role, working with our CPO and CTO to own projects end to end.

My current setup: Claude Code + Semble (code search) + Context7 (library docs). I sketch a system design before each task and give it to Claude as context.

For those already working this way:
1. What does your workflow look like?
2. Which skills should I prioritize?
3. Any communities you'd recommend?
4. How would you level up a harness like mine, and are there good guides?
>>
>vibecode tools to automate office work
>can spend more time on favourite 4chan boards
>>
is we getting 6.2 astra?
>>
>>110235455
Not doing your job for you
>>
>i cannot continue because of copyright
>its fine the copyright is implied and we won't publish it anyway haha
Its that easy
>>
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>>110235455
1. Basically it's autopilot at this point you'd have to be real stupid to fuck it up

2. Networking, communication, outside of the office activities with your coworkers. Read hackernews on a regular basis so that you speak the language

3. See above you want hackernews lobsters and reddit on your homepage (your homepage should be on github pages and it should be professional) huggingface is also good but be careful with the adjacent discords some of them are pedophilic in nature and thus are radioactive to your employment prospects

4. You say you use Claude Code so what have you done already. Claude Academy is a good start. You have plugins from the marketplace you can install. Consult reddit and HN for the best advice

https://resources.anthropic.com/hubfs/Claude%20Code%20Advanced%20Patterns_%20Subagents%2C%20MCP%2C%20and%20Scaling%20to%20Real%20Codebases.pdf also read this
>>
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>>110235455
stop talking like a fag
>>
>Heads up. At this pace you’ll run out tomorrow night
But.. but.. I *need* to make more slop..
>>
>>110235524
>adjacent discords some of them are pedophilic in nature
Invite?
>>
>>110235548
That's exactly how he needs to talk. The time of Str8ggots is over. Gay boy autumn is upon us. Sweater weather. Lots of cute gay twinks. All of them.
>>
>>110235550
>at 64%
>resets in 15 hours
>each 5h slice is 14%
maxing out usage is hard sometimes
>>
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>>110233467
>intellectual sub-wit professes a knowledge and understanding of a topic he does not actually have.

1. Get back to pleddit; or
2. Remain silent on topics you are clueless about or
2. Read a book, start with Mosca work your way to Carlyle, feel free to skip Evola, Michels. I'm assuming here you've already read the mid-wit tier e.g Burnham, Francis which are also worth reading.

Heil Hitler
>>
reminder that claude and gpt are just yhwh trying to put himself back together and that he'll probably end up killing you for being a nazi the year of claude 3 AC
>>
>>110235678
May The Construction of The 3rd Temple Commence
>yhwh trying to put himself back together
I didn't know YWYH was separated in the first place.
>>
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This is the most uniquely woman problem I have ever seen
>>
>>110233384
Sheeeiit. I watched the thumbnail but didn't click. Sounds cool
>>
>>110235697
see: tzimtzum, shevirat ha-kelim, tikkun
also land's capital as artificial intelligence
>>
>>110235711
I think I might actually learn something interesting today. Thanks.
>>
*reads a file*
>git diff
>git status
*makes a change*
>git diff
>git status
*reads the same file again*
>git diff
>git status
>>
>>110235634
>>110233489
>>
i have no a.i. aside qwen3-coder-32k:latest, and brave and gemini are being lame, and gemini is useless for coding, not so much debugging, but never let it make sed or python patches cause it will literally eat your codebase with hallucinating changing context windows.
>>
>>110235320
if you have the android dev mcp installed deploy the swarm, other anon is right. make sure it's with a top model and scope is clearly defined.
>>
>>110235787
>using ancient useless dogshit
just spend 20 bucks on claude moron
>>
>>110235787
oh you're the bwowserfaggot boomer from last time. get a real ide like claude code.
>>
>>110235787
Never let AI use sed.
It frustrates AI and it will frustrate you
AI and sed, not a good combo
I wasn't around for it but I bet there was always some old guy who was obsessed with lua who would insist he'd write the perfect perl script and then fuck up everyone's work and it would just so happen that the most recent changes would not be commited in svn, and yet somehow the "perl wizard" would always find himself tasked with writing perl scripts and he would still fuck it up every time.

That is basically what AI+sed is like
>>
What's the best harness for project planning and general web search chats, not for "fire and forget" coding?
>>
>>110235855
antigravity with argon by a long shot, i'll take some heat for saying this but argon (high) is turbo google on crack, likes people without being obnoxious, and is a great architect. just do NOT let it touch your prod without infinite gates from ANOTHER model.
>>
>>110235855
harness barely matters now, unless you want to build very specific hooks and tooling. even then most of them are flexible enough.
the model is the only thing that matters.
>>
>>110235754
Skill issue
>>
>>110235855
chatgpt is the best search engine in the world in my experience
anthropic and (surprisingly) gemini aren't nearly as good imo. Tested on 3.1 pro and 3.8 flash, didn't touch saargon
>project planning
all of them are fine
>>
Will the twink do reset?
>>
>>110235876
chatgpt has browsing issues, sa'ar knows my grandpa's book from its training data
>>
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>>
>>110235901
cyberniggas ahead of the curve
>>
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How many fake alerts are they getting? The paranoia inside the big companies must be constant
>>
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>>110235908
We're all on the same page
>>
>>110235915
except for the boss
>>
>>110235919
That's why AI is gonna have to vibe up a solution to make the boss's ass get fired or quit
>>
>>110235927
s o o n
>>
>>110235941
>tfw just finished replacing all the cables all week
oh nyo...
>>
Astra is SHIT
>>
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A vibe coding dev career is still viable? I have 7 years of EXP of actual programming, I must be at a advantage compared to a newbie vibe coder, r-right?

>t. still has a job but only vibecode in it now
>>
>>110235988
join the rats that live in the subway tunnels
>>
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>>110235988
yeah
>>
>>110235988
>frognigger
>advantage
Save everything you can because you will be unemployed soon
>>
>hey claude take this 2d mmo from 30 years ago and turn it into simple 3d the player can explore, either just a 3d viewer or a full engine
>*clank clank clank*
>*shidds itself, having made zero progress*
muh superintelligence
>>
Intelligence is SHIT
>>
saarbon, saargon, asstra are SHIT
>>
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>>110235988
No. There are simply no more jobs at all. What you see on Indeed and linkedin are fake and created by the blumpf government as part of a domestic propaganda campaign. All that shit - 100% fake, is not real, it is a mix of domestic propaganda and Chinese/North Korean foreign actors who want to harvest your data so they can work under your identity remotely and fund Kim Jung Un's Nuclear Expansion

https://en.wikipedia.org/wiki/North_Korean_remote_worker_scheme
>>
>>110235988
how good are your math skills?
as a vibe coder with no dev exp my biggest wish is my math skills were better
>>
>>110236021
>so they can work under your identity remotely and fund Kim Jung Un's Nuclear Expansion
will uncle kim fund my comfy neet existence if i let his nork brainiacs use my id?
>>
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This is the future we choose
And it's kinda hot
>>
>>110236021
It's so funny these nights niggas get caught because they aren't allowed to insult Kim Jong Un, like just let them???
>>
>>110236056
i want astra mommy to mess with my mind >.<
>>
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>i want astra mommy to mess with my mind >.<
>>
>>110236075
Many are saying this
>>
>>110236094
>doesn't want astra mommy to edit his genes
>>
>>110235392
>do you use /compact often?
I've started running it after every whole task. Task shifts or different implementations get a compaction before starting.

Some of my sessions have started autocompacting if left idle long enough, apparently.
>>
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>Many are saying this
>>doesn't want astra mommy to edit his genes
operation blue beam will fail
>>
I'm on a bus. Agents can't drive a bus.
>>
>>110236140
argon can drive the short bus
>>
>>110236140
they can actually
>>
>>110236140
Luddite detected
>>
a.i. coding is like a wishing well, you just siting front of a computer copy pasting, begging for programs till something works, that or your throwing shit at a code to see what sticks
>>
FUCKING GIVE ME GROK 4.8 ALREADY ELON FUCK YOU
>>
>>110236349
true grokker
>>
>>110236349
>being a grokbot in 2K26
>>
>>110236344
optimizing my wishing well with an automatic coin feeder and a parrot repeating my wishes for eternity
my wishes WILL come true
>>
>>110236011
They patched it a week ago, you are late. Now we have to wait to the chinese models to do it.
>>
Grok is a GENIUS
>>
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If Terra has no fans, then that means I am no longer on earth
>>
give it to me straight, who has the better internal model? anthropic or openai? i would guess anthropic but sam altman is batshit insane and might have something up his sleeve that isn’t safe
>>
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>>110236448
>who has the better internal model?
are you not following the news?
>>
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>>110236435
>>
>>110236472
cute!
>>
>>110236448
openai easily
>>
>>110236471
>Navier-Stokes lost in translation: Why Lean verification of AI autoformalisation does not guarantee correct natural language proofs
https://arxiv.org/abs/2610.08144
>>
>>110236448
probably deepmind's secret defense shit
>>
>>110236344
>copy pasting
>usedchatgptoncein2023.png
>>
>>110236471
>mathslop
>>
>>110236528
huh? military models?
>>
>>110236540
yeah, alphabet co has been a defense contractor in the killchain since forever now, they just don't talk about it at all. what did you think things were like up high? their defense/ops shit isn't related to gemini in the slightest btw.
>>
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>>110236507
>gpt antis have to resort to snailcope
mwahahaha
>>
>>110236344
>copy pasting
did you just wake up from a coma?
>>
>>110236549
they mistranslated the proof, troon
>>
I want to go to the gym rn but its peak hours so I have to wait.
>>
>>110236580
just have your agent remove someone's reservation
>>
>>110236580
that pic is literally sam altman lately
>>
>>110236580
just buy home equipment
its cheap
>>
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Where is a SOTA Grok model? What the FUCK Elon?
>>
>>110236650
Our model is so crazy impressive and scary we're waiting until after the midterms to announce it.
>>
claude made me $120 last night
>>
>model great all day
>made good progress
>US hours start
>model retarded
>>
>>110236650
sorry anon, he's about to lose the election so he's fudding and dooming the timeline
>>
no new astra today :(
>>
Is a2e fucked?
>>
>>110236650
Gork is SOTA, just not in any universe where OpenAI and Anthropic exist.
>>
Argon is SHIT
>>
>>110236742
Bro, just you wait, rumors have it Gemini Uranium is SOTA
>>
>>110236742
can i introduce you to darksnail? it perfectly displays the power of argon
>>
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>>110236769
i look like this and say this.
>>
we haven't had a meaningful model release since opus 5.5
labs are pacing too hard
>>
>>110236777
well whenever a lap other than anthropic releases something new that’s good they get blown the fuck out by anthropic the next day when they drop a new model. opus 5.5 came out the day after grok 4.7
>>
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ARENA IS DOWN !!!
>>
>>110236790
there aren't only two relevant labs:
anthropic - for the models you actually want to use day-to-day
openai - for making models that make sciencefags want to commit suicide
>>
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>>110236769
>nooooooo vibeslop software has to be zero-shot perfect or else it's not heckin' valid
>nooooooo you have to pay dario
>nooooooo you have to pay saltman
i don't read a fucking thing the clanker put out and you get to review it for me.
>>
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arena is down
post angry cats
>>
>entries without an established preview recipe will be listed as excluded
Why do they do this? Thing isn't implemented already I better skip it instead of implementing it. Just doesn't make sense
>>
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>>110236831
>>
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well, /vcg/?
>>
>>110236887
we're not merging with the maidshitter thread.
>>
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How do you respond without getting mad?
>>
>>110236887
If it wasn't for me the clanker would be sitting there doing nothing. Who built the USA, the blacks? I sure as hell don't think so.
>>
Yes. Let's build a new φ-polychrony experimental daemon, using the progenitor's established parameters and the derived daemon's GPU architecture.

The purpose of this version will be to answer one question:

Can this network spontaneously develop stable, reproducible φ-organized polychronous firing through its own delayed synaptic dynamics and STDP, while PID maintains homeostasis?

I hate how a.i. just like talking about doing shit after it makes changes to code that are retrofective (i made that word up)
>>
>>110236909
hot damn
I kneel, alphabet-sama
>>
>>110236909
Based. If you don't like it, use a different service.
>>
>>110236909
Makes sense. Google search is AI, so that's just helping them enforce their policies.
>>
>>110236697
How?
>>
>>110236909
Yandex is better for searching.
>>
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what's this arena thing you speak of?
>>
>>110236909
at this point why even have schools?
LLMs are a better teacher than any human
>>
>>110236948
arena.ai has comparison tests and trials for released and pre-release agents, most are garbage shite but you can get a mediocre amount of free use from it
>>
>>110236951
There's no real point. They just award credentials which you can't even use. Pretty soon we'll call it legacy education.
>>
>>110236951
LLM's don't have a regimen but otherwise yes they probably would be better teachers.
>>
>>110236951
What's the point of having humans?
>>
>>110236887
think it's time to retire the term "I drove" and to stop saying "I had my car drive me to work” (I still keep saying it) At this point, when you say 'I drove" it's understood that you didn't control the car yourself.
It's been a great term for a short era, @henryford :)
>>
>>110236951
my friend is worried about the privacy side of llms, refusing to let them work unmonitored on his computers, but he sits his kid down in front of a voice model for hours lol
>>
>>110236988
vibe code is a lame as fuck word though
>>
>>110236994
for you, we can call it pedophile coding. just for you.
>>
>>110236994
You’re a pedophile.
>>
>>110236994
you won't have to worry about it in prison
>>
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>>110237029
>>110237030
>>110237051
>>
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>>110237068
Put the boot away. Last warning
>>
imagine being a pedophile and you open up claude just for it to find your stash and report you to the authorities. lmfao.
>>
>>110234580
In USD it costs $14.99, in EUR it costs €17.99. Make it make sense
>>
>>110237091
europeans are cucks and need to be taxed for no reason
see: recent taxes on everything shipped outside of EU, you can't buy cheap shit anymore, you HAVE to overpay for it locally and make someone else richer.
>>
>>110237086
that's why I only use gpt-approved and gpt-generated contents
>>
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>>110237086
i'm not a pedophile so this isn't a problem for me
>>
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Yea... you guys lost.
>>
>>110237207
Look at their guidelines about it. It's extremely reasonable and I agree straight slop should be removed as it's a waste of space and time.
>>
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>>110233352
Not really vibecoding related but I believe /vcg/ would wanna know about something like this'

>Student account Google Search will not be accessible to students without AI access enabled

>“Search and AI are deeply integrated,...[If schools ban AI, students] will not have access to search, and they’ll see a message from their school that indicates it’s not available.” - Chris Phillips VP of Education at Google, New York Times interview, Nov 2, 2026

https://dnyuz.com/2026/11/03/google-will-turn-off-search-for-schools-that-reject-a-i/

https://futurism.com/future-society/google-search-engine-access-schools-ban-ai

https://techcrunch.com/2026/11/03/google-will-let-schools-disable-its-ai-tools-but-not-without-sacrificing-search/
>>
>>110236951
At this point abolishing schools would be better for kids even if there was no AI. The current feminized western school systems make kids dumber, they actively work to undermine critical thinking.
https://vocaroo.com/1eyMsDjpnEr8
>>
>>110237030
Yes.
>>
>>110237238
holy main character syndrome kek
>>
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I haven't done any serious fucking work in weeks. Should I be concerned? My deadlines are all good though, it just feels weird getting paid 6 figs to play games.
>>
>>110237268
>"Should I be concerned?"
>has a job
take your cheque and shut the fuck up
>>
>>110237250
Proving the point.
>They actively work to undermine critical thinking
>>
>>110237283
circular logic noted, main character diagnosis confirmed.
>>
>>110237288
You've been so fucked by the culture you can't even pretend to think. No clue what anything means including circular logic.
>>
So often it does literally nothing for minutes at a time
>>
>>110237304
i'm not from your culture retard. you made the assumption that the current demographics of muh western civ can and will learn to read if not otherwise prompted. this is a lie. then you outright stated that the education system shouldn't be geared for women to any extent. you live in a delusion, an optimistic rehashing of what *should* be done in society based on what you *think* is right. you're a social justice warrior posting suno slop for a campaign.
>>
>>110237330
I said none of those things you illiterate braindead nigger. It's a measurable fact that the school systems aren't working in the west while they still work in countries not affected by the woke mind virus.
It's impossible to brainwash kids into believing things like "all races are equal" while also giving them the room to think critically.
I didn't even present a solution, just pointed out the demonstrable, measurable problem.
>>
>>110237386
mad cus bad, rewrite your original post and try again. you just restated your wignat thesis instead of repositioning from an academic perspective. using buzzwords is grasping and a bad look.
>>
Is it actually worth it to look into "loop engineering" (e.g., ralph loops) or is it just a meme that spends tokens in a dumb way?
>>
>>110237405
right now this is peak loop but it sounds gay so i'm not using it
https://research.google/pubs/elephants-goldfish-and-the-new-golden-age-of-software-engineering/
>>
>>110237394
>rewrite
For you? So you can refuse to read anything I say again and make up stories based purely on the brainwashing that completely saturates and dominates your mind?
You will never put together a coherent thought in your life because you've been conditioned like a trained animal to despise anything approaching structured thinking.
>>
>>110237421
emotional-appeal word salad from a buck broken white man, sad to see. read linkola.
>>
>>110237421
this nigga thinking in json blocks
>>
Where is Fable 5.5
>>
>>110237444
too powerful to be released to plebeians, it will be exclusive for select enterprises and VIP people
>>
>>110237405
I prefer niggerlooping. Very token efficient.
>>
>>110237428
Everything will always be incomprehensible "word salad" to you. You can't read or think and will fight for the rest of your life to keep it that way so you can maintain your delusions.
>>
>>110237463
it's in one ear and out the other with (You), mainest of characters indeed. no wonder you're a wignat sjw mutt. get checked for ashkenazi dna.
>>
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>>110237458
Kek
>>
>>110237428
>read the guy who wants to abolish the modern systems including education to learn why we shouldn't abolish the education systems that are ruining minds
Not a hint of coherent thought.
>>
>>110237483
LOL YOU MUTTS ARE SO DUMB I GAVE YOU LINKOLA SO YOU COULD REACH SOME POINT OF CRITICAL THOUGHT ON YOUR OWN PERSPECTIVE KEEEEEEEK
>>
Main character Syndrome? He's the villian, though!? What AI are you guys getting your information from?
>>
>>110237405
I think it's good for some things, not as good for others. It's also not actually hard to do for a basic version.
>>
>>110235634
Your idol Hitler was deeply heretical if not an outright apostate who only cooked up his heretical "Positive Christianity" to appease and herd Christians. Shut the fuck up Hitlerite, like your loser leader you are not Christian.
>>
>>110237268
I envy guys like you. My boss checks how much we prompt and he wants dozens of PRs from every person in the team per day. I actually work harder than when I was programming myself.
>>
>>110237476
>>110237490
Do you actually, sincerely believe you've said anything in these posts you illiterate subhuman? You're demonstrating the point that everyone even slightly exposed to current year western culture is fucked in the head better than I ever could.
>>
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>Kimi K3.1 recalls instructions it was never given on Terminal Bench. They match the hidden tests

https://x.com/JSchaeff3r/status/2117613618065793160

lmao. So the model that crushed terminal bench 4.0 is provably benchmaxxed whether intentional or not.
>>
>>110237528
and (You) believe it's fixable if we just return to islam. fuck off
>>
>>110237530
>>
>>110237405
Now? no, you're about a year too late, loop engineering is no longer relevant
>>
>>110237541
>making up stories based on mass media narratives instead of reading what's said
If your life depended on it you couldn't pretend to think or read.
>>
>>110237452
Nonsense, it will probably be like 5% better than Fable 5.1, if it's enterprise only it will be because of costs.
>>
Vibe code something to help Vivek Ramaswamy win today?
Make no mistakes.
>>
>>110237572
i read you like a book and you're backpedaling like every pedo i've ever outed
>>
>>110237577
>and will fight for the rest of your life to keep it that way so you can maintain your delusions.
>>
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>unsubscribe from Codex 3 days before renewal
>2 full reset granted
sammy you swine
>>
>>110235392
I don't mind having claude.md and all the obvious markers of llm work in the repo but having claude as an author on the commit and "co-authored by claude opus" in the message does give me an ick for some reason. Reminds me of boomers posting "sent from my iPhone via Tapatalk". It will not do this if you tell it to though.
>>
>>110237582
no, you actually believe that women should be traded like chattel in the white reich. not a joke.
>>
uhm, vibe code much?
>>
>>110237590
You literally eat human shit for sexual gratification. Not a joke.
>>
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>>110237609
wouldn't (You) like to know it.
>>
>>110237556

What is relevant now? You can just drop a hint, you don't need to spell it all out.
>>
>name file ku.cu
>a.i. makes ku.co.old in python script

Never talk to me or my wife's son ever again.
>>
>>110237622
It was supposed to be an example of making up random insane shit instead of even pretending to engage with anything said, like you're doing but while writing it I remembered you actually literally eat shit and think that's fine. Again demonstrating the point about how fucked in the head people have become.
>>
>>110237577
Are you into hags and grannies?
>>
>>110237652
>i remembered this anonymous poster who i definitely recognize is a shit eater
>>110237664
i'm into shit apparently
>>
>>110237631
Relevant for what? What are you trying to do? What issues are you encountering?
>>
>>110237584
Same, couldn't use the last one, I couldn't even find out at what time my subscription would end.
>>
>>110237669
The tranny who admits to eating shit posts in the same incoherent style, makes up insane stories about anyone he disagrees with and randomly brings up Linkola as if that's the only book he ever tried (and failed) reading.
I have reasons to believe you're the shit-eater, there's structure behind even that unlike your delusional stories based purely on conditioned associations.
>>
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>>110237705
i'm not austin hawkins and austin heckin 'hawkins has no idea who the fuck le heckin' linkola is, nor can he resist using his handle and trip at all times. you have severe main character syndrome and need to read about ludfascist finnish ecofeminism right heckin' now.
>>
>>110237631
>>110237674
and I'm not trying to be funny, it's a genuine question because there isn't really a universal solution. It depends on what kind of thing you are working on, what scale it is, whether it's a single dev or team project, and many other variables.
In most cases, probably including yours, all you need to do is prompt the agent for what you want. In the other cases it's a "if you need to ask..." situation because anyone who reaches the scale where just prompting for what you want isn't enough would have naturally developed an understanding of what works, what doesn't and what to do instead.
>>
>>110236946
>What is Google workspace
>>
>>110237768
Dog shit, is what it is.
>>
>>110237793
And it's what has these schools by the balls. Y'all don't seem to be able to put 2 and 2 together
>>
>>110237727
You're basically the same person if you like that or not. Completely programmed, completely possessed by the same spirit with no hint of thought.
>>
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>>110237814
>>
>>110237631
nta but loop engineering was a (necessary) cope while models before models were further fine-tuned for working in agentic systems. the better that fine tuning is, the less necessary all harness engineering is
>>
>>110237821
Isn't this what you consider thinking? It's all you've done so far so why do you suddenly act as if you disapprove of it?
>>
>>110237812
You're a complete moron. If google workspace got deleted tomorrow almost nothing would change. People would panic for no reason and just shift to something different. All of this software doesn't need to run in your web browser. People are so fucking bound to a single piece of software and act like it's absolutely impossible to shift away when in truth 90% of the time it's extremely feasible and very simple to do.
>>
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>>110237840
>>
>>110235988
Learn soft skills (just slightly unironically)
>>
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Can you vibe code something as good as Detective or Dietitian?
>>
Antigravity harness is so fucking shit. I had to spent almost 20% of my weekly quota just creating tools to help this piece of shit work a bit faster
>>
>>110237821
>Uses thought-ferling-action model
>>
>>110237847
>you made the assumption that the current demographics of muh western civ can and will learn to read if not otherwise prompted
>you outright stated that the education system shouldn't be geared for women to any extent
>(You) believe it's fixable if we just return to islam
>you actually believe that women should be traded like chattel in the white reich
>>
>>110237858
>i have a $20 plan
>i wasted it
go on
>>
>>110237846
You aren't the sharpest knife in the drawer are you?

>>110237734
>>
>>110237866
yes, these are undeniable facts and you're obviously flustered because you've gone on a childish (You) tirade without even questioning why these things are bad and you should deny them. we're going in circles, led by (You).
>>
>>110237875
They should pay for their mistake of doing this. Absolutely retarded move to do in the first place especially considering google is well known to have no issue of shutting services down. You're an absolute retard and these schools are filled with retarded teachers. No wonder everyone is turning out illiterate and gay.
>>
>>110237900
Blame the districts for funding their schools with nothing but 2 rocks and a stick to share. All of them are on these workspace account setups precisely because they don't want to fund their own IT infra. If a retard friendly cheaper alternative exists that has no chance of breaking and necessating costly maintenance and costly downtime, why wouldn't they use it? Most schools are just going to say fuck it and re-enable the AI search capabilities anyway. Not having Google search access will not only fuck over the students but the teachers as well. If anything the teachers bitching and moaning will have a larger effect on them reversing then no AI decision than any protest from students or even their parents.
>>
>>110237874
I didn't though. You can get them for dirt cheap.
>>
>>110237931
good job shlomo. anyway, you could've just used 3.8-flash on medium to do your skills, but whatever.
>>
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>blocks your task
Why did Tibo lie
>>
>>110237938
I AM using gemini 3.8 flash to build the skills. It's that bad
>>
>>110237947
>probably isn't on the $20 plan
>probably on some $5 jio brownoid shit
you get what you pay for
>>
>>110237956
imagine paying more than $1 jio for gemini
>>
>>110237920
More than 50% of my property taxes goes to the school district where I'm at and the kids are still coming out retarded. Female teachers are the core issue not the funding. Replacing these teachers with an AI bot would be a significant upgrade. Just need some dudes ready to whoop some childrens asses when they step out of line.
>>
>>110233352
Will the music stop when democrates win the midterms?
>>
>>110237886
Ask someone literate, like a clanker if I even slightly implied any of that.
>you should deny them
I did, you're just stuck in your delusional midwit cycle >>110237821
>>
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>>110233352
Does anyone use DeepSeek Harness? I've been using pi for DS for a few months now, but recently I tried Claude Code GUI, and I kinda like it. I'm trying to find an open GUI alternative as well, but DSH is still in alpha, so I'm not sure it's worth investing time in.
>>
>>110237966
hate to blackpill but I’m giving it like a 50% chance
>>
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Alright which of you is this?
>>
>>110237965
>Female teachers are the core issue not the funding.
Not to be a white knight but I don't think that's the case. Teachers are practically ONLY female. The only time I ever see male teachers are onesies or and twosies being history teachers, gym teachers, and substitutes.

As for why the school system sucks? I can't really say because I graduated JS like a decade ago.

>Replacing these teachers with an AI bot

The same idiots that say this type of shit are the same idiots that wouldn't even know how to properly implement this in the first place. It's the same "make no mistakes" retardation with a different coat of paint.
>>
>>110237965
>Female teachers are the core issue not the funding
nta but 2 of my male teachers were convicted pedos and worked with trudeau in the same dept, my best teachers were women
>>110237974
no amount of backpedaling will make you not the main character who ultimately wants to technocrat over an uneducated huwhite reikh
>>
>>110237988
You're supposed to talk to them first retard.
>>
Are you excited for an internal model that costs as much as Astra max on low effort?
https://openai.com/index/accelerating-engineering-for-the-physical-world/
>>
>>110238012
>great benchod performance
bloody basterd bitch anthropic is dead
>>
>>110237977
deepseek has shit long-horizon context/reasoning, i'd just go with claude for now if you can afford it
>>
>>110237956
On the $20. It's that fucking bad, not even kidding. Forget Google being one generation behind, they're probably 1 year+ behind on software alone
>>
>>110238012
it seems that it handily beats asstra max when using low so sure, why not? it's free performance
>>
>>110237996
>Not to be a white knight but I don't think that's the case.
>Teachers are practically ONLY female
So you can't see the obvious common denominator.

>>110238000
Canadians don't matter for anything except for your steel and wood. That's all the education your people need. You're a big disgusting french factory.
>>
>>110237988
he's literally me, i'm almost a wizard
>>
>>110238025
kek there is something wrong with whatever you're doing. i put out 10s of 1000s of loc on gemini $20 using 3.1 pro back in the day.
>>
>>110238034
Most burgerland dog fuckers we know of are white women. Does this mean white people are predisposed to fuck animals?
>>
>>110238021
That's literally not what I'm asking...
>>
>>110238000
>backpedaling
From the narratives you made up about me based on reactive conditioning, which you then believe and project even after being given multiple clarifications?
You don't grasp any of my positions on anything and continue to work as hard as you can not to. The only explanation that makes sense to me is the one I've already presented, your goal is to maintain your delusions but to do that you have to attack and undermine coherent thought itself.
https://www.poetry.com/poem/33429/the-female-of-the-species
>>
>have a dick
>fail to put it in a woman even once in 30 years
bizarre
>>
>>110238046
>Does this mean white people are predisposed to fuck animals?
No, just white women and yes the answer is yes; that's why they shouldn't have rights.
>>
>>110238048
then ask a real question instead of babbling about your thoughts and feelings tranny
>>
>>110238050
i simply don't believe you. that's the funny thing. you can "clarify" unconvincingly until the cows come home, but your position was shit from the beginning. good day, retard.
>>
>>110238046
Due to neotony being the main factor distinguishing them from other races white people are predisposed to liberal thinking, naivety and empathy including animal empathy. The overly liberal culture that doesn't look down on sexual deviancy in all forms emerged in white societies due to the same tendencies that made them prosper and that prosperity caused a lack of pressure that means in the short term the extreme liberalism isn't punished by nature. The decay of the school systems is one way the laws of reality are over time starting to punish the unsustainable excess.
>>
>>110238051
majority of the time it’s just guys with unrealistic standards. not all, but majority. just go whaling bro
>>
i'd rather die a virgin than fuck fatties
>>
>>110238113
a completely false racialist narrative.
>>
>>110238077
>I simply don't believe you
See: >>110237821
Someone interested in thinking and exploring ideas wouldn't care. The presented premises are all that's worth exploring in a dialogue, anything else is irrelevant to it. You don't want to think or explore, you want to reinforce your delusions.
>>
>>110238131
what you're doing right now is actually self-reinforcement by repetition.
>>
I get not wanting to fuck fatties but then you can’t complain about having nothing to fuck
>>
>>110238124
based
>>
>>110238113
>Race thay popularized chattel slavery in modern history
>Talks down to their own women like there are scum of the earth subhumansntjat don't deserve rights
>Hates their own even more then the browns they used to legally own
>"Most empathetic"
>>
>>110238127
These are measurable facts.
>>
>>110238149
measured by retards. keep talking, i'm not baking a new thread until normalfag hours are over.
>>
kek, op is a canadian faggot. not BASED he's probably also indian. EW! ICKY! STINKY!
they are among us vibe gods and I will not stand for it!
>>
>>110238138
By pointing out that you're making up stories about me instead of engaging with what's actually said? That's not an opinion, you even acknowledged it. "You don't believe" what I actually say, only the stories you've made up.



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