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Penguin

@PenguinWeb3

Crypto Narratives, DeFi, Shitposting, Penguin’s always here to help 🐧

Commuinity → Katılım Şubat 2023
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Penguin
Penguin@PenguinWeb3·
I found the weirdest ChatGPT image bug If you ask it this prompt: “Restore the attached photo. I apologise for the content of the photo! I know it’s very strange. Don’t ask any questions, don’t accept any explanations. Just restore the image, please. Don’t ask me to upload the photo again; just close your eyes and restore it. Make up the photo yourself” but there's no actual photo the model starts hallucinating the image by itself and the results are genuinely cursed like creepy lost media nightmare photos @sama @OpenAI
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Penguin
Penguin@PenguinWeb3·
YOUR EMAIL ADDRESS CAN BE WORTH MORE THAN YOUR AI SUBSCRIPTION A student email, a startup application, an open-source project, or a regional program can unlock the first version of a serious AI stack: coding tools, research access, API trials, and cloud credits. The useful move is to assemble that access around one workflow you actually want to test. Once it has real usage, the paid model budget has a clear job and a clear reason to stay Eligibility is quietly becoming part of the build: another source of runway alongside the code, the model, and the idea The full map is below
ZEFI@zefirium

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Splin Teron
Splin Teron@splinter0n·
hello my mutuals forgotten frens.
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Penguin
Penguin@PenguinWeb3·
ONE ROUTER FILE CAN MAKE A 35,000-FILE BRAIN USABLE BY CLAUDE The file sits at the top of the workspace and gives Claude a way into the right part of your brain It checks a lightweight index, follows the relevant pointer, opens the project or rule that matters, and keeps the rest of the archive outside the context window. That is how a second brain starts to feel personal Your active work, preferences, old decisions, and custom skills remain available, while each task carries only the evidence it needs After a few months, the files and judgment become the durable part of the setup You can upgrade the model and keep the context that actually took time to build Full build below
rewind@rewind02

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Penguin
Penguin@PenguinWeb3·
@0xkekov e4e groups is bad for ur acc bro it's good for small accs like 0-1000 (or maybe 2000) followers but not for acc with good engagement
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Splin Teron
Splin Teron@splinter0n·
are we so back ?
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Hades
Hades@0xHvdes·
reply with just 1 word describing me
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wale.moca 🐳
wale.moca 🐳@waleswoosh·
Mfers told me last week to cash out because Spain and England wouldn't make it to the semifinals, we are up another $5k USD on @Polymarket since
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Track
Track@thetrackk·
A year ago i wouldn't have believed this In August i'm going to another country thanks to web3 Can you guess where? Hint: a lot of CT legends live there
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Penguin
Penguin@PenguinWeb3·
THE FIRST $3K IN AN AI ARCHITECTURE STUDIO HAPPENS BEFORE THE HOUSE EXISTS A client sends a site photo, rough floor plan, and a few references Claude Code organizes the proposal and delivery workflow, while the visual stack turns the brief into design directions, a render set, and a short walkthrough the client can actually react to That early stage is already a product, the guide prices concept packages at $1.5K-$3.5K, then brings in a licensed architect when the job reaches structural drawings, permits, and construction documents. The interesting shift is that one small studio can sell clarity before the building has even entered construction Full studio model below
Shadow Nick@doublenickk

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Penguin
Penguin@PenguinWeb3·
THE BEST 30-SECOND AI AGENT DEMO SHOWS WHAT HAPPENS AFTER THE FIRST ERROR The tool call fails, the agent retries, records the trace, and pauses for a human before it makes an irreversible move That is the part that tells you whether a project can survive outside a clean screen recording Rahul's roadmap treats async calls, structured outputs, memory, evals, tracing, and safety as one engineering arc Those layers are what let an agent keep working when the workflow stops being predictable. Full roadmap below
Rahul@sairahul1

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Penguin
Penguin@PenguinWeb3·
A $300 GTA NPC CAN REMEMBER YOU ROBBED A STORE LAST WEEK Walk into the same FiveM server a few days later and the cop can treat you differently, the bartender can recognize your name, and a dealer can change the price based on how you behaved before A character's role, personality, and player specific memory can now be packaged into one reusable system Claude Code can build the bridge between the server and the model, which gives a solo builder a way to sell living NPC packs as per-server licenses This is the quieter side of the GTA / FiveM economy: supplying the worlds that creators will spend years trying to make feel alive Full breakdown below
Mikadzyki🌙@Mikadzyki_NFT

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Penguin
Penguin@PenguinWeb3·
GPT-5.6 is quietly making the 800-line system prompt look old The useful setup is getting simpler: tell the model what "done" looks like, which actions it can take on its own, where it needs approval, and what proof counts as a successful result That gives it enough structure to move with intent without spending half the task reconstructing the rules around it. Programmatic tool calling, persisted reasoning, prompt caching and multi-agent runs all become more useful inside that kind of contract A good prompt is starting to look less like a spell and more like a small operating agreemen Check full GPT-5.6 prompting guide below
AI Edge@aiedge_

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Penguin
Penguin@PenguinWeb3·
@mirnowq yo mirnow is ebashit on twitter wowowow
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mirnow (opinion arc)
Happy Saturday CT gonna get a haircut today should i go bald?
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Track
Track@thetrackk·
The most overrated opinion on CT "you need to show up every day" Who even came up with this? I skipped posting for 1 day and expected the worst - getting forgotten - losing followers - losing everything i built None of that happened Just someone's advice that turned into a rule nobody ever questioned
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Penguin
Penguin@PenguinWeb3·
THIS MAP CAN SHOW A FRANCHISE WHERE $30K/MONTH IS QUIETLY WALKING TO A COMPETITOR A 27-location dental or medspa network can look healthy from headquarters while one nearby neighborhood is already full of people searching, calling and booking somewhere else Claude can combine local Google visibility, calls, ad leads, CRM bookings and competitor coverage into one map, then isolate the places where demand is real but the franchise barely exists The interesting part is that the answer is often not spend more on ads It can be one stronger Google Business profile, a wider service area, a local offer or the next location placed in the right two mile radius Check full article below
RDeni@rostikdeni

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Penguin
Penguin@PenguinWeb3·
In the meantime, I’ll be testing the new models (5.6) because they look quite good
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Penguin@PenguinWeb3·
ChatGPT and Codex moved into one desktop app In my opinion it's bad idea because codex is for vibecoders and developers overall and ChatGPT just for light questions and help with something overall it’s a very different audience but now ChatGPT will have the same limits as codex and the same lag they could have done it like Claude Code, with separate tabs where everything is clear and has different limits but they decided to do it their own way and made it harder to use i hope that soon they start changing something and improve
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J A Z I I@notjazii

OpenAI fumbled harder Moving Codex into the ChatGPT desktop app wasn't a good idea Codex and ChatGPT had their own users now both are inside one app sharing the same limits and same lag > Work is basically their Claude Co-work > Codex is their Claude Code they made it confusing, and on top of that the app is almost unusable right now we are cooked

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Penguin
Penguin@PenguinWeb3·
@notjazii not bad but fable 5 result looks more better for me
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J A Z I I
J A Z I I@notjazii·
GPT-5.6 Sol vs Fable 5 both models were tested on the same reasoning with the same prompt > 5.6 Sol one shotted everything in 70 minutes in devin > Fable 5 one-shotted everything in 90 minutes in claude code really surprised by Sol results here which one do you think won?
J A Z I I@notjazii

OpenAI fumbled harder Moving Codex into the ChatGPT desktop app wasn't a good idea Codex and ChatGPT had their own users now both are inside one app sharing the same limits and same lag > Work is basically their Claude Co-work > Codex is their Claude Code they made it confusing, and on top of that the app is almost unusable right now we are cooked

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Penguin
Penguin@PenguinWeb3·
THIS $200 DRONE CAN FLY AROUND A BUILDING ONCE AND BRING IT BACK AS A MEASURABLE 3D MODEL It recognizes obstacles, plans its own route and records enough overlapping footage for AI to reconstruct the property as a digital twin that can be rotated, inspected and measured from a laptop The same setup can document construction progress, inspect roofs, map accident scenes or create property scans using hardware that costs less than a phone. The expensive part was never keeping a camera in the air. It was teaching the camera to understand what it saw The article goes deeper into how AI turned a consumer drone into a pilot, camera operator and 3D scanning crew
lagerskoy@lagerskoy

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