highlighting more recent Pudgy Penguins memes from the around the world by the PENGU community!

they are using our new Pudgy Meme Generator inside the official Telegram group.

can you guess which countries?

generate more in the $PENGU Telegram group:
https://t.me/pengutg

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https://x.com/alphakek_ai/status/1905575886352679374

we're seeing the Retrieval Augmented Generation (RAG) paradigm being disrupted in real time.

RAG has been the cheapest solution to give your AI model external knowledge

but with the rise of proprietary Knowledge Graphs and Gemini 2.5 Pro's 1M+ context window

AI builders relying on RAG should be concerned. here's why, and how to adapt ▼

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RAG was a band-aid for AI's knowledge gaps:

• low-cost data ingestion (chunking + embedding)
• low context occupied when using models

with some downsides:

• easy to miss out important information
• can’t analyze the big picture

but RAG's benefits decay over time as

• compute is getting faster and cheaper
• context windows grow and get more accurate

in other words, the downsides of RAG remain constant, while its upsides shrink over time.

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with Knowledge Graphs such as Fractal, it's the opposite phenomena:

downsides like slow preprocessing are shrinking.

upsides are increasing. smarter AI models lead to better graphs.

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AIKEK was early.

we bet on Knowledge Graphs at the very beginning.

a move that required deep pre-GPT-4 understanding of LLMs and foresight into the future of context and compute.

now, we're scaling a real-time knowledge layer for the agentic internet, starting with some of crypto's biggest ecosystems.

if you're an AI builder, DM us to learn more about how to leverage Fractal for your AI agents, apps, and ecosystems.

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all memes in this thread were generated using AIKEK bot and our new AIKEK meme model.

the model was built using thousands of 4chan memes that we handpicked, repaired, and reimagined.

now available in our TG group:
https://t.me/alphakek_chat

is also integrated in Vertical AI:
https://app.verticalstudio.ai/stream/alphakek-meme-generator

and will soon be available in the Virtuals Protocol ecosystem.

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https://x.com/alphakek_ai/status/1906687152177717520

{Introducing Roast Memes}

you can now roast anyone and anything using AIKEK bot's new /roast command.

all roast memes are generated in one shot leveraging AIKEK's custom, uncensored AI models and 1M+ real-time data points.

because good memes aren't just images. they're expressions of the full cultural context, tailored to the audience.

something other AI platforms can't do due to censorship and knowledge cutoffs, e.g. OpenAI stops at 2023.

available only in AIKEK Telegram bot ▼

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look at this meme. the subtle humor. the real-time, cultural and financial context.

it even knows about the recent ByBit hack and MiCA regulations.

the first test results were so based, we had to tone it down to avoid getting cancelled.

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by the way, AIKEK bot's popular /meme command also just got a whole lot smarter and funnier. /meme v2 is live!

try /meme and /roast here:
https://t.me/alphakek_chat

how to use:
• /meme or /roast + prompt, or
• reply to any message with /meme or /roast

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https://x.com/alphakek_ai/status/1907483188844450075