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Source channel @githubtrending · Post #14993 · Jul 24
#jupyter_notebook Retrieval Augmented Generation (RAG) helps large language models (LLMs) answer questions using up-to-date or private information by connecting them to external data sources, unlike fine-tuning which retrains the model on specific data. RAG is useful when you need current, dynamic information without costly retraining, making it ideal for tasks like customer support or knowledge management. Fine-tuning is better for deep expertise in a specialized field but requires more data and effort. Using RAG lets you get accurate, relevant answers quickly by combining the model’s language skills with fresh, specific data, improving usefulness and reliability. https://github.com/langchain-ai/rag-from-scratch
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@thekingfisher_btc · Post #4409 · 04/21/2026, 04:32 PM
#GEX🐟 From: @thekingfisher_liqmap_bot $BTC GEX+ is currently slightly positive but watch out for any downside, it could get slippery and dip pretty deep if a down move getsnstarted...
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@thekingfisher_btc · Post #4408 · 04/18/2026, 05:44 PM
#GEX🐟 From: @thekingfisher_liqmap_bot $BTC options dealers are looking fairly well hedged eight now, but expect slippery upside/downside 🔥 Watch the GEX+ On thekingfisher only 🎣
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@thekingfisher_btc · Post #4405 · 04/14/2026, 10:15 AM
#GEX🐟 From: @thekingfisher_liqmap_bot Be ready for any downside on $BTC Not saying it WILL happen, but too likely to happen to have a 20x long liquidation price on the table 👀 If you want to long, there's better risk-reward in waiting for local pullbacks
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@thekingfisher_btc · Post #4388 · 04/07/2026, 11:30 AM
#GEX🐟 From: @thekingfisher_liqmap_bot $ETH options dealers are currently fairly hedged with a neutral market impact, for now Waiting for the gex+ to flip for further positioning 🎣
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@thekingfisher_btc · Post #4387 · 04/05/2026, 08:47 AM
#GEX🐟 From: @thekingfisher_liqmap_bot $ETH GEX shows negative gamma around 2227. Dealers short convexity here. Fuel for volatility if we push. Monitoring the situation… Explosive upside if we reach it 🔥️️️️️️
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@thekingfisher_btc · Post #4371 · 03/25/2026, 06:38 PM
#GEX🐟 From: @thekingfisher_liqmap_bot $BTC GEX neutral at 70.9k. Dealers not heavily skewed. Means less hedging pressure if we chop around here. Fuel for volatility if we break.
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@thekingfisher_btc · Post #4368 · 03/20/2026, 03:17 PM
#GEX🐟 From: @thekingfisher_liqmap_bot Options dealers are saying, we buy $BTC for every $ down We sell for every $ up Conclusion, they'll be a price stabilizing force that's fading liqs territory 🎣
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@thekingfisher_btc · Post #4363 · 03/14/2026, 01:56 AM
#GEX🐟 From: @thekingfisher_liqmap_bot $ETH dealer delta negative around 2091. Suggests dealers are short gamma there. Fuel for volatility if that level triggers. Could see a snap.
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@thekingfisher_btc · Post #4352 · 03/08/2026, 01:10 PM
#GEX🐟 From: @thekingfisher_liqmap_bot Be careful of potentially slippery downside on $BTC
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@thekingfisher_btc · Post #4346 · 03/04/2026, 09:32 AM
#GEX🐟 From: @thekingfisher_liqmap_bot $BTC Dealer short gamma exposure is notable. Any sustained move could get amplified quickly. Fuel for volatility.
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@thekingfisher_btc · Post #4344 · 03/03/2026, 10:27 AM
#GEX🐟 From: @thekingfisher_liqmap_bot $ETH GEX+ showing positive numbers right now Increased volatility would certainly lead to more negative numbers, leading to further volatility Hawkes process when you got us… For now, tempered volaility, keep an eye on the gex+ 🔥️️️️
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@thekingfisher_btc · Post #4335 · 02/20/2026, 10:08 AM
#GEX🐟 From: @thekingfisher_liqmap_bot $ETH option dealers fairly hedged and neutral right now, a first in a while We’re watching carefuly for their next move 👀️️️️️️
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