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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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@perspectiveix · Post #1155 · 03/17/2018, 08:30 PM
World's #first mobile phone: DynaTAC 8000X Available: March 13, 1984 Weight: 2.4 lbs (1.1 kg) Talk Time: 30 min Charge Time: 10 hours Cost: $3,999 🚀@PerspectiveIX 🌀 http://prs.pctvix.co/TelegramIX
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@official_crunchyroll_channel0 · Post #358 · 12/31/2025, 08:18 AM
☄️ Tokyo Ghoul [S01] ╔═════════════════╗ ╠ Episode 01 Added 🆕 ║ ╠ Download In Hindi | 💭 ╚═════════════════╝ #first on telegram
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@official_crunchyroll_channel0 · Post #352 · 12/28/2025, 01:26 PM
☄️ Your Lie in April [S01] ╔═════════════════╗ ╠ Episode 01,22 Added 🆕 ║ ╠ Download In Hindi | 💭 ╚═════════════════╝ #first on telegram
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@official_crunchyroll_channel0 · Post #1025 · 03/22/2026, 11:42 AM
😭 Dr. Stone season 3 ┏━━━━━━━━━━━━━━━━━━━━━ ‣✨ Audio: Hindi #Official ‣⭐️ Score: 78 Anilist ‣⭐️ Season: 3 ‣⏳ Status: Complete ‣🎭 Genre: Comdey, sci-fi,Action ┗━━━━━━━━━━━━━━━━━━ ━━━ #first on telegram
@official_crunchyroll_channel0 · Post #233 · 07/11/2025, 04:13 PM
❖ The 8th Son? Are You Kidding Me? ┏────────────────────⍟ │🆎 Type - Tv [Series] │📼 Season - 1 │🔢 Episode - 12 │🔊 Audio - Hindi #official │👀 Quality - 480p, 720p, 1080p │🌟 Rating - 6.5/10 [IMDb │🎭 Genres - Action, Fantasy ┗────────────────────⍟ ◥ Powered By: @Official_Crunchyroll_channel0 ╔═══════════════════╗ 📥Click here to Download📥 ╚═══════════════════╝ #first on telegram #first on crunchyroll
@official_crunchyroll_channel0 · Post #232 · 07/11/2025, 07:18 AM
❖ Orange ┏────────────────────⍟ │🆎 Type - Tv [Series] │📼 Season - 1 │🔢 Episode - 13 │🔊 Audio - Hindi #Official │👀 Quality - 480p, 720p, 1080p │🌟 Rating - 7.6/10 [IMDb │🎭 Genres - Drama, Romance, Sci-Fi ┗────────────────────⍟ ◥ Powered By: @Official_Crunchyroll_channel0 ╔═══════════════════╗ 📥Click here to Download📥 ╚═══════════════════╝ #first on telegram #first on crunchyroll
@official_crunchyroll_channel0 · Post #204 · 06/20/2025, 11:21 AM
⛩ Vermeil in gold ✅ Sᴇᴀsᴏɴs - 1 ✅ Eᴘɪsᴏᴅᴇs - 24 🎧 Aᴜᴅɪᴏ - Hɪɴᴅɪ #Official 📀 ǫᴜᴀʟɪᴛʏ - 720p 💯 Sᴄᴏʀᴇ - 7.3 🎭 Gᴇɴʀᴇs - Romance, Ecchi, Comedy ‣ Powered By: @official_crunchyroll_channel0 📡𝙈𝙖𝙞𝙣 𝘾𝙝𝙖𝙣𝙣𝙚𝙡👇 :- @@Official_Crunchyroll_channel0 #first on telegram
@official_crunchyroll_channel0 · Post #203 · 06/20/2025, 04:45 AM
𝗦𝘂𝗽𝗲𝗿 𝗖𝘂𝗯𝗲 ‣ Status : Ongoing ‣ Genres : Action, Adventure, Fantasy ‣ Audio : Hindi | #official ‣ Average Rating : 7.1 ‣ Runtime : 23 minutes ‣ Season : 01 ‣ No of episodes : 12 ‣ Quality : 480p, 720p, 1080p ➥ Provide By: @Official_Crunchyroll_channel0 ━━━━━━━━━━━━━━━━━━ 📥𝐖𝐀𝐓𝐂𝐇 𝐀𝐍𝐃 𝐃𝐎𝐖𝐍𝐋𝐎𝐀𝐃📥 ━━━━━━━━━━━━━━━━━━ #first on telegram
@official_crunchyroll_channel0 · Post #199 · 06/19/2025, 02:55 PM
Movie - Deva (2025) Audio - hindi #official Quality - 480p Donload link - https://inshorturl.com/Devamovie-hindi #first on telegram
@official_crunchyroll_channel0 · Post #195 · 06/18/2025, 11:52 AM
‣ Noragami: Stray God ╭─────────────────── ──── •Season : 01 • Episode : 14 •Language :- Hindi #official • Duration : 24+ Minute/episode • Genre :Animation,Romance,Action Comedy,Fantasy, • Quality :480p,720p,1080p ‣ Powered By: @Official_Crunchyroll_channel0 ╰─────────────────────── #first on telegram ━━━━━━━━━━━━━━━━━━ 📥𝐖𝐀𝐓𝐂𝐇 𝐀𝐍𝐃 𝐃𝐎𝐖𝐍𝐋𝐎𝐀𝐃📥 ━━━━━━━━━━━━━━━━━━
@official_crunchyroll_channel0 · Post #194 · 06/18/2025, 11:33 AM
Title'- The Seven Deadly Sins (Season 1) • Episodes: 24 • Audio track: Hindi #official • Quality: 720p • Duration: 24 Per Ep. ‣ Powered By: @Official_Crunchyroll_channel0 📡𝙈𝙖𝙞𝙣 𝘾𝙝𝙖𝙣𝙣𝙚𝙡👇 :- @Official_Crunchyroll_channel0 #first on telegram in official ━━━━━━━━━━━━━━━━━━ 📥𝐖𝐀𝐓𝐂𝐇 𝐀𝐍𝐃 𝐃𝐎𝐖𝐍𝐋𝐎𝐀𝐃📥 ━━━━━━━━━━━━━━━━━━
@official_crunchyroll_channel0 · Post #171 · 06/17/2025, 11:10 AM
Title : Another ╭───── ────────────── ├ 🗂 Episode - 12 ├ 🔊Audio - Hindi #Official ├ 🎼Quality - 480p ╰────────────────── ⬡ Pᴏᴡᴇʀᴇᴅ Bʏ: @Official_Crunchyroll_channel0 ━━━━━━━━━━━━━━━━━━ 📥𝐖𝐀𝐓𝐂𝐇 𝐀𝐍𝐃 𝐃𝐎𝐖𝐍𝐋𝐎𝐀𝐃📥 ━━━━━━━━━━━━━━━━━━ #first on telegram