{"id":22379,"date":"2025-01-28T16:35:58","date_gmt":"2025-01-28T07:35:58","guid":{"rendered":"http:\/\/www.smallake.kr\/?p=22379"},"modified":"2025-04-22T14:39:00","modified_gmt":"2025-04-22T05:39:00","slug":"deepseek-ai-%eb%aa%a8%eb%8d%b8%ec%97%90-%eb%8c%80%ed%95%9c-%ec%97%ac%eb%9f%ac%ea%b0%80%ec%a7%80-%ec%9d%b4%ed%95%b4","status":"publish","type":"post","link":"https:\/\/smallake.kr\/?p=22379","title":{"rendered":"DeepSeek AI \ubaa8\ub378\uc5d0 \ub300\ud55c \uc5ec\ub7ec\uac00\uc9c0 \uc774\ud574"},"content":{"rendered":"

1.
\n DeepSeek\uc640 \uad00\ub828\ud55c \uae00\uc744 \uc77d\uc73c\uba74\uc11c \uc774\ud574\ub3c4\uac00 \ubb34\ucc99 \ub5a8\uc5b4\uc9d1\ub2c8\ub2e4. AI \uae30\uc220\uc5d0 \ub300\ud55c \uc774\ud574\ub3c4 \ub0ae\uace0 Nvidia GPU\uc5d0 \ub300\ud55c \uc774\ud574\ub3c4 \ub0ae\uc2b5\ub2c8\ub2e4. \uadf8\ub798\uc11c A100\uacfc H800\uc774 \ubb34\uc5c7\uc778\uc9c0, \uc5b4\ub5bb\uac8c \ub2e4\ub978\uc9c0\ub3c4 \uc798 \ubaa8\ub985\ub2c8\ub2e4. \uc5d4\ube44\ub514\uc544 AI \uce69: A100 A800 H100 H800 B200<\/a>\uc5d0 \uc62c\ub77c\uc628 \ube44\uad50\ud45c\ub85c \uc774\ud574\ub97c \ub192\ud614\uc2b5\ub2c8\ub2e4.\uc6b0\uc120….<\/p>\n

\"\"<\/a><\/p>\n

Dropbox \ubd80\uc0ac\uc7a5 Morgan Brown\uc774 \uc4f4 Why DeepSeek’s AI Breakthrough May Be the Most Crucial One Yet<\/a>. linkedin\uc5d0 \uc62c\ub9b0 \uae00\uc785\ub2c8\ub2e4. AI Product \ub2f4\ub2f4 \ubd80\uc0ac\uc7a5\uc73c\ub85c\uc11c\uc758 \uacac\ud574\uc785\ub2c8\ub2e4.<\/p>\n

\ud83d\udd25 Why DeepSeek’s AI Breakthrough May Be the Most Crucial One Yet.<\/p>\n

I finally had a chance to dive into DeepSeek’s recent r1 model innovations, and it\u2019s hard to overstate the implications. This isn’t just a technical achievement – it’s democratization of AI technology.<\/p>\n

Let me explain why this matters for everyone in tech, not just AI teams.<\/p>\n

\ud83c\udfaf The Big Picture:
\nTraditional model development has been like building a skyscraper – you need massive resources, billions in funding, and years of work. DeepSeek just showed you can build the same thing for 5% of the cost, in a fraction of the time.<\/p>\n

Here’s what they achieved:
\n\u2022 Matched GPT-4 level performance
\n\u2022 Cut training costs from $100M+ to $5M
\n\u2022 Reduced GPU requirements by 98%
\n\u2022 Made models run on consumer hardware
\n\u2022 Released everything as open source<\/p>\n

\ud83e\udd14 Why This Matters:<\/p>\n

1. For Business Leaders:
\n– model development & AI implementation costs could drop dramatically
\n– Smaller companies can now compete with tech giants
\n– ROI calculations for AI projects need complete revision
\n– Infrastructure planning can possibly be drastically simplified<\/p>\n

2. For Developers & Technical Teams:
\n– Advanced AI becomes accessible without massive compute
\n– Development cycles can be dramatically shortened
\n– Testing and iteration become much more feasible
\n– Open source access to state-of-the-art techniques<\/p>\n

3. For Product Managers:
\n– Features previously considered “too expensive” become viable
\n– Faster prototyping and development cycles
\n– More realistic budgets for AI implementation
\n– Better performance metrics for existing solutions<\/p>\n

\ud83d\udca1 The Innovation Breakdown:
\nWhat makes this special isn’t just one breakthrough – it’s five clever innovations working together:<\/p>\n

\u2022 Smart number storage (reducing memory needs by 75%)
\n\u2022 Parallel processing improvements (2x speed increase)
\n\u2022 Efficient memory management (massive scale improvements)
\n\u2022 Better resource utilization (near 100% GPU efficiency)
\n\u2022 Specialist AI system (only using what’s needed, when needed)<\/p>\n

\ud83c\udf1f Real-World Impact:
\nImagine running ChatGPT-level AI on your gaming computer instead of a data center. That’s not science fiction anymore – that’s what DeepSeek achieved.<\/p>\n

\ud83d\udd04 Industry Implications:
\nThis could reshape the entire AI industry:
\n– Hardware manufacturers (looking at you, Nvidia) may need to rethink business models
\n– Cloud providers might need to revise their pricing
\n– Startups can now compete with tech giants
\n– Enterprise AI becomes much more accessible<\/p>\n

\ud83d\udcc8 What’s Next:
\nI expect we’ll see:
\n1. Rapid adoption of these techniques by major players
\n2. New startups leveraging this more efficient approach
\n3. Dropping costs for AI implementation
\n4. More innovative applications as barriers lower<\/p>\n

\ud83c\udfaf Key Takeaway:
\nThe AI playing field is being leveled. What required billions and massive data centers might now be possible with a fraction of the resources. This isn’t just a technical achievement – it’s a democratization of AI technology.<\/p><\/blockquote>\n

\ud55c\uae00\ub85c \uc815\ub9ac\ud55c \uae00\uc740 \ub4dc\ub86d\ubc15\uc2a4 \ubaa8\uac74 \ube0c\ub77c\uc6b4\uc774 \uc124\uba85\ud55c \ub525\uc2dc\ud06c \uadf8\ub9ac\uace0..<\/a>\uc5d0\uc11c \ubcf4\uc2e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b8\uc717\uc774\ub098 threads\ub97c \ud1b5\ud574 \ub110\ub9ac \uc62e\uaca8\uc9c0\uace0 \uc788\uae30\ub3c4 \ud569\ub2c8\ub2e4.<\/p>\n

1.\uba3c\uc800 \ubc30\uacbd\ubd80\ud130 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ud604\uc7ac \ucd5c\ucca8\ub2e8 AI \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0a4\ub294 \ube44\uc6a9\uc740 \uc5c4\uccad\ub098\uac8c \ube44\uc309\ub2c8\ub2e4.OpenAI, Anthropic \uac19\uc740 \ud68c\uc0ac\ub4e4\uc740 \uacc4\uc0b0\uc5d0\ub9cc 1\uc5b5 \ub2ec\ub7ec \uc774\uc0c1\uc744 \uc4f0\uba70, $4\ub9cc\uc9dc\ub9ac GPU \uc218\ucc9c \ub300\uac00 \ud544\uc694\ud55c \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc13c\ud130\ub97c \uc6b4\uc601\ud569\ub2c8\ub2e4. \ub9c8\uce58 \uacf5\uc7a5\uc744 \uc6b4\uc601\ud558\uae30 \uc704\ud574 \ubc1c\uc804\uc18c \uc804\uccb4\uac00 \ud544\uc694\ud55c \uc0c1\ud669\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n

2.\uadf8\ub7f0\ub370 DeepSeek\uc774 \ub098\ud0c0\ub098\uc11c \uc774\ub807\uac8c \ub9d0\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n

\u201cLOL, \uc6b0\ub9ac\ub77c\uba74 \uc774\uac78 500\ub9cc \ub2ec\ub7ec\ub85c \ud560 \uc218 \uc788\uc744\uac78?\u201d
\n\uadf8\ub9ac\uace0 \ub9d0\ub85c\ub9cc \ud55c \uac83\uc774 \uc544\ub2c8\ub77c \uc2e4\uc81c\ub85c \ud574\ub0c8\uc2b5\ub2c8\ub2e4.\uadf8\ub4e4\uc758 \ubaa8\ub378\uc740 GPT-4\uc640 Claude\ub97c \ub9ce\uc740 \uc791\uc5c5\uc5d0\uc11c \ub2a5\uac00\ud558\uac70\ub098 \ub300\ub4f1\ud569\ub2c8\ub2e4. AI \uc5c5\uacc4\ub294 (\uc694\uc998 10\ub300\ub4e4\uc774 \ub9d0\ud558\ub4ef) \u2018\ucda9\uaca9\u2019\uc744 \ubc1b\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n

3.\uc5b4\ub5bb\uac8c \uac00\ub2a5\ud588\uc744\uae4c\uc694?
\n\uadf8\ub4e4\uc740 \ubaa8\ub4e0 \uac83\uc744 \ucc98\uc74c\ubd80\ud130 \ub2e4\uc2dc \uc0dd\uac01\ud588\uc2b5\ub2c8\ub2e4.\uc804\ud1b5\uc801\uc778 AI\ub294 \ub9c8\uce58 \ubaa8\ub4e0 \uc22b\uc790\ub97c \uc18c\uc218\uc810 32\uc790\ub9ac\uae4c\uc9c0 \uae30\ub85d\ud558\ub294 \uac83\uacfc \uac19\uc2b5\ub2c8\ub2e4.DeepSeek\uc740 \u201c8\uc790\ub9ac\ub85c\ub9cc \uae30\ub85d\ud558\uba74 \uc5b4\ub5a8\uae4c? \ucda9\ubd84\ud788 \uc815\ud655\ud558\uc796\uc544!\u201d\ub77c\uace0 \uc811\uadfc\ud588\uace0, \uacb0\uacfc\uc801\uc73c\ub85c \uba54\ubaa8\ub9ac \uc0ac\uc6a9\ub7c9\uc774 75% \uac10\uc18c\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n

4.\uadf8\ub9ac\uace0 \uadf8\ub4e4\uc758 \u201c\uba40\ud2f0 \ud1a0\ud070\u201d \uc2dc\uc2a4\ud15c\ub3c4 \uc8fc\ubaa9\ud560 \ub9cc\ud569\ub2c8\ub2e4.\uc77c\ubc18\uc801\uc778 AI\ub294 \ucd08\ub4f1\ud559\uc0dd\uc774 \uc77d\ub4ef\uc774 \u201cThe\u2026 cat\u2026 sat\u2026\u201d\ucc98\ub7fc \uc77d\uc2b5\ub2c8\ub2e4.\ubc18\uba74, DeepSeek\uc740 \ubb38\uc7a5 \uc804\uccb4\ub97c \ud55c \ubc88\uc5d0 \uc77d\uc2b5\ub2c8\ub2e4. \uacb0\uacfc\uc801\uc73c\ub85c 2\ubc30 \ub354 \ube60\ub974\uace0 90% \uc218\uc900\uc758 \uc815\ud655\ub3c4\ub97c \uc790\ub791\ud569\ub2c8\ub2e4.\uc218\uc2ed\uc5b5 \uac1c\uc758 \ub2e8\uc5b4\ub97c \ucc98\ub9ac\ud560 \ub54c, \uc774\ub7f0 \ud6a8\uc728\uc131\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n

5.\ud558\uc9c0\ub9cc \uc9c4\uc9dc \uae30\ubc1c\ud55c \uc810\uc740 \u201c\uc804\ubb38\uac00 \uc2dc\uc2a4\ud15c\u201d\uc744 \uad6c\ucd95\ud588\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4.\ud55c \uac70\ub300\ud55c AI\uac00 \ubaa8\ub4e0 \uac83\uc744 \ub2e4 \uc54c\ub3c4\ub85d \ub9cc\ub4dc\ub294 \ub300\uc2e0(\uc608: \ud55c \uc0ac\ub78c\uc774 \uc758\uc0ac, \ubcc0\ud638\uc0ac, \uc5d4\uc9c0\ub2c8\uc5b4 \uc5ed\ud560\uc744 \ubaa8\ub450 \ud558\ub294 \uac83\ucc98\ub7fc), DeepSeek\uc740 \ud544\uc694\ud55c \uacbd\uc6b0\uc5d0\ub9cc \uc804\ubb38\uac00\ub4e4\uc744 \ud638\ucd9c\ud558\ub3c4\ub85d \uc124\uacc4\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n

6.\uae30\uc874 \ubaa8\ub378\uc740 1.8\uc870 \uac1c\uc758 \ud30c\ub77c\ubbf8\ud130\uac00 \ud56d\uc0c1 \ud65c\uc131\ud654\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4.DeepSeek\uc740 6710\uc5b5 \uac1c\uc758 \ud30c\ub77c\ubbf8\ud130 \uc911 \ub2e8\uc9c0 370\uc5b5 \uac1c\ub9cc \ud65c\uc131\ud654\ub429\ub2c8\ub2e4. \ub9c8\uce58 \ud070 \ud300\uc744 \uc6b4\uc601\ud558\ub418 \ud544\uc694\ud55c \uc804\ubb38\uac00\ub9cc \ud638\ucd9c\ud558\ub294 \uac83\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n

7.\uacb0\uacfc\ub294 \ub180\ub78d\uc2b5\ub2c8\ub2e4:<\/p>\n

\u2022 \ud6c8\ub828 \ube44\uc6a9: 1\uc5b5 \ub2ec\ub7ec \u2192 500\ub9cc \ub2ec\ub7ec
\n\u2022 \ud544\uc694\ud55c GPU \uc218: 100,000\ub300 \u2192 2,000\ub300
\n\u2022 API \ube44\uc6a9: 95% \uc808\uac10
\n\u2022 \ub370\uc774\ud130 \uc13c\ud130 \ud558\ub4dc\uc6e8\uc5b4 \ub300\uc2e0 \uac8c\uc774\ubc0d GPU\uc5d0\uc11c\ub3c4 \uc2e4\ud589 \uac00\ub2a5<\/p><\/blockquote>\n

8.\u201c\uadf8\ub7f0\ub370,\u201d \ub204\uad70\uac00 \ub9d0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \u201c\ubd84\uba85 \ub2e8\uc810\uc774 \uc788\uaca0\uc9c0!\u201d\ub180\ub77c\uc6b4 \uc810\uc740, \ubaa8\ub4e0 \uac83\uc774 \uc624\ud508 \uc18c\uc2a4\ub77c\ub294 \uac83\uc785\ub2c8\ub2e4. \ub204\uad6c\ub098 \uadf8\ub4e4\uc758 \uc791\uc5c5\uc744 \uac80\uc99d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucf54\ub4dc\ub294 \uacf5\uac1c\ub418\uc5b4 \uc788\uace0, \uae30\uc220 \ub17c\ubb38\uc740 \ubaa8\ub4e0 \uacfc\uc815\uc744 \uc124\uba85\ud569\ub2c8\ub2e4. \ub9c8\ubc95\uc774 \uc544\ub2c8\ub77c, \ub2e8\uc21c\ud788 \ub9e4\uc6b0 \uc601\ub9ac\ud55c \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc785\ub2c8\ub2e4.<\/p>\n

9.\uc65c \uc911\uc694\ud55c\uac00\uc694?
\n\uc774\ub85c \uc778\ud574 \u201c\ub300\ud615 \uae30\uc220 \uae30\uc5c5\ub9cc\uc774 AI\ub97c \ub2e4\ub8f0 \uc218 \uc788\ub2e4\u201d\ub294 \uae30\uc874\uc758 \ubaa8\ub378\uc774 \uae68\uc84c\uc2b5\ub2c8\ub2e4. \uc774\uc81c \uc218\uc2ed\uc5b5 \ub2ec\ub7ec \uaddc\ubaa8\uc758 \ub370\uc774\ud130 \uc13c\ud130\uac00 \ud544\uc694\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc88b\uc740 GPU \uba87 \ub300\ub9cc \uc788\uc73c\uba74 \ub429\ub2c8\ub2e4.<\/p>\n

10.Nvidia\uc5d0\uac8c\ub294 \ub450\ub824\uc6b4 \uc774\uc57c\uae30\uc785\ub2c8\ub2e4.\uadf8\ub4e4\uc758 \ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378\uc740 \ucd08\uace0\uac00 GPU\ub97c 90% \ub9c8\uc9c4\uc73c\ub85c \ud310\ub9e4\ud558\ub294 \ub370 \uae30\ubc18\uc744 \ub450\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ubaa8\ub450\uac00 \uc77c\ubc18 \uac8c\uc774\ubc0d GPU\ub85c AI\ub97c \ub3cc\ub9b4 \uc218 \uc788\uac8c \ub41c\ub2e4\uba74\u2026 \ubb38\uc81c\ub294 \uba85\ud655\ud569\ub2c8\ub2e4.<\/p>\n

11. \uadf8\ub9ac\uace0 \uc911\uc694\ud55c \uc810\uc740 DeepSeek\uc774 \uc774\ub97c 200\uba85 \uc774\ud558\uc758 \ud300\uc73c\ub85c \ud574\ub0c8\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. \ud55c\ud3b8 Meta\uc758 \ud300\uc740 DeepSeek \uc804\uccb4 \ud6c8\ub828 \uc608\uc0b0\ubcf4\ub2e4 \ub354 \ub9ce\uc740 \uc5f0\ubd09\uc744 \ubc1b\uc73c\uba70 \uc791\uc5c5\uc744 \ud558\uace0 \uc788\uc9c0\ub9cc, \uadf8\ub4e4\uc758 \ubaa8\ub378\uc740 DeepSeek\ub9cc\ud07c \uc88b\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/p>\n

12.\uc774\ub294 \uc804\ud615\uc801\uc778 \ud30c\uad34\uc801 \ud601\uc2e0\uc758 \uc774\uc57c\uae30\uc785\ub2c8\ub2e4.<\/p>\n

\uae30\uc874 \uae30\uc5c5\ub4e4\uc740 \uae30\uc874 \ud504\ub85c\uc138\uc2a4\ub97c \ucd5c\uc801\ud654\ud558\ub294 \ub370 \ucd08\uc810\uc744 \ub9de\ucd94\ub294 \ubc18\uba74, \ud30c\uad34\uc801\uc778 \ud601\uc2e0 \uae30\uc5c5\ub4e4\uc740 \uadfc\ubcf8\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \ub2e4\uc2dc \uc0dd\uac01\ud569\ub2c8\ub2e4.<\/p>\n

DeepSeek\uc740 \u201c\ub354 \ub9ce\uc740 \ud558\ub4dc\uc6e8\uc5b4\ub97c \ud22c\uc785\ud558\uae30\ubcf4\ub2e4 \ub354 \ub611\ub611\ud558\uac8c \uc811\uadfc\ud558\uba74 \uc5b4\ub5a8\uae4c?\u201d\ub77c\uace0 \ubb3c\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n

13.\uadf8 \uc601\ud5a5\uc740 \ud07d\ub2c8\ub2e4:<\/p>\n

\u2022 AI \uac1c\ubc1c\uc774 \ub354 \uc811\uadfc \uac00\ub2a5\ud574\uc9d0
\n\u2022 \uacbd\uc7c1\uc774 \uae09\uaca9\ud788 \uc99d\uac00
\n\u2022 \ub300\ud615 \uae30\uc220 \uae30\uc5c5\ub4e4\uc758 \u201c\uc9c4\uc785 \uc7a5\ubcbd\u201d\uc774 \uc791\uc740 \uc6c5\ub369\uc774\ucc98\ub7fc \ubcf4\uc784
\n\u2022 \ud558\ub4dc\uc6e8\uc5b4 \uc694\uad6c \uc0ac\ud56d(\ubc0f \ube44\uc6a9)\uc774 \uae09\uac10<\/p><\/blockquote>\n

14.\ubb3c\ub860, OpenAI\uc640 Anthropic \uac19\uc740 \ub300\uae30\uc5c5\ub4e4\uc774 \uac00\ub9cc\ud788 \uc788\uc9c0\ub294 \uc54a\uc744 \uac83\uc785\ub2c8\ub2e4.\uadf8\ub4e4\uc740 \uc544\ub9c8\ub3c4 \uc774\ubbf8 \uc774\ub7ec\ud55c \ud601\uc2e0\uc744 \uad6c\ud604\ud558\uace0 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.\uadf8\ub7ec\ub098 \ud6a8\uc728\uc131\uc758 \ub7a8\ud504\ub294 \uc774\uc81c \ubcd1 \ubc16\uc73c\ub85c \ub098\uc654\uc73c\uba70, \u201c\ub354 \ub9ce\uc740 GPU\ub97c \ud22c\uc785\ud558\uc790\u201d\ub77c\ub294 \uc811\uadfc \ubc29\uc2dd\uc73c\ub85c \ub3cc\uc544\uac08 \uc218\ub294 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p>\n

15.\ub9c8\uc9c0\ub9c9 \uc0dd\uac01:
\n\uc774 \uc21c\uac04\uc740 \uc6b0\ub9ac\uac00 \ub098\uc911\uc5d0 \ubcc0\uace1\uc810\uc73c\ub85c \uae30\uc5b5\ud560 \uac00\ub2a5\uc131\uc774 \ub192\uc2b5\ub2c8\ub2e4.\ub9c8\uce58 PC\uac00 \uba54\uc778\ud504\ub808\uc784\uc744 \ub35c \uc911\uc694\ud558\uac8c \ub9cc\ub4e4\uac70\ub098, \ud074\ub77c\uc6b0\ub4dc \ucef4\ud4e8\ud305\uc774 \ubaa8\ub4e0 \uac83\uc744 \ubc14\uafe8\ub358 \uac83\ucc98\ub7fc\uc694.AI\ub294 \ub354 \uc811\uadfc \uac00\ub2a5\ud558\uace0, \ud6e8\uc52c \uc800\ub834\ud574\uc9c8 \uac83\uc785\ub2c8\ub2e4.\uc774 \ubcc0\ud654\uac00 \ud604\uc7ac \ud50c\ub808\uc774\uc5b4\ub4e4\uc5d0\uac8c \uc5b4\ub5a4 \uc601\ud5a5\uc744 \ubbf8\uce60\uc9c0\ub294 \uc18d\ub3c4\uc758 \ubb38\uc81c\uc77c \ubfd0\uc785\ub2c8\ub2e4.<\/p><\/blockquote>\n

2.
\n\ud398\uc774\uc2a4\ubd81\uc744 \ud1b5\ud574 AI\uc640 \uad00\ub828\ud55c \ucd5c\uc2e0 \uc5f0\uad6c\ub17c\ubb38\uc744 \uc18c\uac1c\ud558\uc2dc\ub294 \ucd5c\uc2b9\uc900<\/a>\ub2d8\uc774 DeepSeek\ub17c\ubb38\uc744 \ubc88\uc5ed\ud574\uc11c \uc62c\ub824\uc8fc\uc168\uc2b5\ub2c8\ub2e4.<\/p>\n