ไธ€ไธชๅฎž็”จ็š„ LoRA ๆจกๅž‹่ฎญ็ปƒๆ•™็จ‹ A Practical Guide to LoRA Training
SDไธญๆœ‰ๅ„็งๅ„ๆ ท็š„ๆจกๅž‹๏ผŒ้™คไบ†ๅคงๆจกๅž‹๏ผŒ่ฟ˜ๅฏไปฅๆญ้…ๅ…ถไป–ๆจกๅž‹ๅฏนๅ›พ็‰‡่ฟ›่กŒๅพฎ่ฐƒ๏ผŒ่ฟ™ไนˆๅคšๆจกๅž‹็ง็ฑป๏ผŒๅˆฐๅบ•ๆ˜ฏๅšไป€ไนˆ็”จ็š„๏ผŒๅฆ‚ไฝ•ๅŒบๅˆ†ๅ‘ข๏ผŸไธๅŒ็š„ๅŸบ็ก€ๆจกๅž‹๏ผŒๅ…ถ็”ป้ฃŽๅ’Œๆ“…้•ฟ็š„้ข†ๅŸŸไผšๆœ‰ไพง้‡ใ€‚ใ€Œๅคงๆจกๅž‹็š„้€‰ๆ‹ฉใ€ๅ’Œใ€Œๅ›พ็‰‡่ดจ้‡ใ€้ƒฝๆ˜ฏๆ”ถ้›†ๆ•ฐๆฎ้›†็š„ๅ…ณ้”ฎใ€‚ๆ”ถ้›†็ด ๆ้˜ถๆฎต๏ผŒๆˆ‘ไปฌไป็„ถๆŒ‰็…ง็ฌฌไธ€ๆญฅไธญ็š„่ฎญ็ปƒ็›ฎ็š„๏ผŒๅˆ†ไธบๅ…ท่ฑก็ฑปๅ’Œๆณ›ๅŒ–็ฑปใ€‚
ย โ€ขย web3nomad.eth
ๆ˜ฏ็š„๏ผŒไฝ ๆฒกๆœ‰้”™ใ€‚ๅœจAIๆตชๆฝฎ้‡Œ๏ผŒๆˆ‘็œ‹่ง XD ่ฟ™ไธชๅบŸ็‰ฉ่ฟ˜ๅœจๆ‰‹ๅŠจๆ‹ง่žบไธ
ๆˆ‘ๅ›žๅˆฐๅบงไฝ๏ผŒๆญฃๅฅฝไธ€็ผ•้˜ณๅ…‰ๅˆ็…ง่ฟ›ๆฅ๏ผŒๆฐ”ๆฐ›ๅˆๆขๅคไบ†ๅ’Œ่ฐ๏ผŒๆˆ‘ไปฌ็ปง็ปญ็€ไน‹ๅ‰็š„ๆตชๆผซใ€‚ไธไธ€ไผš๏ผŒๆˆ‘็‰ต็€ๆˆ‘็š„AIโ€ฆ
ย โ€ขย web3nomad.eth
How We Migrated atypica.AI to AI SDK v5 Without Breaking 10M+ Chat Histories
Complete migration guide from AI SDK v4 to v5 with real-world experience
ย โ€ขย web3nomad.eth
MuseTime | ไธ€ไธชๅŽปไธญๅฟƒๅŒ–็š„ๆ—ถ็ฉบไบคๆ˜“ๅทฅๅ…ท
MuseTime ๆ˜ฏไธ€ไธชๅปบ็ซ‹ๅœจ Arweave ๅ’Œ Ethereum ไธŠ็š„ๅŽปไธญๅฟƒๅŒ–็š„ๆ—ถ้—ดx็ฉบ้—ดไบคๆ˜“ๅทฅๅ…ทใ€‚ๅฎƒ็š„็‚นๅญๆ˜ฏๆฅ่‡ชไบŽ๏ผšๅœจๅŒบๅ—้“พ่ฟ™ไธช้ซ˜็ปด็š„ไธ–็•Œ้‡Œ๏ผŒๆ—ถ้—ดๅ’Œ็ฉบ้—ดๅฏไปฅ่‡ช็”ฑ่ฝฌๆขใ€‚
ย โ€ขย web3nomad.eth
ไปŽ k8s pod ไธญ็š„ไธ€ไธชๅฎนๅ™จ ssh ๅˆฐๅฆไธ€ไธชๅฎนๅ™จ
็”Ÿๆˆ SSH key ๅนถๅˆ›ๅปบ้›†็พค Secret
ย โ€ขย web3nomad.eth
IF YOU WERE TRAPPED IN AI - COMPLETE PRODUCTION GUIDE
Throughout 2025, atypica.AI perfected these personas until they became eerily authentic, maintaining consistent personalities, rememberingโ€ฆ
ย โ€ขย web3nomad.eth
Universal Agent + Skills Tutorial: Build Your 10-Person Team from Scratch
Build a Universal Agent that loads any skill on demand, writes its own skills, and persists work across conversations. Create your 10-person engineeringโ€ฆ
ย โ€ขย web3nomad.eth
The Less AI, the More AI: atypica's Design Philosophy
In a market where AI products try to look โ€œvery AIโ€ with futuristic aesthetics, we choose to look โ€œvery humanโ€ with sophisticated professional visualโ€ฆ
ย โ€ขย web3nomad.eth
็”จไปฃ็ ็ผ–็ป‡ๆ™บ่ƒฝ๏ผŒๅœจ้“พไธŠๆž„ๅปบไธ–็•Œ โ€”โ€” ่Š่Š่ฝฏไปถๅผ€ๅ‘็š„ๆ–ฐๅ›พๆ™ฏ
่ฟ™็งๆ–ฐ็š„ๅผ€ๅ‘ๆจกๅผๅธฆๆฅไบ†ไธ€ไธช้‡่ฆ็š„ๅ˜ๅŒ–๏ผš1. ่ฎญ็ปƒๆจกๅž‹็Žฐๅœจๅฏนๅบ”็€ไผ ็ปŸ็š„่ฝฏไปถๅผ€ๅ‘่ฟ‡็จ‹ใ€‚ๆˆ‘ไปฌไธๅ†ๅชๆ˜ฏ็ผ–ๅ†™ไปฃ็ ๏ผŒ่ฟ˜้œ€่ฆ่ฎญ็ปƒๅ’Œไผ˜ๅŒ–AIๆจกๅž‹ๆฅๅฎž็Žฐ็‰นๅฎšๅŠŸ่ƒฝใ€‚2. ้ƒจ็ฝฒApp Chain็Žฐๅœจๅฏนๅบ”็€ไผ ็ปŸ็š„ไบ‘็ซฏ้ƒจ็ฝฒใ€‚้™คไบ†ไฝฟ็”จไบ‘ๆœๅŠก๏ผŒๆˆ‘ไปฌ่ฟ˜ๅฏไปฅ้€‰ๆ‹ฉๆž„ๅปบ่‡ชๅทฑ็š„ๅŒบๅ—้“พๆฅ้ƒจ็ฝฒๅบ”็”จใ€‚
ย โ€ขย web3nomad.eth
ๆœฌๆœˆ Web3 ่ง‚ๅฏŸ - ConstitutionDAO, Sonar ๅ’Œ็ง‘ๅญฆๅˆ›ๆ–ฐ
่ฟ‡ๅŽปๅ‡ ไธชๆœˆ๏ผŒNFT ้กน็›ฎๅ’Œๆ‰“็€ xxFi ๆ——ๅท็š„้กน็›ฎไปŽ้“พไธ‹ๆฌ่ฟไบ†ๅคง้‡ๆถๅŠฃ็š„ๆฟ€ๅŠฑๆœบๅˆถ๏ผŒ่ฎฉๅ€กๅฏผ้€ๆ˜Žๅ’Œๅนณ็ญ‰็š„ Web3 ็คพๅŒบๅ……ๆ–ฅ็€่‡ช็งๅ’Œ่‡ชๅคง็š„ๆƒ…็ปช๏ผŒ่€Œ็คพไบค็ฝ‘็ปœ็š„ๆŽจ่ๆœบๅˆถๅฐ†่ฟ™็ง็Ÿ›็›พ่ฟ›ไธ€ๆญฅๆ‰ฉๅคงใ€‚็›ฎๅ‰ๆˆ‘ไปฌๆœ€ๅฅฝๆ˜ฏ้—ญไธŠๅŒ็œผ๏ผŒๅฎ‰้™็š„็ญ‰ๅพ…ๆ–ฐไธ€่ฝฎ็†Šๅธ‚็š„ๅˆฐๆฅ๏ผŒๅ€Ÿ็”จไธ€ๅฅ่ฏ๏ผšโ€œThe only winning move isโ€ฆ
ย โ€ขย web3nomad.eth
็Žฐ้˜ถๆฎต NFT ้กน็›ฎ็š„ๅฝขๅผๅ’Œ่ฟไฝœๆ–นๅผ
ไธ€ไธช NFT ๆ˜ฏไธ€ไธช token/ๅ‡ญ่ฏ๏ผŒๆœ‰ๅ”ฏไธ€็š„ id ๅ’Œ owner ไปฅๅŠๅ…ณ่”็š„ๅ…ถไป–ๆ•ฐๆฎ๏ผŒ็›ฎๅ‰ๆœ‰็ปๆตŽไปทๅ€ผ็š„ NFT ้กน็›ฎ็š„ๅ‘่กŒๆ–นๅผไธป่ฆๅˆ†ไธค็งๅฝขๅผ๏ผš ไธ€ๆฌกๆ€งๅ‘่กŒไธ€ไธชๅ•็‹ฌ็š„้กน็›ฎๅนถๅŒ…ๅซๆœ‰้™ไธช NFT๏ผŒๅฎƒไปฌๅ…ฑไบซไธ€็ณปๅˆ—็‰นๆ€งๅ’Œๆ•ฐๆฎ๏ผŒๆฏ”ๅฆ‚ CryptoPunks ๅœจไธ€ไธชๅ…ฌๅ…ฑ็š„้กน็›ฎ้‡Œๅˆ›ๅปบไธ€ไธช่‡ชๅทฑ็š„ NFT๏ผŒๆฏ”ๅฆ‚โ€ฆ
ย โ€ขย web3nomad.eth
15ไธชๆญฃๅœจๆ”นๅ˜ๅบ”็”จๅผ€ๅ‘็š„ๅ‰ๆฒฟๆ•ฐๆฎๅบ“
่ฟ™ไบ›ๆ•ฐๆฎๅบ“ไปฃ่กจไบ†็Žฐไปฃๆ•ฐๆฎๅบ“่Œƒๅผ็š„ๅ‘ๅฑ•่ถ‹ๅŠฟ๏ผŒๅฆ‚ๆ— ๆœๅŠกๅ™จๆžถๆž„ใ€ๅคšๆจกๅž‹ๆ”ฏๆŒใ€่พน็ผ˜่ฎก็ฎ—ๅ’ŒAI้›†ๆˆใ€‚ๅฏนๆฏ”ไผ ็ปŸSQL RDBMS๏ผŒ่ฟ™ไบ›ๆ–ฐๅ…ดๆ•ฐๆฎๅบ“ๅœจๅฏๆ‰ฉๅฑ•ๆ€งใ€ๅผ€ๅ‘ไฝ“้ชŒใ€ๆ€ง่ƒฝๅ’Œๆ•ฐๆฎๆจกๅž‹็ตๆดปๆ€งๆ–น้ขๆไพ›ไบ†ๅˆ›ๆ–ฐๆ€ง็š„่งฃๅ†ณๆ–นๆกˆใ€‚
ย โ€ขย web3nomad.eth
ยฉ 2026 web3nomad.eth ยท Privacy โˆ™ Terms โˆ™ Collection notice
Start your SubstackGet the app
Substack is the home for great culture