Jun 4
AI model training runs are non-reproducible if the underlying dataset changes. @Filecoin's content addressing ensures that dataset CIDs remain immutable references. Change the data, get a different CID. Scientific reproducibility preserved. #Reproducibility #ContentAddressing
New NVIDIA physical AI agent-ready skills are changing how robotics researchers work. ๐ค
With NVIDIA robotics skills, researchers can automate the most common development steps from scene preparation to simulation and learning with Omniverse libraries, Isaac frameworks, and physical AI open datasets.
Specialized skills like Isaac Mobility extend that even further.
Learn more โก๏ธ nvda.ws/4epz4VR
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12 Jul 2025
๋ฐ์ดํฐ๋ ์ํ์ง๊ณ , ์๋ฒ๋ ๊บผ์ง์ง๋ง
์ด ์น๊ตฌ๋ ์๊ณ ์์ด์.
"๋ด ์ ๋ณด๋ ์ ๋ ์ฌ๋ผ์ง์ง ์์."
๋ฉ์ง ์์ผ์ ํ๊ธ๋ค๋ฐ์ ์ฅ ์ด ์บ๋ฆญํฐ,
๋จ์ํ ๋ฐ์ด ์๋๋๋ค.
๊ทธ๋ ์จ์ฒด์ธ์, ํ์ค์ํ๋ ๋ฐฉ์์ผ๋ก
๊ฒ์ด์ ํญ์ฑ(Censorship-resistant)์
๊ฐ์ถ ์๊ตฌ์ ์ฅ(Permanent storage)
๊ธฐ์ ์ ๋ฏฟ์ต๋๋ค.
๊ทธ ์ค์ฌ์๋ ๋น์ฐํ @irys_xyz ๊ฐ ์๊ณ ์
web3์์ ์ง์ง ์ค์ํ๊ฑด
๋ฐ์ดํฐ๊ฐ ์ด์๋จ๋ ์ธํ๋ผ!
๊ทธ๊ฑธ ๋น์ ํ๋ ์ ๋ง์ ์์ด๋ฆฌ์ค ์บ๋ฆญํฐ
์์~!
#DataPreservation #ImmutableData #ContentAddressing #InfraForBuilders
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21 May 2025
๐ก The internet may be global, but data access remains centralized. IPFS changes that โ using a content-addressed system where files are located by unique hashes (CIDs) instead of server locations. This decentralized model enhances resilience, reduces censorship risk, and gives users more control.
Source: cointelegraph.com/learn/artiโฆ
#IPFS #Web3 #Decentralization #ContentAddressing #FutureOfWeb #DigitalStorage #SEEDPhoto #Cointelegraph
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4,477
6 Jun 2023
Content addressing provides important benefits like immutability, verification of data, and deduplication that location addressing can't. #ipfs #contentaddressing
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12 Dec 2022
With things like #contentaddressing, we can liberate this picture from needing access in a particular place. We've made it possible to have a universal location.
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19 Nov 2022
Check proto.school/ for detailed resources on #ipfs #filecoin #ContentAddressing #MerkleDAG
Cc @gdsc_chukauni
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The #distributedweb is built on #contentaddressing. In practice this means referring to content by its hash - the output of running content through an algorithm that creates a fixed-length โfingerprintโ of the content. For more on how it applies @qri_io:
qri.io/docs/reference/contenโฆ
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Building #opendata systems to behave more like #opensource code systems requires rethinking assumptions. Content-addressed distributed networks allow us to question assumptions underlying todayโs databased-backed open data systems qri.io/blog/datasets_are_booโฆ
#IPFS #contentaddressing
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The benefits of building a dataset version control system on the #decentralizedweb are MANY. Here's how we explain one of them, #contentaddressing: qri.io/docs/concepts/contentโฆ
#opensource #dweb #IPFS #DApps #gitfordata #githubfordata #opendata #datascience #decentralizedwebsummit
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Transitioning from location addressing to #contentaddressing has a #decentralizing effect. Being freed from concerns of location, every โdownloadโ of a #dataset can be used to make that dataset available, fighting #linkrot qri.io/blog/datasets_are_booโฆ
#gitfordata #githubfordata #qri
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