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Sharing an article here written by Lite regarding the new token standard SPL-404 and how it will redefine hybrid tokens.
https://blog.tensor.trade/p/why-hybrid-nfts-are-kind-of-a-big?utm_campaign=post&utm_medium=web
“As things stand, standards like SPL-20, and SPL-22 enable hybridization, but do not currently support unique artwork.
What makes SPL-404 so special is that each Hybrid NFT is represented by unique art… Yep, just like a good ol’ regular NFT collection.
But what makes SPL-404 truly stand out is that they allow for 're-minting.' Re-mints bring gamification into the mix of traditional hybrid standards, and bring some of the magic back to NFTs via rarity speculation.”
Here is an SPL-404 project to check out on X:
Abble $AABL @AbbleCoin (upcoming 1st Hybrid Token and NFT SPL-404)
Also check out the spaces hosted by Forbes Web 3 and Mutantmon:
https://x.com/mutantmon_sol/status/1779917173978288139?s=46
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r/solana
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post
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r/solana
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2024-04-20
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r/solana
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post
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r/solana
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2024-04-20
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Z0FBQUFBQm0wR3JodGJIX0JmdlliclllSGdrUXhRd2tRdFN2ZmxrcmRvQ2xIRzBUcm53dnhTaTdfWW9Zak9scS1TZkFIQ01mUk5KX05XczJRdTIwSXBadUpPa0lycTdHbmc9PQ==
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My wife inherited a JW Cole account and they are they crooks.
First they put an elderly woman into some horrible high fee mutual funds (2%).
Second, their technology is old.
Third, they make it so hard to get your money out to a proper firm. Planet Fitness ain’t got nothing on JW Cole.
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r/investing
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post
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r/investing
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2024-04-20
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r/technology
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post
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r/technology
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2024-04-20
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r/machinelearning
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post
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r/MachineLearning
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2024-04-20
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Z0FBQUFBQm0wR3JoVEs5ci1wbWlFWldraGRSaTQ5MVFSYTliNnVMb2VFcW56a3RzMzc1SklXaFpEYmxZT2h5YWFvdlRPRnNselk4cW5IVzhBaFFsaGFNSUhUNVdzNFFmWmc9PQ==
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Z0FBQUFBQm0wR3JnTmk1a0FxanU3VXpjMXVkVl9jdWU5dmx0eW8wZXF1MklkMEdGX3FMcm5GSkJEUU1ONFFqa3dqY1lEbllMdDhHMUxRZTI1Y04taU1ZRngxZmE4THI5ZU9xSHVScXhqODEwVzMxOXFYeDltcFpCMmhGSTFmWno4VW4zVGNiRUgzVGxaemdTSGtDR0VXRm81cnk0T1pjdmdacXZjaE9kblFMVHhxc0pFU2dqOHVxcGk1U2VoN3Jvb2RGSmpZdUFFaVM4eFZTUGZNVmRCUVZ1MVdrN1FLcWJiQT09
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|
I recently interviewed with a faang for Applied Data Scientist and it went like this:
- 1x ML interview
- 3x Leetcode interviews
- 1x high level system design interview
How important is leetcode to the actual job of ML / DS practitioners? Is it that important to have 3 leetcode problems vs 1 ml problem?
When I am doing interview prep I just feel like I am wasting time doing leetcode when I could be upskilling in other areas in ML or even other technical skills like K8s, cuda or data engineering.
I am interested in knowing what everyone else thinks about this.
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r/machinelearning
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post
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r/MachineLearning
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2024-04-20
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Z0FBQUFBQm0wR3JnWWN6N2RSNVFrcFM2UUpfLVFIbFAtMXhReFZGT3k1Y0w5WmRfSDZyYl9ieXBGNTVsNmJwb2dfMTJ2Ymt6aHdpTXBLSnNaWnl2U0k4X3ZHNWQ0bnI5Y0J0M3BtVkZsemdTZFhITWF5VjRiMUdUb0E5Sm5OZ3hJbjZzVkNTTlpDN0NtLVVnWnhmVUhWNFR2TmpSVndsejlObTY3eHoxdjUyWDY1aXplTkdySDlQODFBLVBWeWpSbERCSzlXWG1JM1Jv
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Hi all,
I tried to revoke token approval using cancel signature button in revoke.cash.
From the published transaction in Etherscan, the spender address is listed as 0x00000000000000000000001. May I know what is address represents? Is it all possible ETH addresses?
Thanks for the help
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r/ethereum
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post
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r/ethereum
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2024-04-20
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Z0FBQUFBQm0wR3Joakh1bm1qenJtV0dCUG5heVUzZnFBeDZHeTFoNktSbGhPLWpBT1ppbXUyNWszYmFzVEFSaVJNNmRoalh0cEdjLUlqT0xQdjk2VC01czRVS3Zxd2xKdnc9PQ==
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Z0FBQUFBQm0wR3JnVkVWc1FUMkZMc0FrLVBVZ2dLNDNzNlh5YkItMDNrcUtsdnk0cnlNX0JaUHZkdDRpOWVuMFF6LUhXc19tSzJvR1p4Y1FqeGlZUXBXclJqN1ZqLXVMRm9kUjNOaDY0MUYyZmFjVVRlbW9FeHAwUVExaHF1RmNuaEZ3eFNfYTN3NVhGcnRsRmN0WlBFVk9DOFJkVVRfX0ZDODhNd1Y0dWwyMGlKbXNRakxPYjBOR2VuLUl2dm43d2FlU1BwVUdKQkpG
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r/cryptocurrencytrading
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post
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r/CryptoCurrencyTrading
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2024-04-20
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Z0FBQUFBQm0wR3JoNHpzU3dkTXh6cGhvOGhLLTdydkVIdkU5blR2SEdtc0FsWkx3UXNhejNSLWFjcE85RnZ0VTNncmJXMkE3Vy1PYXZhNU83eVdZMURRaGZzNmZOMEJIalE9PQ==
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Z0FBQUFBQm0wR3JndjNiMGJLUUFPYmtuZGIxei1UODVOUkk4aC1aNUREZXMzWUVYRDRWSEs1NFNyTXpNTkNxbnZpN0VWblJaNnplVDJjVnZPbVNhalZscGpRbDdmTS00cDk2WExUbTRtal9welJudzJSYkRHTWJ1QTZaZ0dKa3ZzMVlIM3lIWjRSQmtuM2NXMHRETlZabzBjU3pFUzgxczBnQ1ZxMWlZU1NCSW94THNaZ1hHTzFwdExVck44OWxOOTBwNHBvQ2IwNnE2NlEya2FyQ29PNk5Tc01zc19ZTmN3Zz09
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r/monero
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post
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r/Monero
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2024-04-20
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Z0FBQUFBQm0wR3Joa3dzMVBNd1lEamhOZXJYTlNCNjF4YjJmZjNhN0NaUWNtQ1hjY1E3YU14UjJMV2p4V0xDUFVZa1ZEYjVoVHZQLUlyczFvWTBhTTFQZEZmdENFNVJyRWc9PQ==
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Z0FBQUFBQm0wR3JnTXk5dy14T3c4QWJ0U2l5VURUOWluU1R0bjJhZjBJSGNORkJlUWpxVDdJaHlkaUQtR2N5VjhkNVkwVFh3RkNUMzFsTVFpemZoV1h5UE8zb1JOT3hPcGRkeDlRbW8yNm9ORVZmU0lKZkFxWjRwS0tjN1JvX0RQY3ZweXlRUkpncV82LW9xemVUMF9DRTV3dHhFX3RWR1h1WUYzVW5ZREE1NktURk9tbkN2TTdlMmxDRTVUYjlwNVBoTmU1LXJqd21l
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This post is marked as Discussion/Speculation. Comments on Neuralink's technology, capabilities, or road map should be regarded as opinion, even if presented as fact, unless shared by an official Neuralink source. Comments referencing official Neuralink information should be cited.
*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/Neuralink) if you have any questions or concerns.*
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r/neuralink
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comment
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r/Neuralink
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2024-04-20
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Z0FBQUFBQm0wR3JobERjVlFBTGp1Nm5CQ0RpSVJGREc1SkJkcG1DeXFWT2sxX0pJVHUyNWx0NHVBN29FX3d3Y3Q4VnRmT2xpd2UwZjhhNjNXcWFzZFJXWC13dEJPblFKbWc9PQ==
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Z0FBQUFBQm0wR3JnaDd6SW1yVUlQU0wzRGZoa0dFcFd0UWI5RHZEUkRGd3cxX0ZLWnpkb1g0SUlzWDdPZW5PbEtndk9XMXdkUWJyWW43U2YyUWo3NjZWSjcwdXVIQThOV1Zhc005cE1EeWxreEZOTk5Dem96ZXR2ajFJVkJiMzV1alpQS2FMekhxMDRUT0R2TWxZSlZDWmpRc2ctX3dqUkZHNmwxZFFvUUtDSG9USXhud3BYdlVHRHBsWm92MU0ycVZEMDhUbFRtR19o
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r/cryptocurrency
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post
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r/CryptoCurrency
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2024-04-20
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Z0FBQUFBQm0wR3JoMzlXeS1GNjdyVHJ6cjJ0V0xoZDRacnBydkdFN3hMZDd2MlByX09VMXRZZWV1aFNIcUtidFhMQXNkdWlickptOVY0WUJKYnNrS0hxSndtX2c2STd0UFE9PQ==
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Z0FBQUFBQm0wR3JndHhkY0tVUmZZTV8zU2M3eERPWUJxM25GRkpTeDRPS0FxTmJvcWdvYzlSYWtZUEZZSWZycHhmQ0plTUY0cFpKVEg5d1hLdzJlUFV5NjBtajhBbXo4RV90aDRENVN4UnhUZk01d2VJVVRvT3l1TEw0b3JJTlc1RFlCRlVXNWx5QlpTRjlEMldvYUdWVXUxM3RXZGZBNEpsbXNGQ0VjY0ROZzM2SXl5c05fY2tmQllIc1VielAxX3J5TXBsMl9HcWZsUnpJZU52eHNpSzYxS2g1MlR5X1A3UT09
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Currently, my plan is:
* Datalemur,Stratascratch
* Review ML algorithms
How do you all go about it and what have you found is most successful?
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r/datascience
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post
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r/datascience
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2024-04-20
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Z0FBQUFBQm0wR3JoX3llZFd1eWhIcXhvNGMzSkFqbmJQQm9TNFJmRmlpQXFPRDBOblNjQW5ZRGJmYkRKQ2FGZmR4cFRPQ19vMmV3MEdKbVQ3RUNvUDB3SkdmQnUwNkdBa2c9PQ==
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Z0FBQUFBQm0wR3JnbWJmVzNyNDNlTnhMc0EwcGtXSEpwY2ZCV3o3Zm1tb3JRdlFtdzk0T0VBS3JVZkphaFd2Y21lRzlNN182dEJxelNSZDJSc1dxc2V5dVRycjNPSGFVVG1OWldGVnZySWU4MjgycHRybWRxN3VOemk4MlRJcDRMdGFSQk5aT0c1MjJSQ0FTNERhMVRGZzhIZWFXUDBFMkxyWGNZUHlEUkR1TXdYUG5kV3piU2c3NnB2Q0RmR0J5RGw2akhUemxCdnZp
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r/polkadot
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post
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r/Polkadot
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2024-04-20
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Z0FBQUFBQm0wR3JoRDJzQktMUE5jNlM5SkkybHVKYTNtUm8xd09sdVgyaFRhZm9NQ053M2JmaDVQR2pzUjdXeURsb1o3cVZQbGJCNFBUWEpYb3JEUl80YmxMZ3ZWTXJCT3c9PQ==
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Z0FBQUFBQm0wR3Jndzg5c0xOUktYOHFIeENqZ2lOSWpOeHJXRV9qYXRXQldrcE9xQktNdkNNMXdTRUtpM05mNng3N0R5MmtDTW5BOXhZZlhlV254QktreTJnLU4xOG5uc0hYOXRibnhhYnl2amN6eGQ5Y3RsanVycFJxa1Q1UDR6Q2trN011YXkzUTVPVVd1U01ROGdzdlhpU1RZU09lb2Fhd2p6QW1xN1lQRXVhX3J6M2s1elRHbEhKSzk0bUs5aEpoaWlWUjhsdFVlRTNGV1M4T0daVjJKVnRCUGRQWlB6Zz09
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I'm used to using CastAway and SeaBird CTDs at my job, but I'm wondering what are some cheap, entry level CTDs for shallow water use?
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r/oceanography
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post
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r/oceanography
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2024-04-20
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Z0FBQUFBQm0wR3JoX0tjZnk2VFFTMTBDLXlIdTF3QmtoRFVXQ1Zwams3eWlGNnlKUGMzaFlYZUVFUk1DUG9pZ3piM2JQNjFtN2g2OU5WYjk2VFdMNzhjQkhVRGhJVEFwRnZlSXZvVUQ2czhKR0s2NnRMUl9rQ2M9
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Z0FBQUFBQm0wR3Jnc1JRdFdyQzNIZjctaUJ4SGZpRjhfVU92ZFQ5d2lYYmljV2ZxOTlDcDBEeE9SU3o4OWR5NUcxVnp0YUZlaXdCNHpLdUluRkVtak82MkZnX21mRFA4SzlyeDE4bEJ1UEVZZ3h2ZWlRSUtvaDM0dmU0S2ZkSjBUTlY0ZTc0Y0M1eU1zeF9SaWhZY0c4blF0X3BBRVNxdVdlVWJQY0tQZmh0VEpMSTZxRXliRjQ0PQ==
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r/globaltalk
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post
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r/GlobalTalk
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2024-04-20
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Z0FBQUFBQm0wR3JoNVhZdnRFajI1T0JCUmMxWVoxRm5VTkNpc3pJQWVDU1BzcnJ3Y04tZHd5aTFoWnRnNVV1LXAzQlJLWDhma2Qxb3ZicFBGSjQycy1rdjV3bDBLOC1jb1B3LUg2RW0zbDBRVzNYRlptRHRKQmc9
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Z0FBQUFBQm0wR3JnV3gtRGJYeVVRSUlWU0lRdGRscDR2UXhxNXBlYXRrYVlkbHkzNExPaG0tcVhRVWJXZmpRU0ZIM0ZqeDE1Q2ZUcTNTTWpQbDE0YWwyRGUwOTRfZE1qSWdNVV9RUUxReFpkNTRKcUxKS1VySmhlcEs5SWliWVJHZl8yUG9LYTNuVHlyMjI3UFFTU3RpZTFnMkVXaUFLRmtzck9wVm04YWcwakhrTUxhRmJVQjIyWGFFQ1lxeVNMQktmY2RNbkdHT1p5SHFGRHdWckFxVC01TjVlUHdiOXVqdz09
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r/solana
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post
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r/solana
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2024-04-20
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Z0FBQUFBQm0wR3JodGtZcWFvR1MwSzZxRVMxS3JKSlp5QUFsNmoxLW5BN1pjNDBaT3VDNEJEeHYzOVFzRFVtYWd3d3lIcW5FRmlNYmVnbXVISkpLN0dGbmZZUzNsNU1EWkE9PQ==
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Z0FBQUFBQm0wR3JndG9HRTJwbzk1NXROMElZVkE2NjB6X0xzTkJGQ1U4QmRhUWlBSGoyYlFIeFJ2Rnd3SWpmcU45NEJYc2ZYZEZmMC0yc1hONXYzd1hoYm1JRzdhNXpyUTh6am9EMjBmdmloOTQtZXdhSkJVNWdsRk1sYTcxZm1sXzBybFNJeDEtSTZpa3ZYWG1KeUNycnp4VHBBaUlZQnU4cGFKWWtoWk5hLXZoTThLd1VFWVM0NjBSdjFjUkgtWjhaVVhnV2d4aUda
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\[uganda\]
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r/globaltalk
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post
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r/GlobalTalk
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2024-04-20
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Z0FBQUFBQm0wR3JoZVNrYXRTUVVsUndnZVdtUG5acXYxWXRrU1ZzS3lTbEh2YXBwUHJfTGxWM2ZZa1JBdWVuaGlTZmxiYXF3TS1VZnRxaFJMZGdVVUtUbnI2MEFQZDJsYnRjUGhQUDJLS2ZmNmZFTWhuT0ZGNkk9
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Z0FBQUFBQm0wR3JnUkVDTnRaWjBibXZPN0ljcVNybG4zZXA5RGNITVFlMTViVVN0NE1wOWZxRVpDR2lXbU84bmN1NEEwLXE0cllzWk5jR2ZnOGp3cWJ3MGE4Skl4QWJiV0dvRWxlMnFGTFZwVkpZdE9SVkxrRUxzcHYzYXFhWkFVUFMyTmFTSGU1bzRsOE5BT2ZkRF9scmM5alpSajZhRnN6eXUyaW9kUUk3LURRbndjUjJNVzFJWm9HZG9HaEhvY3pSY0FRclJ3aVE4NDZrZ0JqNDQ2RjByb1BaVk1lbmtfdz09
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r/tech
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post
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r/tech
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2024-04-20
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Z0FBQUFBQm0wR3JoWHlHdU1ZNkVxdkk2UURQQ25seUhHU2twdXdBQTdqcF9XRlZWRTF0Tm9NRkg1YUxWNHltUHpJcURxMzhwM3VZc1JxX0c5MllQV1JiS19OZVZlbDVxaXc9PQ==
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Z0FBQUFBQm0wR3JnR3RPX3F6UFdZdkhzd1NSbGpkSWh1Z3JCZnAyYWJ0cUYwTEs3ZEY1b0Q3V3F5LVYxM2xISGtWcUtnS1pydkVWU1lXbE5tczgyM05jNkM2NUNRaGctYXZLZC01ekFqWWFNTkw0UlR2YmtueXV2V3BDU29Vdi1GU3g2ZGs3eFlCUm9vNnA2UWFGR1JTMGFuZ0tRNjlkbmI5TC1QcmNWZENPV0RWN00zUng3VEwyRk5mQTUwclVSZ1JncWxSNUtMR1M4
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r/wallstreetbets
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post
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r/wallstreetbets
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2024-04-20
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Z0FBQUFBQm0wR3JoMXREUmtZNDVEd09qRnFSVFpPa2F3YWV1QTQ5QUg5LUYtenlQSUJvNEpyTWVsNFQ3Vy1ldUIwZUJGb0JIaXpmeGJfSXF5SWpVeS1Mdi1ja2tQYldBZmc9PQ==
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Z0FBQUFBQm0wR3JnLU5VNVJyRTVMampyRTlfSHI4RkFRUWVkYkcxTm1ldV9temdyU2l1VzhNVWxfeUFvSzJIMHNUTkhHMG9OTi10VUhMVWdsc1YxR3NHWmdhb1gxS0NwQTZnVmNGZW1ETmNVaWR1R19nS2p1ei00M1FCdDdtUUFabjIxcXdXa0dyMVpNRGh4RVYya2pLM0RUR3VtYzNtdjBJQ1dJc3dJclJDdHUzY3M5S2JFcGE3XzNfcms4VUYtZFhmcWo5ZFJHTHFsTldMaEpDSkQxVDQ4LVhjOHZGZ0FrZz09
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r/globaltalk
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post
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r/GlobalTalk
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2024-04-20
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Z0FBQUFBQm0wR3JoakdpWGJrQnFyZVVKVWROZ0o5Z0wtYzVua0JiS1VoWVlqV2xSZENKQmlEZGhIajZVVE1WMFkzcnowWS12c0NGWmZyMDB2VVRGZDhoS1k0RE5sVjY2eGhYM3RPNmNwdkwxSEhGdUpVdjVlREU9
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Z0FBQUFBQm0wR3JnVXZvZkZXaGljSW0xMXhXdGdNaDVaMUtnYjhUVlExbXV3RG5lS1dfR0ZyRmlKc2RUY1Mzd25aZnFXcUtLODRsLV9MYVItaFRIYjFYUThMS09Kenc1X1lQZE96SEl0WURZMHlUbFJjSDR5NURVU3FLSUx5RGRoWXZNYzFUQlFyTE54WVExcVJnU3ZDTzRXWmN2Z2wxQklZUE9BeUxpbjQtSVNzTFFMVXFkelFJVkI5eTdRZk9ySmF5akpoYzJaRUlW
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|
I read a lot of articles in the trade magazines. In Google alerts you can put in the topics you are interested reading about and each day you will receive an email with articles or posts about the topics you are wanting to read about.
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r/energystorage
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comment
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r/EnergyStorage
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2024-04-20
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Z0FBQUFBQm0wR3JoOGZxUkdlOGJFa0UyZDdMdExuUE9NeF9EZmhCek5MdFpPY2s4UVEzd3NNS1VtVC04UFB2bzE5ZDc0MzNMMTBNRk9INHdRcS1yLUVvT1owcmprb1BNZUE9PQ==
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Z0FBQUFBQm0wR3JnWi1NSlprZE9nQmI4Z1dEZzZhc3M5bmZyN3FNelZNMmgtZ2Nvc0FJRG8ya3A5ZF9FSlhidUlyNFhiSEg0WG1iZDZiTWljYXFOdnFXUXZpQlVXZTRPMEN2VmpXc0FjbE92TVp4Q05sZXRCU3NfRkNtbGZXZWkxQzVnZ0k5NWRFbWxiUVJ3UERRLTBieFVZMXAzV09VcmFhZEtCa0lDeHJmY25PbDFZQ1hjNklUbi10eEJxX3NGLWI5eTdDU29WZElw
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What up dudes!
Been running filecoin station app for about 2 week now.
Question, how do I tell the app to starting using the space on my portable external HDD??
My external HDD is much much bigger than my small SSD on my desktop.
I can't find the settings on the app to change it over to use another drive.
Thanks.
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r/filecoin
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post
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r/filecoin
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2024-04-20
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Z0FBQUFBQm0wR3JoUms3T2h6ZlhFUk02ZkZ3cVp1VWp0aXJuaGNsM0l6RFIxMGJ2YnJ2dDFpX3dJNTdHemFMSkN3bjJWd3dTdGpxS3V3NHNhcHJLRGFHeTRfTHktVXJLb3FZZDF3cEJXbk9qdGxjeHQxdDdEdm89
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Z0FBQUFBQm0wR3Jnck5Wak1yb2NtaFd1ZmJfWkNFRkJ4RFVXTVNJM1FTd1dlbV8weWNfcXljMThIalg2dVRJMUZfYU1QczhtTmI1LUdZTU9nd0otWnRRRW5wUmh3MFRELUdPcTNOMGJmZkVpUFRlZWNMTTROMUllcFpKR0E3MGFwRGlmX3JadkpUSmxBQnpDZUV2WTlMdUFkQnd3cWZkWGlrMEFqS2tweDB6UkMwd0ctREI5LTNULTRKQjZrbTFrdnh0eDVyVldJZUhVODllZEE5aW1YT1FlLVQ5VjItOVB3Zz09
|
Hello
I am kind of late into the world of crypto .How i wish I would have started to learn about this sooner.There is a lot information out there and I really do not know where to start.I would like to get guidance on where to start learning from scratch as I know both about crypto apart from btc and dodgecoin .Where can I learn from as a beginner-Intermediate-Advanced.What sources can I use to help me start with my crypto journey.
Thank you,
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r/cryptomarkets
|
post
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r/CryptoMarkets
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2024-04-20
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Z0FBQUFBQm0wR3JoejU3X01jZ0lZb1JoOXA2ckotVGNDVDRrMGY3RXB4T1VybHRHMzRQQmltckR1Njg1anlBNnowNzVUTlNjMkoyaXhjV1NfeVRZa1Y1bVNzQ00xcC1rNGc9PQ==
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Z0FBQUFBQm0wR3JneFRCU2ZhRXdzbkJkTkhtSklhNk9RdjJPUnVLZWJ3QmNuMlk4UV9qWm5fWU1Nc0p6Yzh0WTg5SGUxRTJtVk5oWHNITDFVQW4wVHJyNEtmTWJ6MDVOUGpCdlZGU3VyQ3JuNUU4Zm8zY2EzVlpIaHl5b3dZajBNOGFaaDNPQXNNSjNxbGd0elZFMkxYS0J4UU9DdC1iWDJTcEpVQl9SN1lRUnRDYWlFUVhNQ0IwPQ==
|
Who would want to pay SOL to send a text when you could just use social media platforms (telegram, whatsapp, ig)? Just cause its on the blockchain and more private?
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r/solana
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post
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r/solana
|
2024-04-20
|
Z0FBQUFBQm0wR3JoTVMza2xjTFlsbjZKMjNja19uM1BSeEU0NXhHQjN4WE0xX25kRFJDdnV1c1BOenpMcDNNeWtrOGttbzhSTkdTaVVlM24tc2F0Z09Oa2l2UzVfbXk5NzBTSlBFLW85el9WYzV6TDNGM3NNVW89
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Z0FBQUFBQm0wR3JnRy0zeDM2ZTJWOG5hYkQ2czBZNHdid2h6YWQ4VDJSTzZnSlg0R2FSLXlrUWMtMGl5QXdUREU4cEFkUHJpMUhhczNQZFRhc2s1Yi1pV0ZyeGlLS0tQWTlDa1RwTGFURE1uUTBxVTVtekhKaHhvRFliU2w2enZGOW8xTENuQXpLOFZOUmJhZk92dGhDVUV5UndreVNhOW9YU0FGMmlIQzdYSVJxTk1kZl9fczNrPQ==
|
A guest post by \*\*@therollupco\*\* Co-Founder \*\*u/ayyyeandy\*\* on X about why we MUST modularize this year.
Modular Blockchains are already shaping up to be the biggest zero-to-one innovation in crypto since Ethereum
Following the highly anticipated launches of Celestia and Dymension, the expectations for upcoming modular ecosystem project launches are extremely high.
With dozens of tokenless protocols preparing to launch on mainnet this year and the modular narrative seeping through all cracks of crypto media, I believe we are at the cusp of an expansion similar to what took place after the inception of smart contracts.
We recently put out a modular ecosystem map showcasing 100+ teams leading the modular expansion. In today’s piece, you’ll learn what a modular blockchain is, the ins and outs of the modular stack, and my vision for the modular endgame.
To start, let’s answer a seemingly simple question: What is a Modular Blockchain?
Modular blockchains specialize in a specific operation rather than striving to do all core functions at once.
Their fundamental principle is unbundling blockchain functions into individual, specialized modules and performing one of those jobs very well while outsourcing the rest.
The modular blockchain design separates the key functions (Data Availability & Consensus, Settlement, and Execution) into specialized parts to create the most scalable, efficient blockchain design possible
You can think of a modular blockchain as having specific codebases/chains for each specific function, which together create a greater output than one integrated blockchain trying to do it all A lot of what modular blockchain designs are trying to accomplish is reaching maximum scalability without sacrificing the core principles of why we are building crypto in the first place
For the rest of this piece, we will explore how each layer of the stack leads to the modular endgame
​
\- Data Availability Layer Unpacked
The goal of the data availability (DA) layer is to cheaply and securely verify that a given block’s data has been published successfully to the network and is accessible by all network participants. Verifiability is a core benefit of using blockchains for any transaction
Data availability is at the heart of verifying whether or not data has been published and is accessible by every node in a network
As users conduct transactions and rollup sequencers batch these transactions into individual blocks, the verification process of the DA layer begins. Upon successful verification, the block is then added to the chain.
Celestia launch in November 2023 started the emergence of Alternative Data Availability (altDA) layers, while the Dencun upgrade has recently increased the scale of Ethereum L2s using Ethereum for DA with blobspace (a data storage solution), the limitations of blobspace are more restrictive than using an altDA solution.
However, it is to be noted that posting data directly to Ethereum L1 attains the highest level of security and decentralization, as seen below
Celestia focuses solely on ordering transactions and making transaction data available, rather than being focused on smart contract execution, Celestia outsources this to rollups as part of its focus on providing extremely low costs.
This minimalism allows for maximum performance in a specialized manner
Celestia excels in data availability through Data Availability Sampling (DAS), which is accomplished by light nodes verifying data without needing to download entire blocks
​
AvailProject is an upcoming data availability layer that utilizes KZG commitments, erasure coding, and validity proofs for mathematical DA guarantees, along with light client data availability sampling.
Avail is also building two other products, Nexus and Fusion, which will tackle cross chain communication and liquidity, as well as shared multi-token security
The other data availability layers on my radar are \*\*@eigen\_da\*\*, \*\*@NEARProtocol\*\*, and \*\*@0G\_labs\*\*' Zero Gravity
​
\- The Execution Layer
The execution layer (also known as Virtual Machine Layer) is a part of the modular blockchain stack which specializes in processing and executing smart contracts and transactions.
The most notable of the VMs is the EVM, the virtual machine which powers Ethereum’s execution. You can create any type of smart contract or program using the EVM, which was the massive breakthrough for innovation ushered in by Ethereum in 2016.
As an Ethereum evangelist, I must say it’s difficult to have negative opinions about EVM. It has dominated the VM landscape, serving as the backbone for countless decentralized applications, and for good reason. It has the best developer tooling and infrastructure in crypto by far.
You can create any type of smart contract and program using the EVM, which has inspired the "programmable money" narrative.
However, I believe that 2024-2025 are the years of the novel execution layer, termed “altVM” or “next-gen VM” in the modular space.
High-performance, secure, parallelized execution environments will eventually become the standard as rollups and applications aim to reduce congestion and operate in high throughput environments
This idea is not about abandoning Ethereum but about embracing diversity and exploring new possibilities for user experience and continuous experimentation
One of the biggest innovations of altVMs is the idea of parallel execution, also known as local fee markets
At any given time on Ethereum, there are various different types of transactions happening simultaneously.
People are swapping, buying and selling NFTs, yield farming, and doing a ton of other onchain actions while paying for blockspace.
Within the EVM, there is a global fee market and serial execution. This means there is a single gas fee for all transactions regardless of the type of transaction or what blockchain ‘state’ this transaction touches.
Remember the BAYC Otherside mint? I do. Gas fees were $2,000+ for a single swap. This is where parallelization comes in
By separating the ‘state’ that a particular type of transaction affects, you can have many users operating on different applications without seeing massive gas spikes onchain
The current notable execution environments are:
​
\- Web Assembly (Wasm) from \*\*@fluentxyz\*\*
​
\- MoveVM from \*\*@movementlabsxyz\*\* and \*\*@PontemNetwork\*\*
​
\- LinuxVM from \*\*@cartesiproject\*\*
​
\- FuelVM from \*\*@fuel\_network\*\*
​
\- CairoVM from \*\*@StarkWareLtd\*\*
​
\- SolanaVM (SVM) from \*\*@EclipseFND\*\*
​
\- zkVM from \*\*@RiscZero\*\*
​
These teams are building rollups using altVMs to boost throughput and security at the execution layer
​
While the first quarter of 2024 has been around the emergence of data availability, I believe the second half of 2024 is going to be dominated by next-gen VM rollups and parallelized EVM
​
\- Settlement Layer
For the purpose of this article, I’ll argue that Ethereum is the dominant settlement layer for the modular stack
Ethereum is the home of dozens of rollups that rely on the native security properties of the Ethereum validator set for economic security
Many of the rollups mentioned above in the execution section will be using Ethereum.
However, what is particularly interesting is we are currently seeing many of the traditional “monolithic” chains move towards scaling in a more modular approach -- \*\*@avax\*\* has subnets
There’s chatter about Solana needing to scale with rollups
​
\*\*@dymension\*\* and \*\*@initiaFDN\*\* are their own L1s with rollups built atop them
​
The settlement layer has been one of the least talked about parts of the modular stack, and, for now, it seems that Ethereum will continue to dominate as the best settlement layer for rollups
​
However, in the near future, I think we will see sovereign rollups settle directly to Celestia as well, and other alt-L1s will launch their own rollup frameworks to fight the gravitational force of trying to scale a single-state machine in a decentralized fashion
​
\- Interoperability Is A Must
The modular blockchain stack toolkit is making it easier to launch and customize blockchains than ever before
Notably rollup-as-a-service (RaaS) providers like \*\*@gelatonetwork\*\*, \*\*@Calderaxyz\*\*, \*\*@conduitxyz\*\*, and \*\*@alt\_layer\*\* along with rollup frameworks like Initia & Dymension, are facilitating 5-minute deployments of rollups via no-code interfaces. This is leading to an explosion in new modular chains being launched
However, with all these new chains comes the ultimate tradeoff of fragmentation
Fragmented liquidity causes worse slippage on bridging and trading.
Fragmented user experiences across several chains with different wallets, DEXs, and bridges can be overwhelming.
So, how can we unify the liquidity and UX? If blockchains are this easy to launch, shouldn’t it be just as easy to connect them?
Traditional interoperability providers need to manually deploy on chains one by one and require chains to lobby them for deployments. This is a massive bottleneck for new chains and stunts their onboarding growth
There are several interoperability protocols leading the way for the ongoing expansion of chains such as \*\*@Hyperlane\_xyz\*\* building a permissionless interoperability framework
\*\*@union\_build\*\* focused on zk-light client interoperability, \*\*@OmniFDN\*\* with their Open Liquidity Network standard, \*\*@MitosisOrg\*\* with their liquidity protocol, and Catalyst with their \*\*@CatalystAMM\*\*
The other interesting niche for interoperability is shared sequencing, which has been pushed forward recently by Ethereum Foundation researcher \*\*@drakefjustin\*\*
This is a mechanism which connects rollups for atomic execution via a shared sequencer
These solutions are being tested in production now, and I expect the leaders in this sector to launch them this year
Modular interoperability completes the modular stack and enables the unification of the modular ecosystem in a world of 10,000+ rollups
​
\- The Modular Endgame
In conclusion, modularity is all about building a system that is greater than the sum of its parts
Those who believe in a modular future believe in a future of optionality
We believe that offering a more adaptable and less restrictive developer experience will onboard more non-crypto native developers and bring innovation
We also believe in sovereignty -- we believe that apps shouldn’t have to compete with each other for blockspace
Apps moving towards being their own chain will bring a far better user experience and increased flexibility for builders. The era of scarce blockspace is coming to an abrupt halt
We are in the early innings of a massive multi-year shift in the way builders operate and build applications onchain
As we embark on the modular expansion, we will continue to see unparalleled innovation and experimentation which ultimately ends up benefitting the participants of these networks in more ways than imaginable
We will soon see a world of 100,000+ chains, a world of many applications on their own sovereign chain, a world of accelerated developer onboarding, and a world of better onchain user experience. I believe this will bring the industry closer to true adoption
I envision a future where users interact with applications in a streamlined way, similar to how you operate with the internet on a day-to-day basis
These applications will be their own modular chains, each using a specific part of the modular stack discussed today
We cannot scale our blockspace with more single-state machines --we must modularize and work together
Source of Information: [https://x.com/banklesshq/status/1780265017721463097?s=46&t=tt0vf2syxA00nU3tvp5kFQ](https://x.com/banklesshq/status/1780265017721463097?s=46&t=tt0vf2syxA00nU3tvp5kFQ)
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r/ethereum
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post
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r/ethereum
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2024-04-20
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Z0FBQUFBQm0wR3JoUzF3NmUtU0dzTG1ISmNOdXRXMjNQcmFaVFFYdEwtOEJ1YUREZTVYUElwTUZsclFGTVZidmpzNVkySTBLMEFLaWk5VEJUdjB3TG1PQkNyajBWYXNlR2hjUFo4NjBiMzZWNEpsQlVxdUI5MzQ9
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Z0FBQUFBQm0wR3JnQlVnS19rN1hZSFRsVGhScndfZG9MUTF6TnZ5WWZVTzdOQThMRnltZkk0TWE4QUk0bUtRNG1aMWVpaEdjcG5acF8tT3pKR281RFZXRXE3ek93WEVfc0pURDgtLTBrZ2RlUFA0eTlsbDUxSllfVWgxYjV1dFhJU24tQVFtbFh0YXhIcHlpdV9qYVlDVnpQNDd0WnFmU2t6VHdPZ0lMRW9XMU9aM3VuUzdpckZpeFJvM0RBa1UzekpuOS1uNU5WaGNX
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hi! we are ImpactAI, a GPT4 powered application focused on making AI easier for the everyday person and we're gathering folks interested in a FREE ai and prompt engineering community. if you're into crafting prompts that make ai tick, learning about AI and networking with like minded individuals, this is your space. cool discussions, tips, and projects await! check us out at [https://discord.gg/fxjMmumy](https://discord.gg/fxjMmumy)
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r/gpt
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post
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r/GPT
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2024-04-20
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Z0FBQUFBQm0wR3JoQVNuc014bTlad0FDR3lQV0ptR1BmdVB0Wmo5MjBNTTRiWjk0MXB3bnN6YUkwUDNTZzdZelpSVk9QLVhxMVpDeFZaenRwZDhVcnVuXzdVRUdIeFprSVE9PQ==
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Z0FBQUFBQm0wR3JnU2sxdmJZM0lVNGtMRlhoX2JUaDlGWkVSU3BwNFNONnRvUXJMeHB2N05EcFVBdG94MHV2emMxNDdqeDUzdjhVbUZGY2tQUW9Qc3hRZENjWko5LTBoSWJoUkI2bFBIY1Y3ZElMaUppUjYwM1V2SUxZLWtSR2t2R3Q5VnA3bEZhR2VJVHd6Y2pZMDdwRnNNVy0taUpucllKWTZEOFVJUEU1enZQd3NVMVNIUUVjS05jV29uVGRQbXlqSlRZNFB0WUlO
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hi! we are ImpactAI, an application focused on making AI easier for the everyday person and we're gathering folks interested in a FREE ai and prompt engineering community. if you're into crafting prompts that make ai tick, learning about AI and networking with like minded individuals, this is your space. cool discussions, tips, and projects await! check us out at [https://discord.gg/fxjMmumy](https://discord.gg/fxjMmumy)
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r/gpt4
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post
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r/GPT4
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2024-04-20
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Z0FBQUFBQm0wR3JoOXl5TkxIWHJ0SGUxQU5XdHByU1d5VDRZTFp1SUhvNGxHbUw1dkstZHYxY3BaOGhsYUJ2cTNSZU8xZnB4bFdHRmp2OHh5TDJpUUpBempvaW81cTZqSHc9PQ==
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Z0FBQUFBQm0wR3JnUWMxLWFwOXF0Z0NHYXhFY2MyZGppYk55b2k5b3hVUFVTb1p1ci15UjdIcl9DT1VleF9pY0V3dENId3V1dUtRTVVsSGxpLWxQTFB0b3pxWHdsSlpqbElFSHlBRFl3X2NSYjJ6M1F5NWJTNlZZU0JYR1kyRURCRHlHYlp2UmhrczV1OTBWQkRiWmttSzFMbFdOZW54NWZPaE10ZXJFOEM1dVFlVHBFTWxBX2k4MVl0c2FYc3NQZ01rS0Y5N2diOExT
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You have a few options. But selecting the best option depends on many factors such as design life, load profile, seasonal variation, electricity tariffs, etc.
I do consulting in this space (feasibility studies, design, procurement, etc). Usually Li ion, flow or sodium sulfur batteries have a similar levelised cost of electricity (LCOE) with 5-10 year life but flow and NaS are even better for 10+ years. Usually a hybrid solution (grid connection plus renewable system) provides the lowest LCOE.
If you are expect to install EV chargers then that changes the game again. EV chargers are relatively high loads. This means you might max out your grid connection limit and you need a battery that can handle the higher power requirements.
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r/energystorage
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comment
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r/EnergyStorage
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2024-04-20
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Z0FBQUFBQm0wR3JoUDl4R1U4YWdTM3hRb3lRcElraXZvdHM0T1ItSXVTOFdGdm5QWEZha0M3MXhXZHp2WVBTWkVURUlJdzh6cUxsWFdvNGZaLVZlRUdiNDNia0N4dkh0anc9PQ==
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Z0FBQUFBQm0wR3JnR0ZGWlcwZ3dpNUpXcDdYYjJPUVpyWTIxdkh4TDgzZUNKcF9GYTZBbVdrSENPMFUweW9XZjJhLU9lc3hvdm1GZC1zSGRoNC1PYWE3UmZJVlRzR09vMjBmdWNCcTAzSFdvYzljOG1HZ2FHaVVLUFhCcDlldjhZVHhpUUtEY2dDUUduTVNUSjh6ZWd6MkIwWExRZkRhbGVCNHNvdXhLakxmRlZNazc1dGV4ZlBycFdtTW05bVQ0SzRzeERoOWl2Vi03
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I have had my trove on Liquity since it's early days, but the Redemption mechanism it employs makes it almost unusable lately.
Are there any good L2 alternatives?
​
Ideally - interest-free lending with Eth collateral, or with interest sub 7%.
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r/ethereum
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post
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r/ethereum
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2024-04-20
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Z0FBQUFBQm0wR3JoU192aWVGcXN3dFl5bU9mQlZXVUNxaXQwSnR2MmllOGFZNE5qWmFZdXc3WldCSkFOZTZxaU1DLXU1SWxCblBRaFkzMjBZNmRQTzZERVF0Q2xQWVI3UVE9PQ==
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Z0FBQUFBQm0wR3JnS2VOOENpVnBRUDZyb1FQSGR4V2tqZzdSSnMwRm5OWU95VVA0U0N2TFM4RjJqaFdDd0lHWmFWNURxRFM3Rml5WUU1SDFOTVVxV21rV3FoTVN1dGxGblVtTnJlSmdtM0k3WVE2ZVhaU256R3NvQV9PekdNbHRzVkpGSkl1ekxJOWFQU2taZUN2TFVnSHRKYXFJUlVrMmRBRklWVlZreXRYcmlMSk82TTBjSHBhWjhtRzV1M3BGUnFNOTVaZmdhODl0
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r/wallstreetbets
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post
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r/wallstreetbets
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2024-04-20
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Z0FBQUFBQm0wR3JodGxyOElOOG1FanU2ZnNGanNnWXc3Q0tvampJVXgxUXR1RTJ4LW96M0o4VGZHSjhTUnNKaFdFS3Z2LU10dlNTU2VQRVhmV0c5ekRuVTloQTY1ZC1Bd215MEdKQ3d4RFFVYkowcHVzbHVPd1k9
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Z0FBQUFBQm0wR3JnVzVmREZhRWx6ZE9oWFNSTGVLS0NUZzd4a212SEkzYzk2ckRXVFJjV3BwbFVNaUpwY3hOWWpfR0dodkRxQ0U5c2pZNFF5QTkyQmRURHdhc1lLeTl6S05jMEJSWXlObGJmbktCZkxTYmVWTDY0OWdvYVpiOF8xcURZOVZKR014YUs5MnI4aWRtdlZ3UWZwRHJVYlQ4bDdaUjNXbjdnaEhuYmNOMUlVcDV3YzFPNW1jREJid3V5eTlwMng0bk9XV01fZmJ2bnBvbTRvUDJIVHRwZDYyUEhKdz09
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Thank you for your help. Does this also require a study in Quantum Mechanics?
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r/nanotech
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comment
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r/nanotech
|
2024-04-20
|
Z0FBQUFBQm0wR3JoUFVtek8ydUtXbFZMMjYyZWFhTkxvQWdrV0NuVy12UDJiQWVXM3RwQWg0SFhIQnh1VGZzM0hpOUR0bGs0aHcwRTZfUXdmTEZfa0Z3dktxLVJfSWdZMFM4d0NYYlFHZUI4bzdwMVhrTzdsTFE9
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Z0FBQUFBQm0wR3Jnelo4Qjc5bTRtckVzM2RUOXhtcks2bHBuLUppV3hMa040THVqSU5yenNESTBGM1Q0dUFPVWFMU2xCdGI5OEQyajFieUM4Tm9PcEFvT1BiVkwyOVdLZXE1eVVfOXpfeWNBT0hBVDN6SkZnRkdYTTh5cFkyRVF6bUVQRGNIemM3MUUtM21iUVhVRDdFSV9zLWNTeUVkQmZyQVdXdlgzQTFYTlpHOV8wTkVjdDRvM2RyNjdubW1ZQ0J3YzNIcmc5bzlFRUw3NkVMSjFkdlVhNk5QZFRybl9hQT09
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r/politics
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post
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r/politics
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2024-04-20
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Z0FBQUFBQm0wR3Joa0NoUno4S2E1TzZ2c0pIRjNIUXMtczdhZUx2TFJnMUhiVlBtenpfSTRqb1VoMl9oVHJwd0NGOU5JM2h4S2NGYi1KQTZFanZoYVY3MEl0ZWZmWUlXZ3c9PQ==
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Z0FBQUFBQm0wR3JnaFZNT0gyR0VDQ0xfU0hJdFZCRTlTY1lzYWhwZ0hfa0I0TFNFT0tvb0FpRkM4eUFvQmNSRnE5WG9GLTJsRXg0aVVLN0ZLUGh2dTFXRTJpTzdIUF9KTzBkUzh4MlVLUzB4aEJCQUZ2Um1kS3RaM1dpUHdqemZkcGptRGJueWM0WXN3T0JKMTN3VklqREN3MlM2STlDa1pxZU5OWWNFVnlrbHRpR2VTbzN0cUhlMkFuZTdDMW5CdjVXLXBPR01xX3oxLXFTb21ZWEdzRlFmcDRUbllFTGlCQT09
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I don't remember. The math was not simple
[https://www.youtube.com/watch?v=jisTDmIk3Nw&list=PLFXdam636ef0wz5SxTxgeIXXM1qYARgRd](https://www.youtube.com/watch?v=jisTDmIk3Nw&list=PLFXdam636ef0wz5SxTxgeIXXM1qYARgRd)
[https://github.com/kanzure/nanoengineer](https://github.com/kanzure/nanoengineer)
bug me in a few days, I'll dig up some more stuff.
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r/nanotech
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comment
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r/nanotech
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2024-04-20
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Z0FBQUFBQm0wR3JoY2NDOE5oa053THVWQlhhVXQ2S0taMmlDTDBGR2Y0Q2E1UGxjYlBkWHRuekhpSFZLWlI1WUJZR2NmRmNlSS1zazh0TkI3R1NUVENrMFhEZGR1c3RBU3dzaWc4M1dGY0owdWNUSjY0MVFGb289
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Z0FBQUFBQm0wR3JndkFGd2dCN3hZY09UVERyLU53Qm5jOVhyV0pyRjVMXzc2Z0Q5OXg5NnVxZWFST1hMMHZJRmJpclZPa0I1UHdkSXVuTzV6d2pWdGFjUDdPR3B1cW5PcnVva1E2OGZ2WW1ZUHpRQk1RcTE3MzRkTzBtbDdndHZCUXZYOGhCRDhFU29VYXJzeTZycmZqLTdEMXFYbHpqblhZR1NJbFFXRlhnekY0VHNNNmtuVFkta05kRjAyWEViOEJlbDhOVXZWNmNkczR0TzFsc1RwUC1PU19MUE4xWUY5dz09
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Asking non-Japanese, obviously. Japan reopened to foreign tourists in late 2022 after a long period of closure due to the pandemic, and since then, I notice a LOT of people visiting the country, probably more than I ever noticed in the past. Where I live in the US, in California, it can seem like every third person here (including several I personally know) have now been to Japan. Official Japanese government statistics also showed that last year, the number of foreign tourists reached a record high.
What is the situation like in your country? Has visiting Japan become much more popular now compared to before covid?
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r/globaltalk
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post
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r/GlobalTalk
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2024-04-20
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Z0FBQUFBQm0wR3JoMXBjcGZvOVA4b1EwQVFCa2F2dTYyMmRzVjZqQVcyNUNOY1o2UjBHWWwzNzEwVmQzUGZSZHczdGJoWTk1NURZOEZibHZpTFFQYnExaV81Q2RvY2d0Snc9PQ==
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Z0FBQUFBQm0wR3JnZHg5RzhnNG5UaXhDR19DZ01QN3V6bHBwOHFmdUVVRkxvc2V2WExlSjBwX2lDSGQ4Zkl3VGFkM0xqMF9KLWtrS1hjaWxwSjlUaXNJNnUxRzdVX0ZjYV84RUlDeUlNWVNxS1VwNkxqWVRWbDJWaHV6X2NsTzJHVUxxSUlqM1Izc0VnSFlZMmhGeUlpRGhGVUFyMXVfMHBtMFdBVDBJRGwwclZDbXlqZUxqdEx3MndkTkgyck5yUWV2czhzUFFiVWRJYURZbzF4T240a1FUVmlhTE1UMzZ1dz09
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I often read in books that company management is more important than pretty much anything, so it’s a good idea to look up about the people running a company before investing.
But those books don’t tell how to look up and learn about the top dogs amid a company.
So fellow Redditors, what are some ways to to quickly research company board and CEO?
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r/investing
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post
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r/investing
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2024-04-21
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Z0FBQUFBQm0wR3JoZDBTakJSZUhFblRpcThUM0ZRQ0MtdjNmRGlBVzNjeUNpMzRySEFFMk40aVBvQlg4X1JSYXN0RTNfV1EybHdLSVNMcU5JeVlCUlk4aXlVdTZaaDVkNWc9PQ==
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Z0FBQUFBQm0wR3JnbmFHX1FlbHppdkxobWNKZjFCVnNqQmM2R0J1eThsSGRjMzJFNHdWYVFrRUw2Q2stdFFWUjZFSTZnSjFFU084SUptU0hnd1BNTHZrSVVCck5wN2NXMGRFdEhtYXd1NVRMMV8xX2VBR0FXX3NTaC1TNXV6b1FVZTROTFBDRWNOQXpqVExvWW9ZMndDUFhrNXZsMGk2Rkc2OE9zU2tjVWFrak9iNXhVa2xMN1N0VjlzZzhfMWdTeTljeDNnRWVCbzNlbXdlR091M2NxM1NRSlVXTWVSd2k5dz09
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Thank you, this is such a life saver.
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r/nanotech
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comment
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r/nanotech
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2024-04-21
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Z0FBQUFBQm0wR3Joal9sY0N4cnlZaWtodjhPeEtNdFZGXzRjU1FsekNXalY0WGRjM2taZzllNVR6VEoxdk42R0x3YkZvLXg4RUx4ODFKYW5BeG9kSWlUcWtrWFR1NmY5TjUyblZNNm1PT1ZSMVl4NFpmMmxqSG89
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Z0FBQUFBQm0wR3JnMHc2c3VEbXA1bU1lU3FKMDNCMlY1dEFEOC04TkNpa19xWnJCd1VKM3lubllMTmdXZjNTdmZ6TkpjMnNZXzhUczYzV21Gdjd2clQwaVpHQk04YjM0WlBqaXZXZWdXN0diNHpzMUQ4WHRDVE9ETnU4emFsZ2E3S1g5VVp1TG1tYzQyZTMyZzJWbVN0R3E0aTJFS0IzWHVUSy10UUc5cEIySWVkZUNUbWpMWkI2QmllbkxrNDRCUk84ZVg2VGVhbFhLLXBIMlNRbTg4RVlBN1hJYVNrcklsUT09
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r/gpt4
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post
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r/GPT4
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2024-04-21
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Z0FBQUFBQm0wR3JoX3Q0aWMtOE1wRlZCQjRGVm9pU2UyV2xPM3BRNVJBOHpyU0R4akhWQnFGaEU0NU0zTHB6RHc5NkRFNk1YTnlJbTBYV1pWUDlRdVZYemFDcy1lN0k5WFE9PQ==
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Z0FBQUFBQm0wR3JnTGxaSlFBYlJKMzc5Zk8zbmRQMzFGR3A1Vk14aFZvNmZpMVJhMThpQXNGdElReWVKS3N0OVp0M0E3d1hxUGVMaXlpcmFvUFMzUTl4QkE3SDEyMHZ5WXcybHFwelZsVWpHZlRSSnJCeVJkSWFJRW5KejE2dE1QUGJlQ0RwdFZWaDBKYTZQcXRoYWRBMndSUGNIS21TeTV0QkZNelliMmlVVGFoX3ZzaFRMQVlzPQ==
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r/worldnews
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post
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r/worldnews
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2024-04-21
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Z0FBQUFBQm0wR3JoUzBUaFMtYktmUnF0bFQ0d1hZeXdPS3k5TjBfaGRyaXhTWG1BQUhMbU5FT25vMTRPZnFjVHFpLWJJbDc2OGxvWmlxNWlnOEtoWVdRZzRSLVZ0c0hkRVE9PQ==
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Z0FBQUFBQm0wR3JnUzhNLUd6QXZHWWtqMG1KY2tGSEYtTVQzSFFabWFNMUpEbG85TkpoNThNcmpSLXVibDFZdXotYjZaYXhDVkc4UWVYX0hSUXJEeGZmYVhVNW43QTBWMm9aWVcwc3BSanZmV0hDbDU3OWx3Ql9WY3k5RFlMY3NiQWJzUzlGanl4Yk9LT2Qxd2VfbTFzUWZmaWMzSlhTR2tGQWY2VDFvYjNBcW13dVhYUEl6TUZhRkd5cVowdkQ5bms1bE54Z3R4aEZIM0FxZFoxZkROZGNHRjdmSzZJSm1KQT09
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Meta platforms are such a hello hole I'm back here. No offense
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r/humanrights
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comment
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r/humanrights
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2024-04-21
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Z0FBQUFBQm0wR3JoVjFZT2t6aEpYQkw3ZVoyZHJYX3VUTU8xSGhiYXNUVDNIeDhST1JJMm1HaGQ0U1Q0ZzByWmU2dzFUQy1UTXJfUVBNWkRXS0RxQU9sSWdmTmJ5bXNXNmc9PQ==
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Z0FBQUFBQm0wR3JnNUJ5blJmN250WW5fckZJZWhiVTFiRHIxZ0c5TEZPd2hYWGp5WVozSnR4U1FkZHVDdWliWHFjVDVUaG5veFNHbGFFV1REdnNkZmYzREZpTDE2X0hLWi1TM2VKaU9UV0FVUWN3bzZLWWhRUDRYMGpmbWVkWlUyekdwa1JCRHpYQmlDR2Y1Zzc3Sm1SejZhbEhDeVJuNnU2Ql8zU3N0ZVlubmp5SG0zdVplaUl1c1ZSYjl3SkVOc2tCR2xncllLeEJhS3FoZC1zdXQ1VEVVTXFIa1p1eml5YXctcVF2YjR5RWdjMmpmQW1waThUaz0=
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Welcome to the Daily General Discussion thread. Please read the rules before participating.
# Rules:
* All [sub rules](https://www.reddit.com/r/ethtrader/about/rules/) apply in this thread.
* See sidebar for minimum user requirements.
* Crypto discussion must be related to Ethereum (ERC20 tokens like MOON/DONUT, and Layer 2s like Optimism/Base, are fine).
* Donuts are a welcome topic here.
* Be kind and civil.
# Useful Links:
* [How Donuts Work](https://www.reddit.com/r/ethtrader/comments/kl6ldu/donuts_faq/)
* [Donut Dashboard](https://donut-dashboard.com/#/): FAQ, Distribution Totals, Staking, Governance Scores
* [How to Flair Posts](https://www.reddit.com/r/ethtrader/comments/r9irmr/how_to_flair_your_posts/)
* [Governance & Donut Improvement Discussion Thread](https://www.reddit.com/r/ethtrader/comments/ogugf9/governance_discussion/): Place to share your ideas
* [Earn donuts for providing Honeyswap liquidity on the DONUT-ETH pair](https://www.reddit.com/r/ethtrader/comments/n6hp7x/donuts_and_xdai/)
\--
**Stand with Crypto**
In light of recent events and the challenges faced by the Ethereum and broader crypto space, we'd like to draw your attention to Coinbase's 'Stand with Crypto' initiative. It seeks to foster understanding, collaboration, and advocacy in the crypto space.
[🔗 Stand with Crypto Initiative](https://www.coinbase.com/public-policy/advocacy/standwithcrypto)
Remember, staying informed and united is key. Let's ensure a secure and open future for Ethereum and its principles. Happy trading and discussing!
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r/ethtrader
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post
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r/ethtrader
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2024-04-21
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Z0FBQUFBQm0wR3JoUEFvOExEcUU4bWhWeDA5RmNGQk5keG0xS2ZlWG96VjFmVm55NzJMa3FMU3E2V3dSWkhIR2gyTEJnUDZsbjNNX2E1dzVyQXpuRU1xRl9DejQzTFNzdlE9PQ==
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Z0FBQUFBQm0wR3JnY19BdjlrREt0cnBwa01IamoxZnBzZFJzUUVPREZFRm8xd1N4MFR0NEtvUGw5djBXeUZMeTZEazFnSzFVZ1kwT3RReHhLYzVLLUktSWR5WWR2Vm1paUZTaXZvQ0pvVUNMLUJnZTA3WGxIbVhoZ0JQUGdSTlBzOEhMdk5xMnZKTzB2MFNyRi1CaEE3ZlNPN2tYdWZ6aUUzQzRpM09OX1lLSk5ybDd1M0NwWjR2WHJIQ3VVR3JSY2xzanc0bDVTRVp1dG1peHBONTdzRllVdS01T3pxaHBOdz09
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r/cryptocurrency
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post
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r/CryptoCurrency
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2024-04-21
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Z0FBQUFBQm0wR3JoQmE2eF9NY1pweHhFM1lHY0s0cE1BVm5Ya0NMTWY4ajAySEk2TlVid3BxeUxhX09xaV9EVUJnTDN1Sm5HSmRwY3RaTUo5cjlDMUZ0SFNBTDF6Y3VzcEUzc1ZLVU5BNnJtdHJWbFplcGNtUUk9
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Z0FBQUFBQm0wR3JnQmdlcUVtNEpjV0dxc1RnR2dtOVNmQXRGVjZCenk2YWtybFlfU2NMT0NWdk9pZ1FiWXh6aU45VklRWUctTVk3ekJhMjlUWTBDMTF6X0dmNXl0LWJRby04OUpweWhwZF8tc3VtNHBnTEpoVTRzYjBaMVZ5M185TTlsVGRNYmRXZnJsQXBtdGktd3NiWUxEVk85YmoxUERnNHN2VE5kNXZmWmt5MG84QWlJQ0lpXzFTSVMzNHFfdGExVU5neXQ5SGJDQndhbExqcldmV2R3SUdIZVJnWEk4UT09
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r/btc
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post
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r/btc
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2024-04-21
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Z0FBQUFBQm0wR3JoX2xoZUxlRUZpejBEQW84MU96WW1CUnA1UHpfZk83Y2FybnZLRTJTcWlpVmIzbzk2cG5nRnZXMUlwV0RZejFwOTFhd1dpdHdieVdidUJhSnhyRnEyZUE9PQ==
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Z0FBQUFBQm0wR3JnMGF0cVpocDFWb2Y1VmlvUXltRzhuaGtXYTd4ejdrdW93Y1ZWeGVta1pzZ1B1TU1YVWs5NlhnUjY5NFFsQVlxMkZVdmIxYlh0MF9BdHdwVzkweUFtU24wa1FYYnd5LV9RRlQxempSVnhYX2g1cWVWVnFlSGFpelB3OTQzck5qRWYxOWZKbWFCeWluYXB2RldwOWxnZ05Ob1VzMHcwbkJadUhKZzBWZkdlczAyLS1jN1JvWHR4T25QY0JqX2FXTF9Q
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I guess this would be pertinent if those were actually strawberries/ courtesy cnn feed
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r/artificial
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post
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r/artificial
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2024-04-21
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Z0FBQUFBQm0wR3JocE9uVi01SFI1UndfTHhzNl9IWF82bDh3UHpPbG9XcXU2R2ZyRkN1QklLc3R2TDV5azh3NThIY3cyemhkV2hsWjFBZzBYeS1ZbEZPVERpYTFhMWRjVzl1ZVNmNzZDVERjV3NsVEh3TGFyY1U9
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Z0FBQUFBQm0wR3JnbDlrLVNJc0ZxR2lHNDBUUUtiRGxJZFNZWDZidlZwLVkycXZWdTVxbzBKUEtReFhlVU9XaldDSGs0cnp4ck5xaDdDaU5HRE5sQTZ6ZmNWTXJrVFVyTFJfT3hSb0NZZGFhc1BENjY3UHkzQjhLeXJpTmFYU19qZ091YnkxY3h0c2FIdzdqUk5Yd0pqSHMtR2tPam1jcWdmMW1rc19aVUQ2VlBoWGhWZXN5QUJBPQ==
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I see both these wallets on anything that is running. I call them Joker and Ugesh. What I want to know is, are they sniper bots? I always see them posting a sell first and then a buy, of which I don’t know how that’s even possible since the sell is always higher than the buy. There is always a transaction or two in between. If you check the wallets they do this all day and have massive amounts of sol in them. If it is a snipe bot. WTH are they using and where do I get one.
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r/solana
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post
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r/solana
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2024-04-21
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Z0FBQUFBQm0wR3JoTGU4NGpKa284Ukh3Si1NREV5d0tiY1ZmaW1MTGhkNUgxZ2xSNk0zNldOUzdhS19Gcm1jNFZWSlg4amliYTgydDc3YXNZU2JNNUYtYVR0SlpzSkgzN19EQkRoaEhqV1Q5UXdEM2hmdDh5eVE9
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Z0FBQUFBQm0wR3JnQnZuZ0tnN3Rjb2hmdEJxM0xuNzRBcmt6dXhzRVVjdXZ6Q3NoQTFtT3lNTnVJOVktcC00UmJRVG1UUWk4UUVrOW1TSzNxVUMyZlRjb2tDRlBDaTRtZ3VySVI0YjhXZkxqWTZ0MGJ0LS0xU21GVTF6eV9BWXAtbjZGT1VXVTkzMnY1amVyNXZSQ1hGcHE4c3dlSHJJSmZmOFZOUGpiajVGelVhYkVrOGdGWU1vPQ==
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r/solana
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post
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r/solana
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2024-04-21
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Z0FBQUFBQm0wR3Jod0xyYWJvdUJWcWh6dERqeWlGUnU1OFc2bzBWUWVXVmVDd1pXR3FnMmpRRHhKeXdReExJb20wVUROdjB4SnhuUTJtVHpwRjV5VXZhdlE2b2JlMmhaVUE9PQ==
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Z0FBQUFBQm0wR3Jnc2hHdWFmcnBmbDN2aTJ1ZE5PS2F1dmdyeERjTlJEWWdyLWtnY0otR3NTQ3NwSHBOSjUxNG9RVlZUc0pLZlV3ODJVbEhndVNjTDhQTnRaZ1hUU24zN3QwWlRXWGhKcU9GcVpUdjFESEtzdFN4aXg4RlQ4OC10SVc2ZWtEWENUWG1zRlVxc05sUlNuWnVXUE9YQk43V2gtbkVTaEs2R3pndGZnc0NyU2RsbkVzPQ==
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r/technology
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r/technology
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2024-04-21
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Z0FBQUFBQm0wR3JoUzJoUkI2aFlpNjQ1SFV0TGpXc3doOVJ6ZnRCdC1WQXAxS1dvdWtMQnpCZFVoR0FsYzliNWNfbU12QmViMHpzWFItRE1kM3lvX0ZhaW1RQW10TnluWEE9PQ==
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Z0FBQUFBQm0wR3Jna1ZCbzV6NFVfWTZrWi15ZjlodDF2NmZFRWZBNWhfaGJPZFZOdThsaDFEYjdxS25qTnUxRWtiTDNpSXc5a3JuOHJoeEpneGVtaGdXU0NSY3dqY1U2UjM5azEtTzhOMzRBLWo0WGk0MlV5UnNBWmtrSUxUUlNQUWFlRzlWYWR2Sm53S2VBaHhXRDdldkJrSzBzc19aVGtEMWgyOG9UaTFqT1lJVHp4Yi05aG1McXlxM3RVRG5jUlpnQThtQ0liMFlFMC14ajNjQktMQkhJLVAteHlvODBSUT09
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They sound fairly close, running analytics to gain insights. Am I missing something? What about salary?
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r/datascience
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post
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r/datascience
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2024-04-21
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Z0FBQUFBQm0wR3JoZGp1VE1Ic19MRGNLbk9NM2h0YmJPbkRxOFJCVkcxcnFFa09STHRUdmRoOUZBZ0xGNzVuTmVidVVjZUJhMC1GRDFxcFJyV1RfaHBnX1ptN3k0ZTFrR3c9PQ==
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Z0FBQUFBQm0wR3JnWllnZEVUWTNIWU5QX1BSTEVyS1NBLXVqY21vcDhpQURmTWVVMXlySVg4TWtYMGxOcGVyd05uM1lMQjJHY3J2am5kRjB0bEN5bW1LM0VFaFJYbFZJMF9oR2NzS29TTXI3TjhmNDZxSndJZGtqamhhanNUY1gydUJZclZoNkZRamktaEFMMGc3eGNlZ0xKcWNIdG5YQUVpQUpDcy1xbzlMRWFqQjlQMV8weEZaZ19zaFNwTTRadHBxRGFqQk82SmNvWVY0VVRUVlFtZVRZNzdsQU5JWENUZz09
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At this moment crypto market is ripe with scams and if not scams, GREED. A lot of maturity is still needed in the market, who knows whats to come by 2025?
You gotta watch out for those memecoin projects where you don't even know who's behind them. It's like, who are these people, and why are they hiding? That's a major red flag right there.
But if you come across a project with a team that's upfront and easy to reach, that's a good sign. It shows they're not trying to hide anything and they're confident in what they're doing.
What makes a memecoin successful? Well, it's all about the community, utility, and developers working on the project. The more people talking about it and using it, the better its chances. And if it actually does something useful beyond just being a joke, that's a big plus.
But watch out for those pump-and-dump schemes. They're like the dark side of memecoins, where people try to manipulate the price for a quick profit. It can get pretty messy, and you don't want to get caught up in that.
And then there's the whole thing with Solana's congestion. When everyone's rushing to buy and sell memecoins, it puts a lot of strain on the network, causing delays and higher fees. It's a real headache, and we need better solutions to deal with it.
So, take the time to look into who's on the team and what their reputation is like. It can help you avoid getting scammed by shady folks who don't want to show their faces.
Liquidity lock mechanisms represent another layer of protection against rug pulls and exit scams.
By locking liquidity in reputable decentralized finance (DeFi) platforms like Uniswap or PancakeSwap, project teams commit to restricting immediate access to funds.
This safeguard prevents malicious actors from absconding with liquidity funds, thereby enhancing investor confidence and security.
Besides looking at the quality stuff, investors should also check out the numbers, like how safe the memecoin's smart contract is and how the tokens are spread out. Getting a reputable firm to audit the smart contract can give you peace of mind that the project's code is solid.
As we look ahead to 2025, predictions are as varied as the memes themselves. Some foresee a continued surge in memecoin popularity, with innovative projects gaining traction and reshaping the crypto landscape. Others remain cautious, warning of potential regulatory crackdowns and market corrections.
Look for projects with solid fundamentals like powsche not just flashy marketing and promises of overnight riches. And above all, never invest more than you can afford to lose.
Despite all this we have to remember that altcoin season still is not in full effect although some are doing much better than others.
HALVING STILL HAS NOT HAPPENED!
But hey, despite all the craziness, there are still some good memecoins out there if you do your homework. Just be careful and don't put all your eggs in one basket, you know?
And it's smart to see if the tokens are spread out evenly or if just a few people have a ton of them.
When lots of folks hold the tokens, it's more decentralized and less likely to be messed with by a small group.
That helps keep the market steady and stops prices from jumping around too much.
So, if you're thinking about diving into the world of Solana memecoins, just remember to do your research and tread carefully.
Drop your experiences with memecoins in 2024 and predictions for 2025 below!
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r/solana
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post
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r/solana
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2024-04-21
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Z0FBQUFBQm0wR3JoT0UzV0dQUjBVSFdwbXNPMkpYdDd1Nm9ZN19Eb3ViTVdvR0JWZEpjLWdfM1IzX3RYOVZIZVc3SHhZT3UzUjE2WE43RG1HV2pyWnBlcndwa0t3Y2hDSUE9PQ==
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Z0FBQUFBQm0wR3JncEZpTGFBYmYtMEE1MDB6LS1NOWc3X1F4VWl3M1RPVHJ3dVI4eUNfdUQ5cnBnN085UUdzYUhYMnUyUmRFVFkzOGlUcGhJdW9JSWJLV1dMdmk4UzFkODBaX21mQXo4ZG5yWFZUc1NiY2lfOThiNWVEc3FPd2NZNGZabHhXY3BOMnJUUE41c2RvelFDejVsNGRlZTFORlhDcF9fODNvQVlFU1l5SzR3S3dQdmk0dHRGanZWb2NJLU84bDlJVDF1aU8x
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Filecoin is building open services for data
Filecoin's vision is built around three core pillars: storage, retrieval and transformation of data. The goal is to form a credible alternative to the legacy cloud infrastructure, that matches it in scale and suite of data services.
There are three core pillars of Filecoin

Storage Markets
An open market where individuals and organizations can contract with storage providers to store their data.
The Filecoin community started with Storage Markets as the first step. As data has gravity, starting with Storage makes it easier to build Retrieval and Compute over the data.
Learn more and follow our progress at Storage Market.

Retrieval Markets
An open market where individuals and organizations can contract with retrieval providers to deliver content.
This unlocks the universe of use cases which need faster retrieval speeds, such as video streaming.
Learn more and follow our progress at Retrieval Market.

Compute Over Data
An open market where compute power can be contracted to run over data.
This is a growing topic of interest given the immense amount of compute resources needed for AI models. Filecoin's vision includes different subnets emerging specializing in different kinds of compute jobs.
Learn more and follow our progress at Cod.cloud.
Key protocol upgrades to enable these services include Smart Contracts (the Filecoin Virtual Machine) and Scaling (Interplanetary Consensus).
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r/filecoin
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post
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r/filecoin
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2024-04-21
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Z0FBQUFBQm0wR3JocVUzX3VFWXQ0UXdKNnBKUmU4RnlBaUZpLXFEdDMyNGluMXFnOGVrNklmOWRESWlCajhwT2szR3ZGaGtkNUdoR0tKc1oydVFicFVNREppWjA0UTI3SWc9PQ==
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Z0FBQUFBQm0wR3JnZEVfTWYwdTkyRTZPUnVBU0wzY0FTUFFaZjk4Qk5iNnFvUkpOTWI5SFJYb09Xd3I4TVQwSlhydVU3aTFGSkxXOExJWl9OQjhPclExTHRkNjJ4ZVF3VTVXZDVGX0ZzUXY3ME1jVU1VUGlFYjJUS0JJLXpQSURGMkRzUEJ0YXMyUnkwRDNTZ1JwbU12R2pXYnRJS3FKSVFRPT0=
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Nodes have to keep data processing and bandwidth requirements low according to small blockers so increasing the legacy blocksize past 1MB is unacceptable.
Segwit nodes have to have processing power and bandwidth to handle blocks of up to 4MB in weight. That data is just as burdensome to process as a 4MB legacy block.
Nodes can't process 4MB legacy blocks, but they can process 4MB segwit blocks?
I feel like I'm missing something because I can't be the only person who has thought of this if this is a relevant consideration.
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r/btc
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post
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r/btc
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2024-04-21
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Z0FBQUFBQm0wR3JocjI0aVBRc05RUlhYVVBQbVF2MllEQ3Z0ZnR6VjhCS01QUHdSQXFaQmIxZG42ZlBLYjYxV0xwbXdvc3JSYnZrcDFWcENUZ0paWHJxdFprMVU5Mng4SVE9PQ==
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Z0FBQUFBQm0wR3JnaXBGTGRqYnBrMy1EV1hVUUY5TVhXNXJOeXRQMzVoQm55Mmc2Vm1KanVMa3BUUjZXWHZ4S19mR0RaT3oxNlJfdWc0ZlFJN0NDdFNENkNXWUhhSWY0SFJ5RlNUa1lvcmotLXZWQWh2R2hPYXhCRG9lRmVCaUY5MlpHQ3BSN29iTXdWcUw5N3F0WFRZYWc2WnZ4SGZsNzdobzFaTm9kLTA5bGh0NTJIWmczVmtnZlZxUVRFdGFtRnJRSjRBcHFCaTI2
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r/espionage
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post
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r/espionage
|
2024-04-21
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Z0FBQUFBQm0wR3JoT2lkN1lzY01XS21pYVFiNlZEcnVaMGFBQ2dtSVpyQnJ2bDRRRm9ERzNRU29Ca0p1MVpyRnJrcWc5RkNmay03Q1B4ZVlnTVZIY2F0dktQNHhmRUVlV3c9PQ==
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Z0FBQUFBQm0wR3JncVVHUVRXemNEVGE5azlPclFGcVA1cTZsQlp4bnF6U2RRWllsSS1LS0ZabjJ0X25QaFJIU0V4U3IwX1pSeUJFdW9qdlBoa1lUNFBrOFdwbEVYLXFvQ3JBMW5sVnNicTBiV3lmdlJRSTRaVm9VUnFOZ0tiMVNYZU1iSXZPQ25CX0tLTFVMbjl6T2dOUUlXNU85OUZwT3Zoc2VmYzRXZnVEUUQ2dFg5M2JvTW5xdnBBeDF2QV9sNF9lMVpUQzZCU0Zy
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1. **Drake** has taunted **Kendrick Lamar** once again on the new track ‘Taylor Made Freestyle’, making use of AI versions of **2Pac** and **Snoop Dogg**.\[1\]
2. **Microsoft** this week demoed **VASA–1**, a framework for creating videos of people talking from a still image, audio sample, and text script, and claims – rightly – it’s too dangerous to be released to the public.\[2\]
3. **OpenAI** bids for Japan business as it opens Tokyo office.\[3\]
4. **Samsung** “confirms” Galaxy S25 will have even more Galaxy AI power thanks to **Google’s** Gemini Nano 2.\[4\]
5. **One-Minute Daily AI News** is one year old.\[5\]
Sources:
\[1\] [https://www.nme.com/news/music/drake-taunts-kendrick-lamar-again-with-a-i-2pac-and-snoop-dogg-on-taylor-made-freestyle-3719747](https://www.nme.com/news/music/drake-taunts-kendrick-lamar-again-with-a-i-2pac-and-snoop-dogg-on-taylor-made-freestyle-3719747)
\[2\] [https://www.theregister.com/2024/04/20/microsoft\_deepfake\_vasa/](https://www.theregister.com/2024/04/20/microsoft_deepfake_vasa/)
\[3\] [https://www.reuters.com/technology/openai-bids-japan-business-it-opens-tokyo-office-2024-04-15/](https://www.reuters.com/technology/openai-bids-japan-business-it-opens-tokyo-office-2024-04-15/)
\[4\] [https://www.notebookcheck.net/Samsung-confirms-Galaxy-S25-will-have-even-more-Galaxy-AI-power-thanks-to-Google-s-Gemini-Nano-2.829766.0.html](https://www.notebookcheck.net/Samsung-confirms-Galaxy-S25-will-have-even-more-Galaxy-AI-power-thanks-to-Google-s-Gemini-Nano-2.829766.0.html)
\[5\] [https://bushaicave.com/](https://bushaicave.com/)
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r/artificial
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post
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r/artificial
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2024-04-21
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Z0FBQUFBQm0wR3JoZFpKTEhqOWd1eURxNGV1MENIUWFHY0NDOF9sQ1l6cHBmcVhBOGJIRXJ3cGhYRlUtOUU2ODNkVFljV3RyRC1NV2xqMk42LUJnZGxDQ0lTUXhBTFJ0NGx1WmNOcll2OWpja2t5OTZrOVJ4S289
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Z0FBQUFBQm0wR3JnNFVNeWJsa01NOVptTEJCMHR4RUdrcTgwbjFFUTN1WkNORlB5RjQ3NDFFLTAwSnN1elE0VnJkSkIwSGM5eHl5NkJUd2djZVZ3M2E3OHRscEc1cDlBNXFISjhkZG9SMHB5dGJRU0NlV0dMOGxUZkt3N2ZTdEhQZjBFWU0zWVJOQTRYcW9NRG5DN0dYZ0lUTFB0YXJDZXR3N0w1VE0yNXZpOFdRUmdPNlJQeFpOOGdKUUNNcjRFS2t4RGZ6ODlweW8z
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r/gpt
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post
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r/GPT
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2024-04-21
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Z0FBQUFBQm0wR3JoUmVpQ3VBanc5U1k2UVAwQVlZUGJNSEJhTWpTNlVZdnNSTkxwb00zSzd3SXl3UG5BOFpubjljZGJqSUpXQmI5MmVDcS1oMklwOUl2bU5XUjctM1Q0bEE9PQ==
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Z0FBQUFBQm0wR3JnY0JHTlFOb0NPQ0VCaXdYVnlHRUlGc0cyY01McnBULWRZZ3FsYW1SbS1KeGFPSjJsZDdiNEdOZUFvN3ZuNjFuN29tWDJpQ1pFY0gtbTBjSXJ2ODc1OUJCMnhNZFZIeVRaUFZXTTlqeDdmNk92cERXNWMxVUJqRlpNR2VHMjVMa2NuMDVicVRvVGNESjVSUXpLUE1tWEd2NnZ6S3c5R1AzRUhfMi10a1lWNHBFNFRLQ0pvakllaWhnQU9LLWFQYWFr
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Good day,
I have been applying for PhD position during the past 1.5 years and keep getting rejected only because of lack of hand's on modelling experience. I will get into the interview stage, and eventually gets positioned on second or third rank.
We don't have hands on experience in ocean modelling as part of our curriculum and my dissertation was focused on data analysis.
I want to learn ocean modelling without wasting much time. Can anybody know how to learn ocean modelling by online. I prefer hands on experience. Any courses, videos would be much helpful.
Thanks in advance.
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r/oceanography
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post
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r/oceanography
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2024-04-21
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Z0FBQUFBQm0wR3Jock12Q3VSaWVyR2VTRGxGRGRSc2JDb3BYbU5kTEplTlczZ0FXOFdGWl92ZlU2LW5fb1pKNzl0ejNwWjVCZlhZTFVzTlh4TWk0MGpmaDlDUm9ZMVJoMXBIdTQ5ejRrTzYxZTB3NmlPV3lRTnM9
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Z0FBQUFBQm0wR3JndlRIUWNJVzdtcENNdmFZMDVYaWtRcllpT0E0RnFud3JjaVZESGlLaTJqZGdBaU1vSDVMZVNjcDRIalRmOUswTFppVktPY2gzVHJ5RU1HZFpKRXF1d3YxYnp4YWhxZEFzdE9MTjRDeFdIRFNnRkhEaFZTS0dMV09kb0FFVHQzUG1LNWNIaElKcW9HSVlkblJiMVRhUWdFcl9yOVR3RmRKN3Z3TTdRSWdWUzRKWlpTX1hqLXZHR1kwa1JfQlRHUEIz
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Making this thread because I’m curious as to what people think is a good low investment portfolio. Whether it be $1k, $5k or $10k how many coins would you consider holding for each threshold? I’ve heard some people say as little as 2, I’ve heard others say as many as 10. What do you think?
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r/cryptomarkets
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post
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r/CryptoMarkets
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2024-04-21
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Z0FBQUFBQm0wR3JoYTBiUkNwcmloWjZQUS1kYVZHaWFIbWxwa29yUzZDanJfZGJRZkp0WUxhRm85SFlGTkVkQ2pCUUdHQUptQXYyMVNuaktiZnF3QXV1ZkoyX1AyUEpHbnc9PQ==
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Z0FBQUFBQm0wR3JnQXhVaVpzQ0NJNnN3WGN6VC1NTktjSUEwVlFhUXdtQV9uYlhaSXpVY1hGT29EMVBFM3hLUF9DNmFxZnhRMGE3cHpsRllCbTdLWHJZWmtXWURSRjhYd2NTM0Z0MGxrbVNZaGl0SEhQOGJrREVaWUluaEVLLUhhamZJcXVhLUczWDNOY2xPdjFPbWFlSWJnSWwxNDhFRTZTX1JlMHdLWDg2OXFtTXh6VHBpclp3PQ==
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r/economics
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post
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r/Economics
|
2024-04-21
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Z0FBQUFBQm0wR3JobTBjb05ESy1mMW5ZWnQySDJ1OHdDZUt5ZHVZWGlORzRTZHZQNUtuNVZvZTdWRHNYd0tmY2tCbXlzNTNLMGc0cVNPU1VSSkJfbDJHcHNyRnlhZ2dZOHc9PQ==
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Z0FBQUFBQm0wR3JnZ3ZEaWpneXFTdU5TY3k1d2NDZDRSdVdiVllMWXlpMVAtMEwyQWJZSlc5ZkVRQVhvMHdseVdPSnBpN0hodDdTQWotY3Y0bVpiMHFVUHhpU2ppLTVCcTlKejRSa2RkVy1jRVZBWVR2RGs0YlUwQmhWSXZLSmtnYmlsQWM4RWNUaHlBVHNiaUlveFAwbV8tc2Fvd1VHNHBFc1JEWXFKcXlIbmlrTTBCSDVma29rMDRoYnZ0TTlvaXJqdDFVZlpsbTZSaXJhMnZWQXZxZ1BZamt2c2xsOGg1QT09
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|
Hello guys,
Can anyone suggest the Deep Learning handbook for beginners or intermediate level.
I am trying to work on text to image generation and I kinda stuck in here. Can someone please suggest a book which might be helpful for me to do my project.
Thank you.
|
r/deeplearning
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post
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r/deeplearning
|
2024-04-21
|
Z0FBQUFBQm0wR3JoUENRM0R6S2s1ODFXLUNKb0VTY1c1eGN1dktmeVViVC1GdFU0N0xoYzlRQ3VVT29FZUJ1UXJpcGs4V3hxQUt6S0tGMWpZQ0JrRWxZSW03azVsZnVGeEE9PQ==
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Z0FBQUFBQm0wR3JnMjY2b2tlTzlLb2RtV2F4RlRGUFRDNzRieTRrYlFCOW91MGxpM1dWMlFvemFFXy02Z1dVeTRKZERhWDNDcFdoc2M4a1B2MWpNSGFVSDk3Sno1dS1rTHBiWVM5TGFjcXp4TWIwVUJNTjBveW5PcWotSjI3ZzU0TXN6SVBGalFYTFltbGlSbGZSaHR1cmhvTERDdFZMM0tCaVRBTFRRclpXSFFWZ2EtWHBhUHBWcnJXdHFMRGdVWU1MYllzTnBGTXho
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r/politics
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post
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r/politics
|
2024-04-21
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Z0FBQUFBQm0wR3JoanpDc0kwY3lqVHY3LWpEdW9MeC1sbmRoclFDbkVRVVhROHdsZVRnaVJiZDBGU29Rd09ZWGlZM21VZTI1YnNod0RrcjRraUp3Zk1CbDhNWDRDVUtSV2c9PQ==
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Z0FBQUFBQm0wR3JnaWw4dENoUTVzbUVEb2xRbU91T2k1XzdsTEN4U3d5a0hCY2xjaXNKb2kwa0NJVHhOdzZRSm9ITHJDdHlKTEZkWTJMdEJOTV8wNWVlQUJxSDR3aGxSS216RTFGWncyaGRYTkZRZEplRFA3d1N5Tm9TS2V0NGZBMk5fZlJsNjQ2bUI1NGJlX1l4aHJGc3E4ZmZxLW1jT3F3enV4M0dEMjhPVjVxNmpQMW9Qb2Q1R3JVUVY2S0RDVVIwRGFHVHVhS2ZKVkRYRlI4VzBDNVBCdEZYWUZCWnNmZz09
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r/ethtrader
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post
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r/ethtrader
|
2024-04-21
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Z0FBQUFBQm0wR3JoRi16ZHlJRTU0emtXaFJRWGN2NlUtM2dwV1dJZWxJY0lGOHhLb0NOU0ZYV0NXMjNUTklSSkxhN01ublVxb04xOWozcDMwSnJSRWV6MkkyV08xSHpWNFE9PQ==
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Z0FBQUFBQm0wR3JndGRjR0p4dXU3Zk1XNmFJRldpSHQyVzJ2SHNGZ0F6c0NLTHFkeF90aWRzTTdqemdCSGZHV1psNmtzY1d3M1ZDSWJZa05NVElwUDhnQVFFc1ZJcUtsdVM4emtEc2drSDhjZS1Oc0JvQTY0S1lOOHc2Ymt5czlBSTBCd0JIRENyZGpvcV9Yc1JrQlpKZlk5cHJCUGhqb2c5V2hodWRqWEhYUzBlNUdTaE5wTThrPQ==
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|
r/blackhat
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post
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r/blackhat
|
2024-04-21
|
Z0FBQUFBQm0wR3JoU2VGbjZoQVlWU1pkSlJQd1RTb0NCS3JfZmVMTlJpSzc4QVAta05jSVN1eW00cFFzUzhKQi10VjNRYnA4Z1VkNmYtaVJsMnl2TmRvTDk4bFZwc2l3MEE9PQ==
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Z0FBQUFBQm0wR3JnQkMxdmgtaVVXcHBHYVF2U2t0aUtBUUFha19aVUh4MUpvbmk5U3FRUkpuemJ1aEc3SGNsVG84bmJYVFRMVE4yNXdINmV1QWlHbTIxM0tETTFHVmgxZm4wWWVJbGVkYU80MXVxNDYxTmJLY0E4My0tYU55dFU1Qlg3Z2FNRndzUzVfOEpDemthel9nQU81d0h2OFZ2VUswTGV4NUI0UDdNNXFvcjVDMW8taXZuRXgwSkFueDN3RkF5UHhpVjVBZUVD
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r/globaltalk
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post
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r/GlobalTalk
|
2024-04-21
|
Z0FBQUFBQm0wR3JodkFJZk5wMXhhZ1l4VnE5dTZ2SXFWZk5ZUWNpLURPa3lwYldaTDMwamJ6U2tTZnBtQmhNSkJ0SkVSeVRWNHRwNHBpbU0xc28wcXdISnV3RDBhQmV0RHAzazhzc1dWbGRweDR2VktFaGJnX3M9
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Z0FBQUFBQm0wR3JnMXE0T0E2LUF6NmJvUG5hRUZXVnBoODh5OU1VVEtkNGNSSGxEOVppRVRJenJBRkNKb0NvNmFWM3RCbnJrbFBkaWNIUDdQWDFFaGtnZFMtc0N4UUFlVGlrd0FGX1dZWE5TQjc0RE92V05hM3FHSHlVYW82R0pyeWhpTWw2cEE2VW41LTVlZjQ1ZV9wMEpaMzhBOXRFXzRqWndqaHpyYklJcmpHX0N0YzdWcDY0TTB1ZEI3eDJuVzR6YmlMdGFlb2xU
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|
Hello #Filecoin Community,
We are excited to elevate our beloved $FIL borrowing and lending protocol to a completely new level.
As the DeFi sector continues to make rapid strides in innovation, we have utilized data from the first phase of our testnet to propel FILLiquid into a sustainable future.
Today, we are thrilled to announce that #[FILLiquid](https://filliquid.io) is entering the modern era of DeFi, enabling it to keep pace with the industry's latest innovations.
1. **$FIG Staking**: Participants can contribute to the security and stability of the protocol by staking their tokens, sharing in the revenue generated as a result.
2. **Revenue-Sharing**: We are introducing a structure where not only stakers but all users of the protocol can share in its earnings. This design ensures that all participants benefit directly from the protocol’s growth.
3. **Token Burning**: To regulate market supply and demand and preserve the value of the token, we will periodically burn tokens. This increases the scarcity of the token and ensures its long-term value.
We ask for your support and involvement in our new direction. We are eager to hear your feedback and look forward to growing together with you. Stay tuned for more detailed information and updates about the upcoming changes!
Thank you,
Please join FILLiquid !
https://discord.gg/filliquid
|
r/filecoin
|
post
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r/filecoin
|
2024-04-21
|
Z0FBQUFBQm0wR3JoWWRSdzBnazVCRDU0RG9oVHdNRDY3SXVSRnhZQXdLd0FMdm1WQXBibWc1MUptVENVb19hSEJWeU5lajhKZTRTcWg5Z0Zmb2d0cUxFVzlscWFHYmpzM1E9PQ==
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Z0FBQUFBQm0wR3JnSk9RZFQwM0NDWUlWanZxdlREQ29XRVc2QkE1ZVZCRXgxZEl3Zlhwa1lpd2ZJQzJXOWxjRUg1d3RyaVBlb1NEWVVTT2Rya3JBbFZ3Q0E5M0JiZFVzaEFfRURBMTVKV1JWUU5xb094aVg2UXZmVUxweDlaMEZlTXFtQ0t6cDdRNHN5dkJ3MS1yY2ZKUUtIcVN0R2VPMDJ0R3NqUmh2aUFONDNfaXROZkFoU1M1akFvRzhkWGUwMDBfRF8yVWpSVGdpX2RISDV5dF9FZ3Zvb3lyTktUSTJWUT09
|
Greetings, r/GlobalPowers.
Given the ongoing arms race between ourselves, r/Geosim and r/WorldPowers as to who can be the first modern day r/xPowers community to drive themselves fully and completely into the dirt, I figure we should probably try and keep pace by presenting an update and, yes, finally, some action.
I'll be upfront about it. I have no information for you regarding the future Season 20; what it will contain, what it will do differently (if anything), what it will look like or when it will be. The past four months have seen no progress made and no plans finalized, largely because the mod team (what's left of it) has been busy, distracted, or generally too apathetic or demoralized to begin to claw ourselves out of the pit we now find ourselves in. This most certainly includes me; on a personal note, the failure of Season 19 has hit, uh, rather hard. I find myself incredibly scared of committing to any future plans and in something of a mental funk regarding r/GlobalPowers, despite my love for it. I'm terrified that messing up again might mean I finally bury this place for good and end up with GP's blood on my hands. And, y'know, look like a jackass. Again.
Luckily for you all, I am a young, freshly minted adult male—which means I have a bottomless pit inside me into which I can simply bottle up all that fear. This will have zero repercussions or side-effects for me later in life.
Moreover, the mod team has been charged with guiding this fair kingdom through whatever miserable future the twisted, bitch-ass hands of fate can conjure up for it, regardless of whatever personal hang-ups we might have about it. GP is not done yet. *We* are not done yet. This place is resilient, and it has a life left to live. And even if I am wrong in my assessment, and this place is to go down, I aim to see it go down swinging. So it's time to put a cork in that bottle, dust ourselves off, bandage our wounds, get back in the ring, and fight those *fucking* hands until the fighting is done.
The first step of actually doing so, of course, is to reconstruct the mod team. As you will have no doubt noticed, the mod team—what's left of it—has been reduced to about five people, myself included. Although the mods are committed to doing the best they can even with such a small team, this is not exactly a viable size even in the best of circumstances (and we are far from the best of circumstances); more mods are vitally necessary to both run the future Season 20 and spearhead whatever plans/community action items we decide to do in-between now and then. To this end, we've decided to go ahead and open another round of Mod Applications. I will now repost the requisite spiel:
---
#GLOBALPOWERS SEASON 20 MOD APPLICATIONS
**REQUIREMENTS:**
- Be At Least Vaguely Mature
- Speak English
- Be Active in the Community
- Don’t be Garbage
If you feel like you meet these very strict requirements, please don't hesitate to fill out the following questions and post your responses in the comments. These comments will serve as your application. Applications will be displayed in random order and upvotes/downvotes will have no bearing on our decision.
**APPLICATION QUESTIONS:**
Please removed bracketed notes from your responses.
- How long have you been a part of the r/GlobalPowers community?
- [Rough estimate is fine.]
- Do you have any Moderator experience? If so, where and for how long?
- [Non-xPowers/non-Reddit experience is also accepted and welcomed.]
- Why do you want to be a Moderator?
- What do you bring to the Mod Team? What skills do you have/what roles could you fill?
- What makes you a good candidate overall?
- How active can you be as Moderator?
- [We understand life is unpredictable. Go based on averages and estimates unless you are certain you can provide specific detail.]
The above questions are the only mandatory details required from applicants, and the specificity to which you answer is up to you.
Usually we would also ask other, optional questions about specific in-demand skills here, but given the situation we're in whatever applications we can get are good—so we're gonna skip that section.
**OTHER NON-MANDATORY STUFF THAT'S HELPFUL TO KNOW:**
- Other xPowers games played but not moderated
- Whether you can speak/write any other languages than English
- Rough age and location, only if you feel comfortable sharing (absolutely 100% non-mandatory, can be DMd or put in a Private Room if you choose to answer)
- If there is anything you wish to ask us in your application
These mod applications, unlike our usual routine, have no fixed close date; they will be closed whenever we stop hiring new mods.
It should be noted that it is possible for the mod team, specifically myself, to reach out to potential moderator candidates on an individual basis regardless of whether they have submitted an application. This is not necessarily fair, but this is also not a democracy, and in any case all applications will be reviewed and voted on so you should submit one anyways. Thank you, sincerely, to all who submit an application. Good luck and godspeed to you all.
---
As for next steps: obviously, we're going to have to work around and with whatever new mods we bring on. Moreover, as GP has adopted more of a community-server-stance of late, I intend to try and work in some of your feedback and ideas in hopefully useful ways—at least to the extent possible. As a result, all future plans are nebulous and subject to change. And as previously mentioned, I have no concrete timelines or action items to list for you, and absolutely no start date or deadline for when Season 20 might begin. But I do have a series of rough bullet points and thoughts I'm milling around in my head:
* Obviously, we want to desperately avoid the two-year (or, really, more like 1.75, but who's counting) interim period of the last break. However, I also absolutely do not want to be forced to start a season before it and the mod team is absolutely ready; I will not let that happen again.
* Whatever Season 20 looks like must be altered to account for the lower player counts we are currently experiencing and must avoid the pitfalls of 19 before it, namely the issue with mod activity, by somehow eliminating as much necessary effort for the mods as possible. If the game can run itself through scripts and robots, then it should do so. This will entail at least some level of effort on our part.
* A fair swathe of the stuff we did for 19 needs reworking to be made better, or even just finished. The Discord diplomacy stuff can be handled better so that it's less goddamn obnoxious to use, even though it was successful.
* I want GP to reach its full potential as a medium for telling stories in the near to distant future; I am still pursuing the fabled *Infinite Season.*
* It is possible that the accumulated mechanics and changes and patches and whatever else that has gathered as part of this game over its decade-long lifespan is simply too big and entangled to be properly reformed; rather, it might be worth considering a ground-up rebuild. I am kind of tempted to pursue an organized top-down sheets-managed gameplay loop where information is centralized in a backend sheet that flows to the various different subsheets. Yadda yadda.
* Needless to say, the above point conflicts with the first one.
* Player created mechanics *can* work well, if they are invested enough to formalize the rules for them and able to carry them over into the gameplay and demonstrate their utility/entertainment value. See Eve/Bob joint-US gameplay. We should probably be trying to incentivize more of that and work those mechanics into the game more permanently somehow.
* GP has a community; *is* a community; the one thing saving it from being nothing at all. It needs to lean into that more. We need to get back to doing larger-scale community events and activities like the Diplomacy Tournament, but this most likely requires mod team involvement to coordinate, and possibly actual funding to pay for things like server costs. That's a fucking can of worms right there. Dedicated """Community Manager""" mod who handles that?
* Annex to above point: G L O B A L P O W E R S C U L T U R A L A S S O C I A T I O N
* God I want the fucking wiki finished. I hate the wiki so much.
So yeah; none of this is anything even remotely resembling a plan, they're just ideas and thoughts; that's as close as I can get to an update right now. Feel free to leave your feedback or questions. It might help me expand on my own thinking. In any case, we'll also likely begin approaching the community to hold more organized continued discussions about what to do next in the coming weeks.
If any of the other mods have stuff to chip in with here, feel free to do so as well; your involvement is just as important as mine, and I want to make it clear to the audience that everything in here was written by Bow largely without mod-team oversight because I'm an ass. Direct all yelling to me.
As for future updates, I, again, don't have any promises. More will be written when there is more to be said, but there *will* be more eventually.
---
Thank you for reading, r/GlobalPowers, and for being patient with us. It is worth more than you know, as it has been, as it will be forever. Can't wait to see how many fucking pings I have when I wake up after this.
Until next time.
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r/globalpowers
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r/GlobalPowers
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2024-04-21
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Z0FBQUFBQm0wR3JnaTJpU0Ezd0IwMVdCWVQzZDEtQ181Z2daZUxsak5GVnpfN3d5Wm5zTmZzMUFudnM0UDVkSGl4ZHNOa2o2cTY3eGVIcHdBOUZZSE5SR093czU3NzZQODRTRlgzZ0oyNGNvbFZFOGVTallpVXVXZkh3X2FsbUx0VkNGMmViMmxNb1NpNFJEWDJ2RmlCTGpaOHFhancwbkhCOUp2X01admdnRWh1WFdFUk9VanlON1FGV3JIMlExakEydXd4ZHBWaV9NRnVabWRRMHRzNjJjTjdMbzhXRmxBUT09
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POGGERS!! :3
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r/globalpowers
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comment
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r/GlobalPowers
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2024-04-21
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Z0FBQUFBQm0wR3JnRVZBdldiM3BfdUl4SUJHckJhRHZKVWp5T2p4d2RRT2ZIdmVib0dyUGlhWm80SWt1ckM5Q29md3k3Qld4SjlCT3BVTVJPLThrUUZNVzZhNnFpOVZYWk1hRjRWUDFHbzhaN0dyeDE3VU5aTEdoaXE2d3ExaHNzaWxlVV8zdDBYaU9NM0dUejdqODZKY2R4bXlZVW9kdXlOWUUwTmdrNjlhdmx3ZHl1S0Fvd1dTbUhMd1dLbDRQTThTYVZSX3NUQmhSWU1JUHNXcDRhSDJDTjZLbEFaVXlQY21MaEVpeHQzMVI4bFh2WkhxMEVJbz0=
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OK so I am aware that [Pixel Unshuffle](https://pytorch.org/docs/stable/generated/torch.nn.PixelUnshuffle.html) and [Pixel Shuffle](https://pytorch.org/docs/stable/generated/torch.nn.PixelShuffle.html#torch.nn.PixelShuffle) exist. What I want is a similar operation but instead of taking every other pixel, it splits the images into patches instead and an equivalent operation to reverse it.
I want to use this as an alternative to average pooling.
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r/pytorch
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post
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r/pytorch
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2024-04-21
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Z0FBQUFBQm0wR3JnM1FjdWlzU010T3ZDOHZ1U08tUTRPWDRsdXdVWXQ5QjJNYkQtY3U0MmRpckZYZkZkb2loMEFCVUtjUi02X204QXFiMTJEWEVqLWNFcThjMXFIZzc5UEVnNTBubkYySXJfSG1GbXY1WnRpRVRTQUpwcF9DeHVmbmE5eWQ1ZjJBX2E2Wm1tUlh1RVh1dEhwVDRES2M3bjhXYzE3NlpLZzJjazc1alZPU1NjU1hPLVRzaGVMcWRiMG1uUXlUbFFvNHloRS1oUzhIY3FRZDVZUUVodUhHWWxQZz09
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LLMs are fundamentally limited.
They are built from a constant set of weights.
As a result, they store one constant block of information. Vendors are offering more and more plugins that allow their models to use external tools through APIs. This enables models to perform more complex tasks using Google, Python, or translation services.
What is changing?
Gorilla marks the transition from using a few hard-coded tools to opening LLMs up to use the vast space of cloud-based APIs. If we extrapolate this path into the future, LLMs could become the primary interface to compute infrastructure and the web.
[Gorilla vs. GPT-4 and Claude](https://preview.redd.it/c7hiegdeosvc1.png?width=1292&format=png&auto=webp&s=73562ca3dd4d1ab2a903767fd059b1de129d195e)
This sounds quite lofty. And it is!
And surely there is a long way to go before we get there but this week’s [paper](https://arxiv.org/pdf/2305.15334.pdf) takes a first exciting step in the right direction.
# Motivation: Why was it still hard for models to use tools?
State-of-the-art LLMs such as GPT-4 struggle to generate accurate API calls.
This often happens due to their tendency to hallucinate. Further, much of the prior work on tool use in language models has focussed on integrating a small set of well-documented APIs into the model.
In essence, the API documentation was just dumped into the prompt and then the model was asked to generate an API call.
This approach is limited. Very limited.
It is impossible to fit all of the world’s APIs into the model’s context window. So, to eventually integrate a model with millions of tools, a completely different approach is needed.
Here is where Gorilla comes in!
# What is Gorilla?
In a sentence, Gorilla is a finetuned LLaMA-based model that writes API calls better than GPT-4 does.
Let’s break down their approach to understand what they actually did.
# How Does It Work?
Their approach can be broken down into three steps.
First, they constructed a sizable dataset of API calls and their documentation. Then, they used the [self-instruct](https://arxiv.org/pdf/2212.10560.pdf) method to simulate a user instructing the model to use these APIs. Last, they finetuned LLaMA on their data and did several interesting experiments to investigate how much a retriever could boost performance.
Let’s zoom in on each of the three points to get a better understanding.
Their dataset (APIBench) was created by scraping APIs from public model hubs (TorchHub, TensorHub and HuggingFace). After several cleaning and filtering steps, this resulted in a dataset with more than 1700 documented API calls.
The second step is where the actual training dataset was built.
They used self-instruct to build instruction-API pairs. In plain english, this means they showed each of the documented APIs to GPT-4. Then they asked the model to generate 10 potential real-world use cases that would result in using each of the APIs.
Let’s look at an example!
If GPT-4 would be presented with the following API call:
model = torch.hub.load('huggingface/pytorch-transformers', 'model', 'bert-base-uncased')
It would output an instruction such as: “Load an uncased BERT model”.
Almost done.
Just one more step to go.
In the third and final step, they finetuned a LLaMA model on the {instruction, API} pairs. The resulting model outperformed GPT-4, ChatGPT, and base LLaMA by 20%, 10%, and 83%, respectively.
Not bad.
However, this only refers to using the model in a zero-shot manner. The model did not have any access to additional API documentation.
This begs the question: What happens if we integrated a retriever and gave the model model access to these things?
# The Integration Of Retrievers And Some Criticism
APIs change all the time.
This is a challenge for any model because the frequency of updates to APIs is likely to outpace any retraining schedule. This makes tool use particularly susceptible to changes in the very APIs that are supposed to be processed.
With arguments like this one, the authors drive home the point that retrievers are likely to play an important part in any tool used in LLMs. To approach this challenge, they trained LLaMA with different retrievers.
With mixed results.
They found that using a so-called oracle retriever, which always provides the correct piece of documentation, greatly boosted performance.
That’s not really a surprise if you ask me.
However, using standard retrievers such as BM25 and GPT-Index was shown to degrade performance by double-digit percentages. The authors conclude that using a sub-par retriever tends to confuse the model more than it helps.
This is where I have to disagree slightly with their otherwise great approach. They say that they only include the top-1 result from the retriever.
That makes no sense to me.
Everyone who ever worked with information retrieval knows that it is impossible to make the retriever return the correct paragraph on the top position. If they had included the top 10 or top 50 results from the retrieval step, the results might look very different.
I guess we can’t always get what we want. But I still wonder why they did that.
Before we wrap up, let’s end on a positive note!
I love the fact that they made their dataset APIBench [publicly available](https://github.com/JohnnyPeng18/APIBench). In an increasingly closed-source world, I am always delighted to see such acts of kindness to the community!
Thank you for reading! I hope you found this useful!
Lots of love and see you next time!
P. S. At The Decoding ⭕, I send out an email like this every week. [Click here to subscribe](http://thedecoding.net/)!
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r/deeplearning
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post
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r/deeplearning
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2024-04-21
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r/polkadot
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post
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r/Polkadot
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2024-04-21
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Z0FBQUFBQm0wR3JoYng2VjNMT3dkMHlTWWRDSUE3Q0FreUZmcWRlMl91YnJadXlVWXFKRU1YWUM0TkwzR1Q1Z2E0eThYNkFLSURwTVdmN0gzSTJqR3ZuYm1VdU5JMnRVckE9PQ==
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Interesting. I do prefer reduced discord integration myself, but a good system that works is a priority, whether on Reddit or Discord.
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r/globalpowers
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comment
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r/GlobalPowers
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2024-04-21
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👎🏻
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r/artificial
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post
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r/artificial
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2024-04-21
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Z0FBQUFBQm0wR3JoVjB6RFR5M1ZrWG5QaVhVUVd6NFViajJhQ1J5LWgxZ1RUWmRYSGdKRUFpU2hmOVYwYm1zRG9hVlVwV2k3LWlCNzNVTDQtNHZCSWx2MlVvOEEtSzVrZVE9PQ==
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r/openai
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post
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r/OpenAI
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2024-04-21
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Hey everyone, stumbled upon this fascinating article discussing the urgent need for AI integration in healthcare diagnostics. In today's rapidly evolving world, it's crucial for the healthcare sector to adapt, and this piece dives deep into why AI is the way forward.
Check it out: [The Integration of AI in Healthcare: Enhancing Diagnostic Accuracy and Patient Outcomes](https://7med.co.uk/ai-in-healthcare-enhancing-diagnostics-and-patient-outcomes/)
From highlighting the burden of diagnostic errors to exploring the promise of AI in addressing these challenges, this article offers a comprehensive overview. It delves into real-world examples, showcasing how AI is already making a tangible difference in patient outcomes.
What's particularly intriguing is the discussion on upcoming innovations in AI and the skills healthcare professionals need to develop to thrive in this AI-integrated environment.
Definitely worth a read for anyone interested in the intersection of technology and healthcare! Let's spark some discussions on how AI is shaping the future of medicine.
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r/innovation
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post
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r/Innovation
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2024-04-21
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Z0FBQUFBQm0wR3JoRnlvVXc3aENKNE1kbmVjQWYya3BaUWxaQnVMc2l0bG1tWmxrLUJ4TGR3VENWOXNaOE4wX2hRanZZZkx5VWxKMDlKa2JEenRTTmNwbVJGYTlZT3ptcFE9PQ==
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Please stay on topic: this post is only for comments discussing the uncertainties, shortcomings, and concerns some may have about Monero.
**NOT the positive aspects of it.**
Discussion can relate to the technology itself or economics.
Talk about community and price is not wanted, but some discussion about it maybe allowed if it relates well.
Be as respectful and nice as possible. This discussion has potential to be more emotionally charged as it may bring up issues that are extremely upsetting: many people are not only financially but emotionally invested in the ideas and tools around Monero.
It's better to keep it calm then to stir the pot, so don't talk down to people, insult them for spelling/grammar, personal insults, etc. This should only be calm rational discussion about the technical and economic aspects of Monero.
"Do unto others 20% better than you'd expect them to do unto you to correct subjective error." - Linus Pauling
**How it works:**
Post your concerns about Monero in reply to this main post.
If you can address these concerns, or add further details to them - reply to that comment. This will make it easily sortable
Upvote the comments that are the most valid criticisms of it that have few or no real honest solutions/answers to them.
The comment that mentions the biggest problems of Monero should have the most karma.
As a community, as developers, we need to know about them. Even if they make us feel bad, we got to upvote them.
https://youtu.be/vKA4w2O61Xo
To learn more about the idea behind Monero Skepticism Sunday, check out the first post about it:
https://np.reddit.com/r/Monero/comments/75w7wt/can_we_make_skepticism_sunday_a_part_of_the/
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r/monero
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post
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r/Monero
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2024-04-21
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Z0FBQUFBQm0wR3Jod3Y3UVZYY2w0ampRenQxdkZoWVVUOVpjRkduUkNzWEFzZjFrUmgtd19DVW1sZnBBSmRDakhZYUl3LWZuMy1pdk4zUXdJTENCOV9iRjRtX05PNGNfb3c9PQ==
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r/earth
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r/Earth
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2024-04-21
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Z0FBQUFBQm0wR3Jod0tQM21EbE5yNk1pVUtuZ1B4QjBkVC1STkJTYzJjd3RrNWNqU2ZBbUpWWHlFSkFEZ1F5SmRUcWM4Z3FRVnJ2dkVLY2hIT001d2RsMlZWbWtGU2tKQ2NyN2JRSkJLWXBRMGJDVWR4LWFIcjA9
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r/health
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post
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r/Health
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2024-04-21
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Z0FBQUFBQm0wR3JoTWh2UTY0Z0tpck5qemZWWm02T2VpM2VBYnBFRVl1TF8wSDJ4dUhIYkpxQ0NVRlFVakxzOWg1RjBydUZveU9tU2xXenN6MVJ4Q1RQQ2pGMlVBOXVIdEE9PQ==
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Z0FBQUFBQm0wR3JnRjV2bXRwWjZFZTNTUTdGS2QtcVNCeWFYcFI5eDZFTG9ZYVJlX1dhWXl6ckpvWThveXJWMnZwRUNWNHg0dnpIMHJvNmR3OUVTVWhGZzMyZmpidU5DYkw4UDR4SG9HT3RFQkh5ZGc3OFNkU3lVWEpFX3U4ZGlXWW03R0ltTmlZZ2IyYzVvTXN3SlE1anU3VlFadkpzbTE2M0tXbE8xQ05UY2NhQ2FnTW04Ym5ocDNUT3hfUE5lREQ5ZlVTbTFPRU1zRkJaNUZxWTI0aUltUllMLVFmU1VUdz09
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How long have you been a part of the r/GlobalPowers community?
7 years
Do you have any Moderator experience? If so, where and for how long?
6 years of xpowers
Why do you want to be a Moderator?
I don't, just wanted to annoy/scare bow with an application
What do you bring to the Mod Team? What skills do you have/what roles could you fill?
I will talk a lot but in reality only do minor upkeep on the yag bot or drop in to offer hot takes
What makes you a good candidate overall?
I have something approaching a college degree in arguing with bow (I used to draw more paragraphs out of him than anyone else could in the GP modchat, even if that was around 2 years ago now)
How active can you be as Moderator?
If you're lucky, 3 hours a week, but usually 30 minutes a week
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r/globalpowers
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comment
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r/GlobalPowers
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2024-04-21
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TL;DR: Tesla uses lightweight trigger classifiers to detect rare scenarios when their ML model underperforms. Relevant data is uploaded to a server to improve the model, which is then trained again to cover different failure modes.
How Tesla Continuously and Automatically Improves Autopilot and Full Self-Driving Capability On 5M+ Cars. A 5-minute visual guide: [How Tesla sets up their iterative ML pipeline](https://open.substack.com/pub/codecompass00/p/tesla-data-engine-trigger-classifiers?r=rcorn&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true)
P.S.: I spent several hours researching and preparing a visual deep dive of Tesla’s data engine as pioneered by Andrej Karpathy. The post lays out the iterative recipe of how Tesla improves it's fully self-driving and Autopilot capabilities.
https://preview.redd.it/tt1m3sevgtvc1.jpg?width=1456&format=pjpg&auto=webp&s=1d5d367d0943c31af6b49a94699123f6a73d2f03
https://preview.redd.it/8ffs2uevgtvc1.jpg?width=1456&format=pjpg&auto=webp&s=a88d8547ee3303de05339bcb01547ca893e1e1f6
​
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r/deeplearning
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post
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r/deeplearning
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2024-04-21
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Z0FBQUFBQm0wR3JoWlllUjR5eWJMNGhKYUpUMkpLZzVudnkxeUpkc3c5UWI5LUdqUDBIRWNMYUxZZUlWLW1VTWdtVk91ZGhLUWhXWUljRDNjWmxKRjJ0b0sxczhPRTEwZHc9PQ==
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Z0FBQUFBQm0wR3JnM0lkMElGTEZmNjJOMk5DWWpISDNnaFZqUVlJcTl3aENMX3VaOVh3Rkh4YVlwVkFFLXhCMk9ZNS1RQzBnMEgyVUZyT3FVQkdmTGRsbXhQaGxpVjlzcDhzVzE2WWtIZFk5UjlKbDJ0N0huU3B1T1poTEM3TUhDUWc2WWtwb2JESF9IMjkzb3hZV1Y4RG5WUmpOZGs3MV95UXhTUEYtRjZtdXRHTDEyS0JWeUYxX0NmdlRNNTl0QV9pYUtZRjZPNnVfYUVVS3FVSlhrcHE5endoVF8wS05Ldz09
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r/wallstreetbets
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post
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r/wallstreetbets
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2024-04-21
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Z0FBQUFBQm0wR3JoYUJlckJ2OG52OHFjUGVLQ3NUQ0lzckM2b3hwMDdoT05oZ3ZianNySHphcHowM29KMWJSeG5PMXl4VEJOb19keUF6em1EWFE3Z3o2QjQzQXlRdFd0Nll3OU1IdVlxbTNVbThnRHlFc3JSTDA9
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Z0FBQUFBQm0wR3JnWlltX3lpSi0wV1VFQjhXcGFuVWFsX09oaFVkNVJ2eGhKZnVYQWRXSlczRXgwR0dqS0hybXgxZVN2MVRxZm5jSGtydDViSE5KaGNMYjhwek1PdHBudHFUdTdRa0NldXRuUEZ2Z3VTY1U2R0V4T29PaXA3Rzh5b25vTzQzSklSZmh3S3E1SjMtTndaS0NyNDRfTmRIcG1mLS1DMW4tb3pTYVFtcE5ZaW92M2ZoWDRxOU1HQjRZQ1RTTWYyWm82dWkzQzZxRXYzSEJtQU1raGVwNFBOeGwwUT09
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Thinking about unstaking/unwrapping my STEth on lido because I need liquidity. The suggested providers are quite expensive, an Aggregator would be better imo.
Any suggestions?
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r/ethereum
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post
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r/ethereum
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2024-04-21
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Z0FBQUFBQm0wR3JoMlRyMVloZVdDcW04YnVJekxFbUdEcHg2Z281TDczUzNRVG11LXllYW1VZGFRS0J0UWZDRTN2YkRrVnZLZzM0bDg2N05PdUNGTWpzY1FKSDNFN2w0QWc9PQ==
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Z0FBQUFBQm0wR3JnSzRWZWhHMFZYNUNMMG9CQVVsOFlVNHhRRVNCUlZJV2h3dWhzZ0h3QjdqbTBEMllDd1k5LVFGQlBmeHphb0VvTUZoMVh6VWRuR0Z6Q3E5R1FfRm94b2dWaWNpeVlYWTJMUE9jM1ViZzFhY3JqN0VOb2p3Q2dsTkx0ZnN6OElmMi1iV2N0RmhvNmpkVW9EX09OYndlUDduTTdmbG9uNl9JbWhMTjg2cEdSNy1oOEptR0tkeld2clhYNGROOTFsSi1aN3AzY25VMVd0bnk0eE9Sd01RVkdPdz09
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Please share if you've built the latest release from [source](https://github.com/haveno-dex/haveno/tree/5c0d9a1ae51d365c12cb477896914a1e3ed4affc/desktop) or have any other insights on when Haveno will be ready to use.
Their subreddit, website, twitter (x), etc have no recent updates which is why I'm posting this here. Maybe their matrix server is more active but I haven't checked yet.
Full release on mainnet should be here very soon but that's about all I know. Can't wait!
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r/monero
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post
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r/Monero
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2024-04-21
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Z0FBQUFBQm0wR3JocXFTWnlMZUZ0RENZWlpjdFZGcmJIckhmcTVWYnN4QzBjWW5aQm5Xb0VXLWE0MmRhd2FnaTJiZEt3QXRBWmRwbFF5a0U5V1NWNTV6VFNKNTZ5UmFYZXc9PQ==
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Z0FBQUFBQm0wR3JnM2FheGdGUnZZSlZBX0s4QnMtUVlSUXpUS2hBX09FVWo0YU90c3dGX1d3bkIxUWZlZVBQVUR5MXA3NFZxNFZjakM2MWFvUEIzSFFrWXBuR0tEalVOdW9vVFBRT1ZVSXFUWXRPOW04VjdoSl9aZDNoOHRSYWE1clBPbTVfTE45cW9KWl84c2RBLWY3SENQNThuUG51WU5RPT0=
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I'd like to see Ayyyy Eye handle a bed pan
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r/innovation
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comment
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r/Innovation
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2024-04-21
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Z0FBQUFBQm0wR3JoWEhOSzJ1MUJtLU1wbFlsNHFsX2I4N0pETndFOFZlM2hTTWFjMmJ0OGFMQWRGbktiekZfYWN5TDlLZlFlRmQycHZWSTZfaTYwLUkwcXJ1S1lxbTdsVWc9PQ==
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Z0FBQUFBQm0wR3Jnb0dNWnlnb1RHRlcwR0lZWXBoaUtiTER2S2lMRVgxWmkwZDY0bTctVU5FSzduYnVZR0RTU1ZGY05tb09kNG90c2dhQ3hpVDhaUnM0VGYyV0pjLWpnbENYTncxcG81b1lXdHM4MW9DQm56Q3lQUlpaSmc2RjNqaF9fNU9KdXVURkV2bS1uMC1EaThiamxkbkthNjY5S2wtWC04UjdKbUJtaDNsYzVwVG5hWEI4VjdmWkZnUnlxNDNRRVU3VTRta0ZIUE5BQ0lXUlJSdS1JNkJHa2YzUXJwdz09
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When will people realize what's happening and do something about it instead of just complaining about the increasing costs of living?
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r/bitcoin
|
post
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r/Bitcoin
|
2024-04-21
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Z0FBQUFBQm0wR3JoNlYtUWVYeE9Ea29vLUpvS1ppZFNqM3FJSmh5WjlYenRqWHJVZmJMX3JPQTA1SmVoZ3dlQkdyMW1KVWZxZWowekJzbWhyalpHQ1VaMl9TTVo3Rks2OWc9PQ==
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Z0FBQUFBQm0wR3JnOUt3T3FRMlJ0b0gtRk1RT1lIdE1UN1VMVGt0S1NUTHV4LUNJR01TNHVCTXlHN0hUWnZDY2pBU1VtWWg5RkVBUEU1ZjRtTk1Vdnk1QS1qWUVTRDFzR3lRbERMVXY1TmZ4ZGhkaHhuYWk1Mk50MEVSX0FXUWYtRUk0anpDTGFNZHUtUjNZLXQyLU9Ya0dHcVpVVElWZENON190RWZrSmgyMXQ5S0FzaE13c1gtQ1hVNmd0TWtmR0Q0a0Y3SzhGTktPQklselVTWGdFQWljNU9FemdCTnRFUT09
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r/btc
|
post
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r/btc
|
2024-04-21
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Z0FBQUFBQm0wR3JoZHI2Wl9RNjhEUmJuenBXQUJKSjNwSXE4UEhmYUVIT1dJb3B3dkM2aU1FcEowQmdGNmx1dzRubFZiV1VEUHlMS2xRbjFVVTFwb3hCMXNiOHR1RmJfTEE9PQ==
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Z0FBQUFBQm0wR3JndWoxbDRscnNVYmFUN3hpLXlQVVlvZkpaYmdrRWJXYVdFTlpkc09BV2V1SE9DSEt2cjRnZnlRNXZ2OFR5WWNQeXZvbjdna1dxb3JvZElvcDN1SjBsejFZNmtCWURFenFCY2I4Ynp6WGxxRWJiR1p1R2x2akNBQWhCWEpzRUdPR3g1bGF5N2V2dXBjSFFpMWsyRVU0dG91bzRlR0RFeFpSNDdlbnBTRWh0M0wwPQ==
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Hello fellow Redditors, I already have my long term portfolio with ETF’s such as VOO, QQQM etc. But I want to save some money that I’ll use for holidays or maybe buy a car (possibly 2-3 years) without touching my long term assests. Obviously T-Bills (SGOV) are very safe and it usually delivers slightly better than inflation, but is there a better alternative that you can think off that has very little risk and help my savings grow more than T-Bills?
Thanks
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r/investing
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post
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r/investing
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2024-04-21
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Z0FBQUFBQm0wR3JoME9ncnlsWUhIeUt0clVORjB2TGhLTFJpLWpxMUdDYVpodUVMU3NQZDljV3NVUjduUFBWUThuV2lEdVd4aFRjSGE4Y3hfd3VDbzdVQkhYb1NmcEVfWXc9PQ==
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Z0FBQUFBQm0wR3JnTkhTa2ZwenBGN2JpeVkycXZzUGR1Nko3d1FPcy1tME42cFdMYzQxOWdOVndSQnFDdnJUdU9SVnZVZk5MejFuUllKV0ZXQXJaS29zcVZHZEJGOVViR0pFSkZwRXVSOU5wMVJoSnJBdm10akF1NndEVzVQbVN0b0pGQ05LN2ptc2JLSnc5ZmpIeWRUckJqX1dnWExYdnRVMkJYR09mMURZcHFaejczLVRXUDZIT3VOMXdQUF9MaldGTm9Oa1Z5elp4UTRLcVN6SXZnaklsRzZQS2NEOE13QT09
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r/ethereum
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post
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r/ethereum
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2024-04-21
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Z0FBQUFBQm0wR3JoZzZiV1ZqYW9mSnFtdWRXS2VLYURXZGZwMkF1THpGR2xBX0VCQzBlc29FeHRtN0xkM0FLUHF0bWI2WUY5R1QtOHl3NExUazl2ZENhWmxrenFSQ2dTMGc9PQ==
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Z0FBQUFBQm0wR3JnbWx2R1RRM2UzLUFsQVVNT3FHaE1RUVhXTVNMNTZyY0RraUFKcFduY2M1SGMyNENjSHYzNExfODlpWU80YkRzS19UY1BfOU5OOGI5TV9fa1FJbndoS0tldkx2NU9BUGpLQTB0YjRCRGpNemNiSmllN3NpRnlZbGNHWllHOE9YZUt2Z0llaGIxc3dBU1VleVJRczZldmJjYkFES3ZWcWF3WENxZmF5NHI4dnRiQjRvSkJ0dTZGc3dLOWhEXzBfSVpfdVpDM1d5TzhjTjZmOXVNeE5CNXJ1QT09
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When I first started my ML journey about 4 years ago the most basic intro level recommendation algorithms I learned were about collaborative filtering and content based filtering.
I want to know more about what the current state of recommender systems is. How has it changed? What methods are people trying to include in search of better recommendations? Has there been any mention of including causality in recommendation systems? This latter seems like the most “up to date” advancement, but I have yet to find an overview.
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r/machinelearning
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post
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r/MachineLearning
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2024-04-21
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Z0FBQUFBQm0wR3JoTXB1OUVLZml2TkZmdGZRMjcwYW5kdGE1U3hENHhadVE5RTZ0di0zX0tVbDVLVlFSbXRuaWQ0N1hBclRBT3hqdmdNWGZNUG1aYW5oVnFvS3dVbkRmRHc9PQ==
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Z0FBQUFBQm0wR3JnT1pKNzUyOFI4V3dpRXd1aERpU2lGTEVPWVBCSWVrMzZ4VElVbXlzWEJLekFYMHNvYW5xMTY0RWJ1ajFHQ1ZFZnpHQVJTRlczQ1QzUmhka05qUndzMkF5S3lpN1pBWmc3UHRxeUkxeTA2Qlkza0p4cGMwMHloQTZ0UUhNbDVlYVdaY3FQZTlKNUVDOTBjR3Q2M0d3X3VrMk82WjZnVll5b1J1RXJ3dllDZjBfWmY0NTVTSjNpTkUzQnN0X3pwYm9WZzdyMG5CbVp3d0UtU1JkNWRUUk1CZz09
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r/economics
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post
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r/Economics
|
2024-04-21
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Z0FBQUFBQm0wR3JoSzJ6RkNBaFpFeE0tamVZRmwtbk54V0x3NHl3dkJ0bnZsOGF5cndwNldoeFdiN1dqUWNkQWNDNk5HMmxLdk1VYnVLanQ1UjJzS1lMSEc1OU5mRjRadE5OUnYtYVE0S0U4U0NtNHFVWlRRVGs9
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Z0FBQUFBQm0wR3JnWjVnT01RaFUwdHlHeW9EWjgxa1FHUm1UYWwySS1qWGpGd2k1Tm9SYmJIc3hjTGJiUm5RdDRkbkppMTJjSjFjRVl4ZjRTZ3U4elEzUEJESFFlT2lnSVJIcHZYblJGcno2dUN5dFV4Y0h0ekRBbktMT2hlWHNmWFNiRmpMRTQwMWxidXFGSFQzaEw5cFk2NGpaYXNQcS1JbXlRSzlUc0gzVlVnVV85eG0wS0VRYjN5X0g2a3pDS0Q5aldNRGtGZ2xEZEFUTWR4cnJZME15RFB5WkRFd3pmUT09
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I am a Jr. DS with 1+ years of experience. I have been assigned to build a model which determines the pricing of the client's SKUs within the given budget. Since budget is the important feature here, I thought of weighing my features, keeping each feature's weight 1 and the budget feature's weight 2 or 3, but I am not very confident with this approach. I would appreciate any help, or insights to how to approach these kind of problems.
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r/datascience
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post
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r/datascience
|
2024-04-21
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Z0FBQUFBQm0wR3Joc3laNnR5VFQxUnpMMFVERVpQZEVFeEg5MThRSWNWdEZBN1RFR1ZpLWJPQmZCREVuUWpOOVZEMnFNQ1dtUHNieDVxOVBPN0ZqTUdFTDhlTm81djlaSmc9PQ==
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Z0FBQUFBQm0wR3JnczBCWmlUdXNRY0NickhMbFM1WnhEZWViUzBJU0tiWVlXSnpON0tOWTd1ZWNqVWRJRUNubkU2VWZEbDV1aWF3VVVpV3BCZkZ3dHd4VUtsTS1mVGYwX1h3c3ZHaXVQMGdESlBxU2xSUUxpQWp1eVZNdVJyTnhwVkM0ZjFRTldmUVI5ZGg2NVd2RkVSZVRxeGNTNzlEcG5sVnhKd1RtUUUxQjBTb19IWHNEVlRGdkNZdGtERTZDVnBNOVl6MVR1SEZk
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r/tech
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post
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r/tech
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2024-04-21
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Z0FBQUFBQm0wR3JocWo2WFZva19pQmluQ0Y1dVBucVNwWl9oS01NcnlMYU5HanE5Y1NxWDRaREc0eF9lMF9VZjJXU2l2eDhmY1R2RE5rS2RGcExlVlhRRi1hdWJSWlBhUFE9PQ==
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Z0FBQUFBQm0wR3JnZWJIRlROLWZIU25qdHdGcjA4V3AzZnpiUTZ5Mnc5U21IcFl6ek5WWmZkdkNSWjBqY0pjZVl1cF9JNkUzbWpOdWVPdzJyV2ZFZkdwTHRyUDg1YktjbkowbHlHNVJZeEhvSEdiY0xCa0pLNkZCZnJsc2xDX3NNT2xWZ2RURnprRlRBUk14a2RZX3g3dFJ0R2Q4ckVYM2RSUkpudVBXaHp0SGx3OGNKbmpMOGxsaW9QVlB5cE9JdXhvb3dDRmVmX1Uy
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|
Since the time got interested in AI and ML, I have always used python. My grip over python is pretty good now.
Recently I have been thinking if I should learn a low level language. I already know one high level language.
Do you think it will be beneficial to learn another language like c or c++ in the context of AI? Will learning a low level language help me in AI in some way?
If I should learn one which one should I choose?
Thanks
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r/deeplearning
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post
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r/deeplearning
|
2024-04-21
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Z0FBQUFBQm0wR3JoYTU5RkVwR09IdjQzdENCVFp3eHhvOG1vVWlLaXFpTkdBdVYwYUgwREMtbzJBbVpRd2tfYW9HR21uUnNrcVRjYjU5RzhUVXBxT3lEbnV1Sm5xLU0zLXc9PQ==
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Z0FBQUFBQm0wR3JndWh6VXlLSTBWMjdISXZnNnV1NTFsMnRQRmtjV3V1NkZMU05Uc2d1dW1FLThrX3U2Q2p5WDlYdDYycFB5T2J5TFFNRlFGZU5QZ2ZJVFpyUHNCb3VmR1daWFFfZFVLZjRIQS1rN3VJRkYzdkFJTHRJMkVHZXllakFKd1I1cXROb2pBUVZIX2FWSy04Z3hORTAyZHhNUWFfV2VFUjRDMnlSZkE3d1VDamFTNUFVZkpmVXlPajJHTXZqOTNGcDF6TkNkbDZjaHhlMmlreU5LaEtDdkxMaGRRQT09
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r/politics
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post
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r/politics
|
2024-04-21
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Z0FBQUFBQm0wR3JoSHFTM3ZBNWo1UllUSUJIcUlzWmFGMEFFQUhKaEdnbmV0ZWRkRlc1Ny1TdEoxQWdjSl9vUVM1LXRqMFJ3QUFwNGpNZ1otN1ZucHJYeGpCbl9ublBneFE9PQ==
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Z0FBQUFBQm0wR3JnZVB2ZkFvUzdhRTRTaFNkYWk3LUZ3Yl9lY2VDcU5HSDlLSkFwdDNBNHJ4VFdkdmNCWXFsaXdrTm1NTm8zaEhRTDdFeVU2LW1XWko3ZXdadVdaRGJUbzlhdlg0TUVCZzVmbFVycGJaSjkxSEJMQ015S3h0WEdKNmlvNFcyUWFXdzBxaGNBOXQtUm9pM2pPcHN0eFRBdmRlY08xQnZiNGZtMnpHTTR1aUVrMEFpM2Q1c2xCVWJlZGtXRXdWVFhDSjVRUkRuc1hLNVRuU3F4X1lrS1FIVTF2dz09
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r/technology
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post
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r/technology
|
2024-04-21
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Z0FBQUFBQm0wR3JobEtVaGtZbFlIUUpjalQzRHdJb2RRanlnTFRMSTF6ckNJRnFsQXpxT3ZaM2pmaDlFR1g1Mld6RXNiaXZFVEVvRVZGcTBiaVdEWDFnM0EyYXRKdVFiVnc9PQ==
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Z0FBQUFBQm0wR3JnTUZKUnJXSEt5bEdkV3dtU3A1aHRzRHY3bDdXaHNSSlUyMnhyQm85a0RldEpEUGRGckNMd253aHhRdFQzU0RHejl5NklYZlF6bEFUaHJWVVNtVXlxVWNCem9jWk0xLVczc0pXMkIyQUpRbng2RmtxcEhZQzZYZkJhS1FNeGtZOFZzUlZ4d3FSMWQtOVdCcC1kcGE3WUdyMnM2Q3VtQzVhUDYtcFIzTk5LUTMwU09la21DMlpManlrSWpUc05odVNtWjBpa2lZeDlCOUNTbVdKdVJxMENLZz09
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r/ethtrader
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post
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r/ethtrader
|
2024-04-21
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Z0FBQUFBQm0wR3JoTmVXWi1ZS1lDeDMwV1NPRzRLb2NkNFlnMHduRjk2Q3Z6cFlDS18xMzAzeU91SlBBdlZONUpoUTk5eU1DTEtiMU1lWVFCcXF5bVh1N283b1JMaHp2VkE9PQ==
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Z0FBQUFBQm0wR3JnX2dLZ2pPMHp6dFdDdFhXZ2NlM1A0dGRhY0pyYnFuLXBfMXpud05PSmZlcDhsdmtpd3ZOYzJ6bHJvMHRQbnFibHR3X0FVUUZTdEZBbWtaMHVVTnVLNzhyMDYwSTdWOWRjVU8zNS0xSTBzTUlBMHNtTE5fZ0NrZ19pNnprNFZ5OTBvdmtrRk5GeUY2ck5uYW5UZGR3MkNHdFZlaUYxSXVYUG5NRzJmdDJpMlBaNzJrTkdQelN5Z2N1MFNmZE1JUzFVc3FTekpoZmFsRno2Y1ZxbEZWLVhYdz09
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r/worldnews
|
post
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r/worldnews
|
2024-04-21
|
Z0FBQUFBQm0wR3JoY1VmN3B1TlJxVHJuTHQ3SG44dVY0Ml9PUFA1S2sxRngyLUtHNkpPZ1RpY1FFOXJJZHB3R0hXSm1GdFYtVDByNk03MEkwSEp6S3hxemVjTWk5OGo5RkE9PQ==
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Z0FBQUFBQm0wR3JnN25Ea2pzdzJydnFwNzA1bUlZNmsxMm41alBUSnZFY1dfVWNQQWlQNGhVdXk0cUw1QWlvRkdkbVlBLWh3c2duMlBHb2FiZ0RuY2xtYnNHZkVRcmNkS3Z1YlhNWDhFZVA2QmFBZFRFQ3dJekhKNEtNT29xRjJKaW1LZjZrUS1QZzVKTW8zanJyb09RSjhxWHc0bTBJRjZFdERzSTM1X2NnaG1WN2dlRE1zb2xpRVcxM3NvYWF5dUl2Tlc0SHNTc1hQZ1lKSG14dHZjWVVjYS1CeWxvVDltZz09
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|
r/finance
|
post
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r/finance
|
2024-04-21
|
Z0FBQUFBQm0wR3JoaU1zQ2hoUDJXa1RneE4zYUVnWV9JV3pjWDRFbXcxeHhVc3RMWi05SWdWRWNVZFh4RE50MHYyaUJWU0FseHlZVGllSTFCNFF6dFVwbUdoTWRBVlBXWGc9PQ==
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Z0FBQUFBQm0wR3JnSXFLMzMyUUgtQTYxREdZYkM2TEJGREhIa0VMM1RrdlFSZmgxSG5kUkFrLWNxZWNCRzVYV2JUT0tsbV9fWk9pUDVUcE1FSFE1TGlYNUQydWhWZHZ0YkZxcUlVVEtBUHRQWjRHTlZFOW5zdk1YbmhyanhXOGlPR0NBX1lxYmRrcXZaVi1NcUpYbGZYRW80SWV0UmRPekpkeExTQmN3czNaNGF3QlAzc2xENjQzLXVUeVpNYmRuUVJNUDcxYUxzZ1pVb1JNODhSZkRSa0VEVUhNaG5nWTFtUT09
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|
The birds of course...
|
r/chatgpt
|
post
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r/ChatGPT
|
2024-04-21
|
Z0FBQUFBQm0wR3JocWFiaFdYazdaS25DbXdQY2xrdmo2NHoteFg4QjVvcUpVc21Nd0FXYWt2T0F6UThxeWxWUmFOWi1RbndaWVBKeVlRa3VOWUFMcTZ1QXlEVTQ2Qjg5anc9PQ==
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Z0FBQUFBQm0wR3JnLUNOWWJRT01GZXlGTXd0OWItbm5GUDRIUGRtMElPQUlQbFRUV1ZxTkZrYTRQVjNsTFEtcjE4N1lpNXpWOU1kRURuVGl6dUo4NFZxVHVkc0o3cEJORExtdTY3bDh6MkROVzlPdVRUdGs5MUFPRG9RM1MxV1hfQTRjMkpMbmxYSGU4ZUlYSjdrYXNGRE1nVUZYQ1BKeHV0ZFNkTFF1bkdWOGdINzJBRUZyRW5zPQ==
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r/btc
|
post
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r/btc
|
2024-04-21
|
Z0FBQUFBQm0wR3JoSWZXTVV3RFVUUDhaUGdNTGlSQXczc2JWb1ZwZWYwa0JoYjc5RUxrZ0QzT1dyazhGa25YN19ocldqY1VmRTFIZkdLU2dwWWxXRTFQZFpwLUY4NFJHQnc9PQ==
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Z0FBQUFBQm0wR3Jnand3WjlSSXd6aGU0MUlVeUNVb0JScXdSeDlKQmpDUmhaRUZJVE1jY1U0WGZYMGZsTWk5alVBdFBSNVNIV0Q3Z0YzRUtCM0k2QlNlNWdDMkRxQnk2LUhORWtjazYwRHl1dEt6R2JKVWpsbFpBZlRMOVFoRldRUzcxVEVPQk12MVFTdUxKcTNmUHotMXZwWjFyMDZuT3RhbUJtUzBOa1VTNWpDMUxPSlJfSG5fSDYtd3hmX0hGRl9xa3dVNUlCTlBT
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Please use this thread to post your current Climate Action oriented discussions and any other concerns or comments about climate change action in general. Any victories, concerns, or other material that does not abide by normal forum post guidelines is open for discussion here.
Please stick to current subreddit rules and keep things polite, cordial, and non-political. We still do not allow doomism or climate change propaganda, but you can discuss it as a means of working to combat it with facts or actions.
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r/climateactionplan
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post
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r/ClimateActionPlan
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2024-04-21
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Z0FBQUFBQm0wR3JnOFNQU2VhUkZDX2ctNjEyQzlOQWVEb1cteG9fdDMzMVhJS0d6bmxHTkxvRTZkWFVLeFFFY21GcG1UbnVoRnEyWVZaczlWS2ZSMnkwQXo2dXo5VHJfOWhsbWlRaV9ncENsMnQ1Tkhza3JEcE5PT1AwZ0J4MDdibzltdFk2a3RpM09ERWt0MTMzVVR5QWlpakx3V0JmLTc2bmQyMzZLbnJFemthQWljNjZfUm4zeVVKMHBSdVQ0aFhEQVhWRm5UQXJLb25iT0huNEJza1MtOUZwMlVsSGFLUT09
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r/btc
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post
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r/btc
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2024-04-21
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Z0FBQUFBQm0wR3JoUk5BRFJHRy1meVNEMUU2YmxFQWJLREtZd1pPVHJ2WFJZR1JVOTZRVDNuc3ZidDA0MjVNUUlXcWtQNC0teVh2dUNtX05hbWZ2cGJNd2IxdmJKLUZRU2c9PQ==
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Z0FBQUFBQm0wR3Jnc3RSeFZEODZUUG9oN0RmLVVYdWxSS1JMalVHM2hnRy1YOUpBVklNZU9iUEkydFlpeHVxNHVnWmVERFI3RktNd2R3UUREQWZZczRmYkpPVWZlVkpMT2tyUmRtdmYxWnNRUjBNQ0h0RG1lbjR6OVhaMDNyZ1plNXQ0T1JqakpaU25vQ09rTUdzTUpDRjhUcDk3a1hwQ1JsY3o1VEVCTWZQQnpsaXBxQjJiSE55QjlaRVUxMjkzQTduRWtVeUp6NWZU
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r/gpt4
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post
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r/GPT4
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2024-04-21
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Z0FBQUFBQm0wR3JoX29GcmtiZHdXLXpCRDd1d29mMnJIc3pfaHN3cHFMYjQzNUVPRU1Nbl8tanFyYUlHWC0yS0JjTDNyeVdZZmpESTJiSEhNanVoNk1xZEh5di1tYzZ6RkE9PQ==
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Z0FBQUFBQm0wR3JnQmtWQVo1WUVfZUFRajdmSGhqbHpmVUFMU3RpeFBvZnhOZEg0VXNBRVJaOTlhaTEzbXQ1NWFZRllrenlZQUV2NTVoSGhBY1lpYVBBMlRfWFIwQjN0Vi0xUGhUVnhHb1pxRnpJSkFCdmpacUpMcmNJRTQwSlJvSTZSMWRBQ1NvZkxmczIxaWRFaVZLU0g3dDFoRlZpSTFxMktEb3V1SFAzUS1TZ0h5NGozWUNBaGRoUGtUU3ZRTW5iblN0VlRTUHQyaDZ5R2RTeExONUNIdUV1TjZFRGd2Zz09
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r/politics
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post
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r/politics
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2024-04-21
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Z0FBQUFBQm0wR3JoRzA4TUV1b2YyaUpZV1JBSWZaWEVKN09fT2hWMVZycTJDLWlHX0FNd1pHdzlKWWNUdk1FdkhiRnJzSTBUdWRNOW5rdzRRdG5Gc3Z3R3ctLWZoSXR1MVE9PQ==
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