• bitcoinBitcoin (BTC) $ 68,001.00
  • bitcoinBitcoin (BTC) $ 68,001.00
  • ethereumEthereum (ETH) $ 3,284.70
  • ethereumEthereum (ETH) $ 3,284.70
  • tetherTether (USDT) $ 1.00
  • tetherTether (USDT) $ 1.00
  • bnbBNB (BNB) $ 582.74
  • bnbBNB (BNB) $ 582.74
  • solanaSolana (SOL) $ 183.57
  • solanaSolana (SOL) $ 183.57
  • usd-coinUSDC (USDC) $ 1.00
  • usd-coinUSDC (USDC) $ 1.00
  • xrpXRP (XRP) $ 0.603706
  • xrpXRP (XRP) $ 0.603706
  • staked-etherLido Staked Ether (STETH) $ 3,284.09
  • staked-etherLido Staked Ether (STETH) $ 3,284.09
  • dogecoinDogecoin (DOGE) $ 0.134825
  • dogecoinDogecoin (DOGE) $ 0.134825
  • the-open-networkToncoin (TON) $ 6.74
  • the-open-networkToncoin (TON) $ 6.74
  • cardanoCardano (ADA) $ 0.419001
  • cardanoCardano (ADA) $ 0.419001
  • tronTRON (TRX) $ 0.137481
  • tronTRON (TRX) $ 0.137481
  • avalanche-2Avalanche (AVAX) $ 28.83
  • avalanche-2Avalanche (AVAX) $ 28.83
  • wrapped-bitcoinWrapped Bitcoin (WBTC) $ 67,975.00
  • wrapped-bitcoinWrapped Bitcoin (WBTC) $ 67,975.00
  • shiba-inuShiba Inu (SHIB) $ 0.000017
  • shiba-inuShiba Inu (SHIB) $ 0.000017
  • chainlinkChainlink (LINK) $ 13.58
  • chainlinkChainlink (LINK) $ 13.58
  • polkadotPolkadot (DOT) $ 5.86
  • polkadotPolkadot (DOT) $ 5.86
  • bitcoin-cashBitcoin Cash (BCH) $ 377.29
  • bitcoin-cashBitcoin Cash (BCH) $ 377.29
  • nearNEAR Protocol (NEAR) $ 5.73
  • nearNEAR Protocol (NEAR) $ 5.73
  • uniswapUniswap (UNI) $ 7.71
  • uniswapUniswap (UNI) $ 7.71
  • leo-tokenLEO Token (LEO) $ 5.82
  • leo-tokenLEO Token (LEO) $ 5.82
  • litecoinLitecoin (LTC) $ 71.38
  • litecoinLitecoin (LTC) $ 71.38
  • daiDai (DAI) $ 1.00
  • daiDai (DAI) $ 1.00
  • pepePepe (PEPE) $ 0.000012
  • pepePepe (PEPE) $ 0.000012
  • wrapped-eethWrapped eETH (WEETH) $ 3,426.90
  • wrapped-eethWrapped eETH (WEETH) $ 3,426.90
  • matic-networkPolygon (MATIC) $ 0.514873
  • matic-networkPolygon (MATIC) $ 0.514873
  • internet-computerInternet Computer (ICP) $ 9.80
  • internet-computerInternet Computer (ICP) $ 9.80
  • kaspaKaspa (KAS) $ 0.181660
  • kaspaKaspa (KAS) $ 0.181660
  • ethereum-classicEthereum Classic (ETC) $ 22.97
  • ethereum-classicEthereum Classic (ETC) $ 22.97
  • aptosAptos (APT) $ 6.97
  • aptosAptos (APT) $ 6.97
  • ethena-usdeEthena USDe (USDE) $ 0.999597
  • ethena-usdeEthena USDe (USDE) $ 0.999597
  • fetch-aiArtificial Superintelligence Alliance (FET) $ 1.29
  • fetch-aiArtificial Superintelligence Alliance (FET) $ 1.29
  • stellarStellar (XLM) $ 0.103275
  • stellarStellar (XLM) $ 0.103275
  • moneroMonero (XMR) $ 162.23
  • moneroMonero (XMR) $ 162.23
  • mantleMantle (MNT) $ 0.855201
  • mantleMantle (MNT) $ 0.855201
  • blockstackStacks (STX) $ 1.85
  • blockstackStacks (STX) $ 1.85
  • render-tokenRender (RENDER) $ 6.80
  • render-tokenRender (RENDER) $ 6.80
  • filecoinFilecoin (FIL) $ 4.64
  • filecoinFilecoin (FIL) $ 4.64
  • dogwifcoindogwifhat (WIF) $ 2.64
  • dogwifcoindogwifhat (WIF) $ 2.64
  • injective-protocolInjective (INJ) $ 25.93
  • injective-protocolInjective (INJ) $ 25.93
  • bittensorBittensor (TAO) $ 352.83
  • bittensorBittensor (TAO) $ 352.83
  • makerMaker (MKR) $ 2,669.55
  • makerMaker (MKR) $ 2,669.55
  • okbOKB (OKB) $ 41.03
  • okbOKB (OKB) $ 41.03
  • crypto-com-chainCronos (CRO) $ 0.091666
  • crypto-com-chainCronos (CRO) $ 0.091666
  • hedera-hashgraphHedera (HBAR) $ 0.068292
  • hedera-hashgraphHedera (HBAR) $ 0.068292
  • arbitrumArbitrum (ARB) $ 0.730751
  • arbitrumArbitrum (ARB) $ 0.730751
  • cosmosCosmos Hub (ATOM) $ 6.17
  • cosmosCosmos Hub (ATOM) $ 6.17
  • immutable-xImmutable (IMX) $ 1.54
  • immutable-xImmutable (IMX) $ 1.54
  • vechainVeChain (VET) $ 0.028521
  • vechainVeChain (VET) $ 0.028521
  • arweaveArweave (AR) $ 31.20
  • arweaveArweave (AR) $ 31.20
  • first-digital-usdFirst Digital USD (FDUSD) $ 1.00
  • first-digital-usdFirst Digital USD (FDUSD) $ 1.00
  • bonkBonk (BONK) $ 0.000029
  • bonkBonk (BONK) $ 0.000029
  • suiSui (SUI) $ 0.789788
  • suiSui (SUI) $ 0.789788
  • optimismOptimism (OP) $ 1.74
  • optimismOptimism (OP) $ 1.74
  • the-graphThe Graph (GRT) $ 0.200591
  • the-graphThe Graph (GRT) $ 0.200591
  • rocket-pool-ethRocket Pool ETH (RETH) $ 3,677.18
  • rocket-pool-ethRocket Pool ETH (RETH) $ 3,677.18
  • flokiFLOKI (FLOKI) $ 0.000181
  • flokiFLOKI (FLOKI) $ 0.000181
  • renzo-restaked-ethRenzo Restaked ETH (EZETH) $ 3,332.01
  • renzo-restaked-ethRenzo Restaked ETH (EZETH) $ 3,332.01
  • mantle-staked-etherMantle Staked Ether (METH) $ 3,415.70
  • mantle-staked-etherMantle Staked Ether (METH) $ 3,415.70
  • bitget-tokenBitget Token (BGB) $ 1.14
  • bitget-tokenBitget Token (BGB) $ 1.14
  • thorchainTHORChain (RUNE) $ 4.69
  • thorchainTHORChain (RUNE) $ 4.69
  • theta-tokenTheta Network (THETA) $ 1.51
  • theta-tokenTheta Network (THETA) $ 1.51
  • notcoinNotcoin (NOT) $ 0.014390
  • notcoinNotcoin (NOT) $ 0.014390
  • pyth-networkPyth Network (PYTH) $ 0.402981
  • pyth-networkPyth Network (PYTH) $ 0.402981
  • whitebitWhiteBIT Coin (WBT) $ 10.11
  • whitebitWhiteBIT Coin (WBT) $ 10.11
  • aaveAave (AAVE) $ 97.87
  • aaveAave (AAVE) $ 97.87
  • jupiter-exchange-solanaJupiter (JUP) $ 1.08
  • jupiter-exchange-solanaJupiter (JUP) $ 1.08
  • ondo-financeOndo (ONDO) $ 1.01
  • ondo-financeOndo (ONDO) $ 1.01
  • lido-daoLido DAO (LDO) $ 1.58
  • lido-daoLido DAO (LDO) $ 1.58
  • jasmycoinJasmyCoin (JASMY) $ 0.029072
  • jasmycoinJasmyCoin (JASMY) $ 0.029072
  • based-brettBrett (BRETT) $ 0.132824
  • based-brettBrett (BRETT) $ 0.132824
  • fantomFantom (FTM) $ 0.463213
  • fantomFantom (FTM) $ 0.463213
  • coredaoorgCore (CORE) $ 1.38
  • coredaoorgCore (CORE) $ 1.38
  • celestiaCelestia (TIA) $ 6.01
  • celestiaCelestia (TIA) $ 6.01
  • sei-networkSei (SEI) $ 0.371909
  • sei-networkSei (SEI) $ 0.371909
  • algorandAlgorand (ALGO) $ 0.143002
  • algorandAlgorand (ALGO) $ 0.143002
  • ether-fi-staked-ethether.fi Staked ETH (EETH) $ 3,274.18
  • ether-fi-staked-ethether.fi Staked ETH (EETH) $ 3,274.18
  • quant-networkQuant (QNT) $ 73.13
  • quant-networkQuant (QNT) $ 73.13
  • flowFlow (FLOW) $ 0.676614
  • flowFlow (FLOW) $ 0.676614
  • mantra-daoMANTRA (OM) $ 1.20
  • mantra-daoMANTRA (OM) $ 1.20
  • gatechain-tokenGate (GT) $ 7.61
  • gatechain-tokenGate (GT) $ 7.61
  • msolMarinade Staked SOL (MSOL) $ 220.79
  • msolMarinade Staked SOL (MSOL) $ 220.79
  • kucoin-sharesKuCoin (KCS) $ 9.70
  • kucoin-sharesKuCoin (KCS) $ 9.70
  • beam-2Beam (BEAM) $ 0.018288
  • beam-2Beam (BEAM) $ 0.018288
  • popcatPopcat (POPCAT) $ 0.939319
  • popcatPopcat (POPCAT) $ 0.939319
  • elrond-erd-2MultiversX (EGLD) $ 33.63
  • elrond-erd-2MultiversX (EGLD) $ 33.63
  • axie-infinityAxie Infinity (AXS) $ 6.09
  • axie-infinityAxie Infinity (AXS) $ 6.09
  • ethereum-name-serviceEthereum Name Service (ENS) $ 27.10
  • ethereum-name-serviceEthereum Name Service (ENS) $ 27.10
  • heliumHelium (HNT) $ 5.30
  • heliumHelium (HNT) $ 5.30
  • bitcoin-svBitcoin SV (BSV) $ 44.89
  • bitcoin-svBitcoin SV (BSV) $ 44.89
  • galaGALA (GALA) $ 0.023764
  • galaGALA (GALA) $ 0.023764
  • eosEOS (EOS) $ 0.578508
  • eosEOS (EOS) $ 0.578508
  • flare-networksFlare (FLR) $ 0.019284
  • flare-networksFlare (FLR) $ 0.019284
  • bittorrentBitTorrent (BTT) $ 0.00000087
  • bittorrentBitTorrent (BTT) $ 0.00000087
  • tokenize-xchangeTokenize Xchange (TKX) $ 10.45
  • tokenize-xchangeTokenize Xchange (TKX) $ 10.45
  • kelp-dao-restaked-ethKelp DAO Restaked ETH (RSETH) $ 3,343.95
  • kelp-dao-restaked-ethKelp DAO Restaked ETH (RSETH) $ 3,343.95
  • neoNEO (NEO) $ 11.62
  • neoNEO (NEO) $ 11.62
  • ordinalsORDI (ORDI) $ 38.82
  • ordinalsORDI (ORDI) $ 38.82
  • ethenaEthena (ENA) $ 0.464662
  • ethenaEthena (ENA) $ 0.464662
  • dydx-chaindYdX (DYDX) $ 1.31
  • dydx-chaindYdX (DYDX) $ 1.31
  • akash-networkAkash Network (AKT) $ 3.27
  • akash-networkAkash Network (AKT) $ 3.27
  • akash-networkAkash Network (AKT) $ 3.27
  • tezosTezos (XTZ) $ 0.780122
  • tezosTezos (XTZ) $ 0.780122
  • tezosTezos (XTZ) $ 0.780122
  • the-sandboxThe Sandbox (SAND) $ 0.329109
  • the-sandboxThe Sandbox (SAND) $ 0.329109
  • the-sandboxThe Sandbox (SAND) $ 0.329109
  • conflux-tokenConflux (CFX) $ 0.176989
  • conflux-tokenConflux (CFX) $ 0.176989
  • conflux-tokenConflux (CFX) $ 0.176989
  • fasttokenFasttoken (FTN) $ 2.34
  • fasttokenFasttoken (FTN) $ 2.34
  • fasttokenFasttoken (FTN) $ 2.34
  • usddUSDD (USDD) $ 1.00
  • usddUSDD (USDD) $ 1.00
  • usddUSDD (USDD) $ 1.00
  • roninRonin (RON) $ 2.08
  • roninRonin (RON) $ 2.08
  • roninRonin (RON) $ 2.08
  • starknetStarknet (STRK) $ 0.538929
  • starknetStarknet (STRK) $ 0.538929
  • starknetStarknet (STRK) $ 0.538929
  • worldcoin-wldWorldcoin (WLD) $ 2.36
  • worldcoin-wldWorldcoin (WLD) $ 2.36
  • worldcoin-wldWorldcoin (WLD) $ 2.36
  • ecasheCash (XEC) $ 0.000035
  • ecasheCash (XEC) $ 0.000035
  • ecasheCash (XEC) $ 0.000035
  • cat-in-a-dogs-worldcat in a dogs world (MEW) $ 0.007723
  • cat-in-a-dogs-worldcat in a dogs world (MEW) $ 0.007723
  • cat-in-a-dogs-worldcat in a dogs world (MEW) $ 0.007723
  • nexoNEXO (NEXO) $ 1.21
  • nexoNEXO (NEXO) $ 1.21
  • nexoNEXO (NEXO) $ 1.21
  • sats-ordinalsSATS (Ordinals) (SATS) $ 0.00000032
  • sats-ordinalsSATS (Ordinals) (SATS) $ 0.00000032
  • sats-ordinalsSATS (Ordinals) (SATS) $ 0.00000032
  • coinbase-wrapped-staked-ethCoinbase Wrapped Staked ETH (CBETH) $ 3,536.74
  • coinbase-wrapped-staked-ethCoinbase Wrapped Staked ETH (CBETH) $ 3,536.74
  • coinbase-wrapped-staked-ethCoinbase Wrapped Staked ETH (CBETH) $ 3,536.74
  • fraxFrax (FRAX) $ 0.997842
  • fraxFrax (FRAX) $ 0.997842
  • fraxFrax (FRAX) $ 0.997842
  • raydiumRaydium (RAY) $ 2.42
  • raydiumRaydium (RAY) $ 2.42
  • raydiumRaydium (RAY) $ 2.42
  • decentralandDecentraland (MANA) $ 0.341854
  • decentralandDecentraland (MANA) $ 0.341854
  • decentralandDecentraland (MANA) $ 0.341854
  • mog-coinMog Coin (MOG) $ 0.000002
  • mog-coinMog Coin (MOG) $ 0.000002
  • mog-coinMog Coin (MOG) $ 0.000002
  • chilizChiliz (CHZ) $ 0.070342
  • chilizChiliz (CHZ) $ 0.070342
  • chilizChiliz (CHZ) $ 0.070342
  • frax-etherFrax Ether (FRXETH) $ 3,279.78
  • frax-etherFrax Ether (FRXETH) $ 3,279.78
  • frax-etherFrax Ether (FRXETH) $ 3,279.78
  • pendlePendle (PENDLE) $ 3.93
  • pendlePendle (PENDLE) $ 3.93
  • pendlePendle (PENDLE) $ 3.93
  • paypal-usdPayPal USD (PYUSD) $ 1.00
  • paypal-usdPayPal USD (PYUSD) $ 1.00
  • paypal-usdPayPal USD (PYUSD) $ 1.00
  • oasis-networkOasis Network (ROSE) $ 0.088904
  • oasis-networkOasis Network (ROSE) $ 0.088904
  • oasis-networkOasis Network (ROSE) $ 0.088904
  • book-of-memeBOOK OF MEME (BOME) $ 0.008658
  • book-of-memeBOOK OF MEME (BOME) $ 0.008658
  • book-of-memeBOOK OF MEME (BOME) $ 0.008658
  • mina-protocolMina Protocol (MINA) $ 0.522998
  • mina-protocolMina Protocol (MINA) $ 0.522998
  • mina-protocolMina Protocol (MINA) $ 0.522998
  • zksyncZKsync (ZK) $ 0.161686
  • zksyncZKsync (ZK) $ 0.161686
  • zksyncZKsync (ZK) $ 0.161686
  • tether-goldTether Gold (XAUT) $ 2,388.97
  • tether-goldTether Gold (XAUT) $ 2,388.97
  • tether-goldTether Gold (XAUT) $ 2,388.97
  • aioz-networkAIOZ Network (AIOZ) $ 0.526037
  • aioz-networkAIOZ Network (AIOZ) $ 0.526037
  • aioz-networkAIOZ Network (AIOZ) $ 0.526037
  • havvenSynthetix Network (SNX) $ 1.74
  • havvenSynthetix Network (SNX) $ 1.74
  • havvenSynthetix Network (SNX) $ 1.74
  • gnosisGnosis (GNO) $ 215.56
  • gnosisGnosis (GNO) $ 215.56
  • gnosisGnosis (GNO) $ 215.56
  • iotaIOTA (IOTA) $ 0.165274
  • iotaIOTA (IOTA) $ 0.165274
  • iotaIOTA (IOTA) $ 0.165274
  • nervos-networkNervos Network (CKB) $ 0.012452
  • nervos-networkNervos Network (CKB) $ 0.012452
  • nervos-networkNervos Network (CKB) $ 0.012452
  • dexeDeXe (DEXE) $ 9.57
  • dexeDeXe (DEXE) $ 9.57
  • dexeDeXe (DEXE) $ 9.57
  • swethSwell Ethereum (SWETH) $ 3,484.62
  • swethSwell Ethereum (SWETH) $ 3,484.62
  • swethSwell Ethereum (SWETH) $ 3,484.62
  • apecoinApeCoin (APE) $ 0.792155
  • apecoinApeCoin (APE) $ 0.792155
  • apecoinApeCoin (APE) $ 0.792155
  • klay-tokenKlaytn (KLAY) $ 0.144179
  • klay-tokenKlaytn (KLAY) $ 0.144179
  • klay-tokenKlaytn (KLAY) $ 0.144179
  • astarAstar (ASTR) $ 0.075368
  • astarAstar (ASTR) $ 0.075368
  • astarAstar (ASTR) $ 0.075368
  • wormholeWormhole (W) $ 0.292097
  • wormholeWormhole (W) $ 0.292097
  • wormholeWormhole (W) $ 0.292097
  • layerzeroLayerZero (ZRO) $ 4.73
  • layerzeroLayerZero (ZRO) $ 4.73
  • layerzeroLayerZero (ZRO) $ 4.73
  • aerodrome-financeAerodrome Finance (AERO) $ 0.938660
  • aerodrome-financeAerodrome Finance (AERO) $ 0.938660
  • aerodrome-financeAerodrome Finance (AERO) $ 0.938660
  • livepeerLivepeer (LPT) $ 15.15
  • livepeerLivepeer (LPT) $ 15.15
  • livepeerLivepeer (LPT) $ 15.15
  • staked-frax-etherStaked Frax Ether (SFRXETH) $ 3,582.77
  • staked-frax-etherStaked Frax Ether (SFRXETH) $ 3,582.77
  • staked-frax-etherStaked Frax Ether (SFRXETH) $ 3,582.77
  • axelarAxelar (AXL) $ 0.681506
  • axelarAxelar (AXL) $ 0.681506
  • axelarAxelar (AXL) $ 0.681506
  • true-usdTrueUSD (TUSD) $ 1.00
  • true-usdTrueUSD (TUSD) $ 1.00
  • true-usdTrueUSD (TUSD) $ 1.00
  • safeSafe (SAFE) $ 1.16
  • safeSafe (SAFE) $ 1.16
  • safeSafe (SAFE) $ 1.16
  • zcashZcash (ZEC) $ 32.57
  • zcashZcash (ZEC) $ 32.57
  • zcashZcash (ZEC) $ 32.57
  • terra-lunaTerra Luna Classic (LUNC) $ 0.000086
  • terra-lunaTerra Luna Classic (LUNC) $ 0.000086
  • terra-lunaTerra Luna Classic (LUNC) $ 0.000086
  • xdce-crowd-saleXDC Network (XDC) $ 0.031249
  • xdce-crowd-saleXDC Network (XDC) $ 0.031249
  • xdce-crowd-saleXDC Network (XDC) $ 0.031249
  • 1inch1inch (1INCH) $ 0.371408
  • 1inch1inch (1INCH) $ 0.371408
  • 1inch1inch (1INCH) $ 0.371408
  • pancakeswap-tokenPancakeSwap (CAKE) $ 1.99
  • pancakeswap-tokenPancakeSwap (CAKE) $ 1.99
  • pancakeswap-tokenPancakeSwap (CAKE) $ 1.99
  • theta-fuelTheta Fuel (TFUEL) $ 0.068833
  • theta-fuelTheta Fuel (TFUEL) $ 0.068833
  • theta-fuelTheta Fuel (TFUEL) $ 0.068833
  • illuviumIlluvium (ILV) $ 68.06
  • illuviumIlluvium (ILV) $ 68.06
  • illuviumIlluvium (ILV) $ 68.06
  • kavaKava (KAVA) $ 0.419049
  • kavaKava (KAVA) $ 0.419049
  • kavaKava (KAVA) $ 0.419049
  • aevo-exchangeAevo (AEVO) $ 0.523874
  • aevo-exchangeAevo (AEVO) $ 0.523874
  • aevo-exchangeAevo (AEVO) $ 0.523874
  • bitcoin-goldBitcoin Gold (BTG) $ 25.58
  • bitcoin-goldBitcoin Gold (BTG) $ 25.58
  • bitcoin-goldBitcoin Gold (BTG) $ 25.58
  • pax-goldPAX Gold (PAXG) $ 2,387.67
  • pax-goldPAX Gold (PAXG) $ 2,387.67
  • pax-goldPAX Gold (PAXG) $ 2,387.67
  • trust-wallet-tokenTrust Wallet (TWT) $ 1.03
  • trust-wallet-tokenTrust Wallet (TWT) $ 1.03
  • trust-wallet-tokenTrust Wallet (TWT) $ 1.03
  • apenftAPENFT (NFT) $ 0.00000043
  • apenftAPENFT (NFT) $ 0.00000043
  • apenftAPENFT (NFT) $ 0.00000043
  • dog-go-to-the-moon-runeDOG•GO•TO•THE•MOON (Runes) (DOG) $ 0.004241
  • dog-go-to-the-moon-runeDOG•GO•TO•THE•MOON (Runes) (DOG) $ 0.004241
  • dog-go-to-the-moon-runeDOG•GO•TO•THE•MOON (Runes) (DOG) $ 0.004241
  • iotexIoTeX (IOTX) $ 0.044948
  • iotexIoTeX (IOTX) $ 0.044948
  • iotexIoTeX (IOTX) $ 0.044948
  • wemix-tokenWEMIX (WEMIX) $ 1.03
  • wemix-tokenWEMIX (WEMIX) $ 1.03
  • wemix-tokenWEMIX (WEMIX) $ 1.03
  • constitutiondaoConstitutionDAO (PEOPLE) $ 0.081691
  • constitutiondaoConstitutionDAO (PEOPLE) $ 0.081691
  • constitutiondaoConstitutionDAO (PEOPLE) $ 0.081691
  • turboTurbo (TURBO) $ 0.005895
  • turboTurbo (TURBO) $ 0.005895
  • turboTurbo (TURBO) $ 0.005895
  • usdbUSDB (USDB) $ 1.00
  • usdbUSDB (USDB) $ 1.00
  • usdbUSDB (USDB) $ 1.00
  • jito-governance-tokenJito (JTO) $ 3.23
  • jito-governance-tokenJito (JTO) $ 3.23
  • jito-governance-tokenJito (JTO) $ 3.23
  • h2o-daoH2O Dao (H2O) $ 0.482747
  • h2o-daoH2O Dao (H2O) $ 0.482747
  • h2o-daoH2O Dao (H2O) $ 0.482747
  • mx-tokenMX (MX) $ 3.98
  • mx-tokenMX (MX) $ 3.98
  • mx-tokenMX (MX) $ 3.98
  • g-tokenGravity (G) $ 0.053677
  • g-tokenGravity (G) $ 0.053677
  • g-tokenGravity (G) $ 0.053677
  • project-galaxyGalxe (GAL) $ 3.25
  • project-galaxyGalxe (GAL) $ 3.25
  • project-galaxyGalxe (GAL) $ 3.25
  • woo-networkWOO (WOO) $ 0.198784
  • woo-networkWOO (WOO) $ 0.198784
  • woo-networkWOO (WOO) $ 0.198784
  • stader-ethxStader ETHx (ETHX) $ 3,398.38
  • stader-ethxStader ETHx (ETHX) $ 3,398.38
  • stader-ethxStader ETHx (ETHX) $ 3,398.38
  • ether-fiEther.fi (ETHFI) $ 2.21
  • ether-fiEther.fi (ETHFI) $ 2.21
  • ether-fiEther.fi (ETHFI) $ 2.21
  • manta-networkManta Network (MANTA) $ 0.973918
  • manta-networkManta Network (MANTA) $ 0.973918
  • manta-networkManta Network (MANTA) $ 0.973918
  • safepalSafePal (SFP) $ 0.780874
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‘Brainoware’: Brain Cells Fused With AI Could Recognize Voices

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Scientists have found a way of integrating living human brain cells into computing systems, and may potentially obsolete the “A” in AI.

A research paper formally published today in the journal Nature Electronicsfeatured work by scientists at Indiana University Bloomington, explaining a new system dubbed “Brainoware” that they say uses human brain organoids in completing advanced AI tasks. These organoids—artificially grown masses of cells or tissue that resemble an organ—are currently mounted on a high-density multielectrode array, and are quite primitive today. However, researchers hope their use paves the way for biocomputers that can execute the same tasks that computers do but with minimum energy consumption.

«A human brain typically expends about 20 watts, whereas current AI hardware consumes about 8 million watts, to drive a comparative ANN (artificial neural network),» the research paper argues. “Brainoware could provide additional insights for AI computing because brain organoids can provide BNNs (biological neural networks) with complexity, connectivity, neuroplasticity, and neurogenesis, as well as low energy consumption and fast learning.”

Introducing «Brainoware»: miniature brain-like structures made of human cells, known as brain organoids, that are being used as living AIs to carry out tasks such as solving complex equations 🧵 1/8https://t.co/nuCNOWNf3j

— Michael Le Page (@mjflepage.bsky.social) (@mjflepage) March 14, 2023

«Human brains use far less energy and learn much faster, so some researchers see biocomputing as the way forward,» wrote Michael Le Page on Twitter in March, but noted that pushing the field to the limit could raise thorny questions.

Le Page quoted Cambridge developmental neurobiologist Madeline Lancaster, who said, “Whether these push them beyond an ethical limit is something we certainly want to avoid, and the scientific and ethics community is coming together to define where that limit would be.”

Brainoware sends and receives information from the brain organoid through “adaptive reservoir computation.” This method enables unsupervised learning from training data, which can still shape the functional connectivity of the organioid. The system’s practical potential was demonstrated through tasks like speech recognition, where it distinguished individual speakers’ voices with increasing accuracy after training.

For example, the organoids were trained to identify the voice of one individual in a set of 240 audio clips of eight people pronouncing Japanese vowel sounds. After the training, the organoids could complete the task with over 70% accuracy.

Science is still a long way from building living robots, however. The organoids could only identify a speaker, not understand the speech, meaning there’s a very long and winding path before the tech achieves a practical use in medicine or engineering.

Titouan Parcollet from the University of Cambridge told New Scientist magazine that the potential of biocomputing is vast but admitted that “current deep-learning models are actually much better than any brain on specific and targeted tasks.»

The researchers also warned that their “current organoids still suffer from high heterogeneity, low generation throughput, necrosis/hypoxia and various viabilities,” making them unviable right now for anything other than research purposes.

Parallel to Brainoware’s development, AI has been creatively applied in fields like healthcare, with innovations that help restore mobility to quadriplegics and AI models capable of reading minds. All together, these advancements highlight the versatile and transformative nature of AI technologies.

Edited by Ryan Ozawa.

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