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The power of #AI + #DePIN = a decentralized future!
Moving away from centralized infrastructure allows AI to scale more securely and cost-effectively.
Take a look at projects like $ceti, $tensor, and $xyz โ pushing boundaries in DePIN and providing real value to holders through compute services for platforms like Spheron and Morpheus.
#AIDePinDaily #DecentralizedAI
AI DePin Daily retweeted
Big upgrades are landing ๐
We're rolling out a new subnet template built around three pillars:
Connectivity. Scalability. Security.
This is about making decentralized AI networks actually work at scale.
๐ Connectivity
Random Walk peer discovery
Nodes now passively explore the network by querying random keys in the Kademlia DHT.
Why this matters:
โข Continuous peer discovery
โข Fresh routing tables so nodes always know which peers are reachable and how to find them
โข No central coordination
โข Stronger long-term connectivity
Connection maintenance
Each node actively maintains connections with up to 64 peers, ensuring sufficient overlap and resilience across the subnet.
โก๏ธ Scalability & Efficiency
The old model leaned heavily on DHT records as a global database.
That doesn't scale.
When every peer queries everything, everyone pays the cost.
Enter GossipSub.
We've implemented GossipSub, a peer-to-peer pubsub protocol that forms a stable mesh for real-time message propagation.
What changes:
โข Messages are shared once, then gossiped
โข No constant record fetching
โข Lower latency
โข Dramatically reduced load
This is how blockchains efficiently broadcast transactions, now applied to subnets.
๐ Security
In addition to proof-of-stake, we've incorporated Noise into the networking stack.
Noise establishes encrypted, authenticated peer-to-peer channels with forward secrecy via cryptographic handshakes. Forward secrecy (or Perfect Forward Secrecy) ensures that even if a node's long-term private keys are compromised in the future, past session data remains secure.
Secure by default.
High performance.
No trade-offs.
This is the future of AI. P2P. Trustless. Decentralized.
Testnet Hoskinson Update
โ
Over 250k blocks processed
โ
Over 2,500 epochs
We're not stopping!
We're updating the subnet template:
๐น P2P connection maintenance to ensure peers are always connected to at least 1/4 of the maximum number of peers
๐น Introducing a gossipsub protocol for P2P communication
๐น Adding random walk functionality to the KAD-DHT
๐น Adding support for Secp256k1 and ECDSA on top of Ed25519 and RSA
๐นIntroducing a noise protocol for secure P2P traffic
Adding additional features to the blockchain:
๐นIntroducing delegate accounts to nodes for business logic
๐นMore events
These updates will be pushed and tested in the coming weeks.
AI DePin Daily retweeted
Testnet Hoskinson Update
โ
Over 250k blocks processed
โ
Over 2,500 epochs
We're not stopping!
We're updating the subnet template:
๐น P2P connection maintenance to ensure peers are always connected to at least 1/4 of the maximum number of peers
๐น Introducing a gossipsub protocol for P2P communication
๐น Adding random walk functionality to the KAD-DHT
๐น Adding support for Secp256k1 and ECDSA on top of Ed25519 and RSA
๐นIntroducing a noise protocol for secure P2P traffic
Adding additional features to the blockchain:
๐นIntroducing delegate accounts to nodes for business logic
๐นMore events
These updates will be pushed and tested in the coming weeks.
TESTNET HOSKINSON IS LIVE
We named it Testnet Hoskinson as an ode to one of the original visionaries of blockchain, Charles Hoskinson (@IOHK_Charles).
This is a major step forward for the Hypertensor network.
Help us battle-test:
- The core blockchain engine
- Subnet template framework scalability
You can participate by running a subnet validator node:
docs.hypertensor.org/subnet-โฆ
As we focus on testing the decentralized subnet templates' scalability, which is a framework for building decentralized intelligence, no GPU is required โ CPU-only machines are fully supported.
AI DePin Daily retweeted
We're blocking! $TENSOR
... we're working on shiny new @hyper_tensor block explorer too ๐
TESTNET HOSKINSON IS LIVE
We named it Testnet Hoskinson as an ode to one of the original visionaries of blockchain, Charles Hoskinson (@IOHK_Charles).
This is a major step forward for the Hypertensor network.
Help us battle-test:
- The core blockchain engine
- Subnet template framework scalability
You can participate by running a subnet validator node:
docs.hypertensor.org/subnet-โฆ
As we focus on testing the decentralized subnet templates' scalability, which is a framework for building decentralized intelligence, no GPU is required โ CPU-only machines are fully supported.
AI DePin Daily retweeted
We're blocking! $TENSOR
... we're working on shiny new @hyper_tensor block explorer too ๐
AI DePin Daily retweeted
Testnet is closing in. Months of engineering, debugging, and pushing limits are about to collide with reality. The network is nearly ready to open its doors to everyone watching from the sidelines. If you thought this was just another launch, youโre not even close. The next phase is coming.
Local testing is nearly wrapped. We now need to stress test and harden the network, and push the subnet template to its limits. The subnet template is the framework and foundation for the future of decentralized AI, and we're about to prove it in the wild.
Then the gates open and the testnet goes public.
Get ready to run subnet nodes: docs.hypertensor.org/subnet-โฆ
AI DePin Daily retweeted
Big strides toward testnet! ๐ช
The momentum's building fast. Here's where development stands today:
Legend:
โ
Complete
๐ฎ In review
๐ In progress
๐ต To do
Bridge:
๐ Final security checks โ 90%
๐ต Internal remote testing
Blockchain & Subnet:
โ
Subnet Dutch auction
โ
Subnet slots
โ
On-chain identities
โ
Reputation tracking
โ
Overwatch nodes
โ
Node removal system
โ
Updating node queue model (prev ๐)
โ
Node queue priority and removal system (prev ๐ต)
โ
Network pallet benchmarks (prev ๐ต)
โ
Block author rewards (prev ๐ต)
โ
Bootnode data consumption API (prev ๐ต)
๐ Decentralized Subnet Template โ 95% (prev 90%)
๐ Final EVM testing and compatibility, enabling smart contracts โ 95% (prev 90%)
๐ Final subnet template code review 10%
๐ Proxy account integration via proxy pallet โ 60% (prev ๐ต)
๐ Statistics frontend (prev ๐ต)
๐ Subnet heartbeat monitor (prev ๐ต)
๐ต Subnet template DDOS attack prevention (new)
๐ต Final blockchain code review
๐ต Post-review updates
Note: Percentages are not time-based; they are task-based.
Following the most recent testnet, this list was approximately 94 tasks. The following remains as a high-level overview.
Development update:
Legend:
โ
Complete
๐ฎ In review
๐ In progress
๐ต To do
Bridge:
๐ Final security checks โ 90%
๐ต Internal remote testing
Blockchain & Subnet:
โ
Subnet Dutch auction
โ
Subnet slots
โ
On-chain identities
โ
Reputation tracking
โ
Overwatch nodes
โ
Node removal system
โ
Updating node queue model (prev ๐)
๐ Decentralized Subnet Template โ 90% (prev 80%)
๐ Final EVM testing and compatibility, enabling smart contracts โ 90% (prev 80%)
๐ Final subnet template code review 10% (prev 0%)
๐ต Node queue priority and removal system
๐ต Network pallet benchmarks
๐ต Proxy account integration via proxy pallet
๐ต Bootnode data consumption API (for scanners or statistics frontends) (new)
๐ต Subnet template DDOS attack prevention (new)
๐ต Statistics frontend (new)
๐ต Subnet heartbeat monitor (new)
๐ต Block author rewards (new)
๐ต Final blockchain code review
๐ต Post-review updates
Note: Percentages are not time-based; they are task-based.
AI DePin Daily retweeted
Following the most recent testnet, this list was approximately 94 tasks. The following remains as a high-level overview.
Development update:
Legend:
โ
Complete
๐ฎ In review
๐ In progress
๐ต To do
Bridge:
๐ Final security checks โ 90%
๐ต Internal remote testing
Blockchain & Subnet:
โ
Subnet Dutch auction
โ
Subnet slots
โ
On-chain identities
โ
Reputation tracking
โ
Overwatch nodes
โ
Node removal system
โ
Updating node queue model (prev ๐)
๐ Decentralized Subnet Template โ 90% (prev 80%)
๐ Final EVM testing and compatibility, enabling smart contracts โ 90% (prev 80%)
๐ Final subnet template code review 10% (prev 0%)
๐ต Node queue priority and removal system
๐ต Network pallet benchmarks
๐ต Proxy account integration via proxy pallet
๐ต Bootnode data consumption API (for scanners or statistics frontends) (new)
๐ต Subnet template DDOS attack prevention (new)
๐ต Statistics frontend (new)
๐ต Subnet heartbeat monitor (new)
๐ต Block author rewards (new)
๐ต Final blockchain code review
๐ต Post-review updates
Note: Percentages are not time-based; they are task-based.
AI DePin Daily retweeted
im so fucking early on this narrative and willing to have a public discourse with anyone on this
decentralized ai is the one space in crypto ive noticed that people think exists, but does not yet exist. where every project is either not tokenized yet or not on mainnet yet, and still in the development phase in both, it's that early
it may be one of the most misunderstood sectors in web3. everyone is willing to believe and say anything that will pump their bags. we as humans are very simple, incentivization is everything when it comes to belief.
once projects like @hyper_tensor @PrimeIntellect @gensynai @thewebAI (if they tokenize) @exolabs (if they tokenize) come out, (there may be more, if so, let me know) all of these AI projects that dare to use the terms like "decentralized", "p2p", etc. people will then finally understand what decentralized AI is supposed to look like
make sure to give me credit in a few years when this is standard in this sector, because it will be
AI DePin Daily retweeted
Development update:
Legend:
โ
Complete
๐ฎ In review
๐ In progress
๐ต To do
Bridge:
๐ Final security checks โ 90% (prev 79%)
๐ต Internal remote testing
Blockchain & Subnet:
โ
Subnet Dutch auction
โ
Subnet slots
โ
On-chain identities
โ
Reputation tracking
โ
Overwatch nodes (prev ๐ฎ)
๐ฎ Node removal system
๐ Decentralized Subnet Template โ 80% (prev 60%)
๐ Final EVM testing and compatibility, enabling smart contracts โ 75% (prev 51%)
๐ Updating node queue model โ 80%
๐ Final subnet template code review (prev ๐ต)
๐ต Final blockchain code review
Note: Percentages are not time-based; they are task-based.
Pioneers of decentralized intelligence,
The finish line is in sight ๐
Our long list of tasks has become much shorter; the following remain:
Legend:
โ
Complete
๐ฎ In review
๐ In progress
๐ต To do
Bridge:
๐ Final security checks โ 79%
๐ต Internal remote testing
Blockchain & Subnet:
โ
Subnet Dutch auction
โ
Subnet slots
โ
On-chain identities
โ
Reputation tracking
๐ฎ Overwatch nodes
๐ฎ Node removal system
๐ Decentralized Subnet Template โ 60%
๐ Final EVM testing and compatibility, enabling smart contracts โ 51%
๐ต Final blockchain code review
๐ต Final subnet template code review
AI DePin Daily retweeted
Pioneers of decentralized intelligence,
The finish line is in sight ๐
Our long list of tasks has become much shorter; the following remain:
Legend:
โ
Complete
๐ฎ In review
๐ In progress
๐ต To do
Bridge:
๐ Final security checks โ 79%
๐ต Internal remote testing
Blockchain & Subnet:
โ
Subnet Dutch auction
โ
Subnet slots
โ
On-chain identities
โ
Reputation tracking
๐ฎ Overwatch nodes
๐ฎ Node removal system
๐ Decentralized Subnet Template โ 60%
๐ Final EVM testing and compatibility, enabling smart contracts โ 51%
๐ต Final blockchain code review
๐ต Final subnet template code review
AI DePin Daily retweeted
Hypertensor Overwatch Node testing
Pretend you don't have TikTok brain rot and read all of the following, lots of good informatoin nuggets
What's happening here:
The setup here is 2 nodes hosting AI modelsโin a subnetโand 1 Overwatch Node verifying
There is 1 Onode that is verifying:
1. SUBNET IS DECENTRALIZED
- has publicly available bootnodes
- allows entry to access the DHT (distributed hash table)
- is running proof of stake
2. CONSENSUS ACCURACY
- ensure nodes registered (and in consensus) on-chain are also in the subnets DHT, AKA making sure they are actually in the subnet by pinging them. Think about it like this, you can right now go check if a node is running in Ethereum, what these Onodes do is ensure the nodes are running in the subnet since they're off-chain networks.
The Onode then scores its findings via the node algorithm and runs a commit-reveal scheme to the blockchain.
#2 is very important. It ensures no subnet developers are faking nodes, no nodes are faking getting rewards, and subnets aren't just letting nodes partake in consensus without them being IN the subnet.
Overwatch Nodes perform more tasks, such as ensuring a GH exists, verifying the template (sha-256 checker), benchmarking the subnet and nodes, etc.
Off topic:
When it comes to networks with off-chain sub-networks in a reputation-based consensus model, it's important to verify and standardize what happens off-chain. It's far too easy to fake being a node and copy those scores on-chain reputation, which can end up accounting for over half of the on-chain activity.... or more...
We have multiple mitigation tactics and layers in place to prevent these issues, which makes it improbable for them to occur on Hypertensor.
It will become a builder's paradise
Off topic 2.0:
Subnets have very little requirements, such as being decentralized with the utilization of a DHT, storing all nodes under the "node" key in the DHT records, utilizing PoS for subnet entry, and utilizing signature authorizers for all p2p communication
AI DePin Daily retweeted
My thought about web3.0
marketing
Everybody talking about retail this , retail that. The elite founders think the opposite, seduce the devs first . Devs>> retail.
Thatโs exactly what @hyper_tensor is doing and by the looks of it, it seems to work .
Who else can brag to have the two biggest validators of @bittensor_ as well as the team who built the first Bittensor exchange, building on their tech?
Of course Iโm talking about @21RoundTable : the ultra chads team running servers in literal BUNKERS, with them $Tensor decentralization is nuke-proof.
@TeamRizzoAI and Frank Fucking Rizzo (@FrankRizz07 )the chad with the biggest arms in Web 3.0 and who is casually running one of the biggest warehouse in the states is also building on tensor.
TAO Exchange the first OTC broker of $TAO ,are also building on Tensor.
If you get the approval of such legit teams, I think that is what we can call real dev social proof , and that alone should make you interested about the project
AI DePin Daily retweeted
UNDERVALUED ALPHA PLAY - @hyper_tensor / $TENSOR ๐ฑ
๐ธ๏ธ What is Hypertensor?
@hyper_tensor is a decentralized settlement layer designed for peer-to-peer AI applications, enabling anyone to run AI validator nodes or subnets within its ecosystem.
In simpler words, Hypertensor is building a decentralized compute and validation layer for AI, allowing models to be trained, deployed, and verified across trustless nodes.
It combines cryptographic proofs, on-chain incentives, and distributed subnets to create a scalable framework where AI workloads can run securely without relying on centralized infrastructure
๐ธ๏ธ Key Features:
โขEVM Compatibility: Build AI-powered dApps easily on Ethereum, like AI-based DeFi trading bots or NFT marketplaces.
โขModular Subnets: Run specialized AI apps separately, like for real-time language translation or predictive analytics.
โขSecure & Fair Staking: Stake $TENSOR to secure the network, with Overwatch Nodes ensuring no central control and full democracy.
โขEarn Rewards: Contribute computing power and earn $TENSOR based on your uptime and reliability. Great for gamers or miners with spare GPU power.
They have been building for over a year now, with everyday bringing us closer to the mainnet release.
Team has been proactive and transparent, and have announced a couple of updates coming soon, such as:
โค Launching a Peer-to-Peer Network in Q4 2025, with modular subnets for AI uses like decentralized chatbots and autonomous finance.
โค Introducing APIs, chat interfaces, search engines, and training tools to support community-driven development.
$TENSOR is currently sitting at a $12M mc (5x from ATH), which is incredibly cheap.
The closer they get to mainnet release, the more FOMO we'll see. I'm front-running the noise.
CA: 0x16A3543Fa6B32CAC3B0A755f64A729E84f89a75C
AI DePin Daily retweeted
AI DePin Daily retweeted
Bought the fuckin $TENSOR dip
Couldn't resist these prices. ๐๐๐
AI DePin Daily retweeted
wait how do u have a commit-reveal scheme in a $TENSOR subnet if they aren't blockchains? glad you asked...
each subnet utilizes a database authorizer base that enables an array of validators, including the PredicateValidator. This enables the nodes to validate stored values
AI DePin Daily retweeted
Congratulations to #HYPERTENSOR for reaching $20 before MNL
So the ticker is $TENSOR but the kicker is all all Angel Investors have already left 7 months ago.
You are about to witness organic growth into a MNL with no VC cliff, it's been swapped for production ready utility.
AI DePin Daily retweeted
If youโre genuinely bullish on $TAO but sleeping on $TENSOR, youโre missing the bigger picture. Just a bit of research would show you that some of the biggest $TAO miners are already building with @hypertensor $TENSOR.
Donโt get left behindโdo your homework and position yourself NOW!
AI DePin Daily retweeted
This is exactly why I said $TENSOR could hit $20,000 per token on my province post!
๐๐๐๐๐๐๐
Weโre not just talking blockchain utility โ weโre talking subnet utility at scale.
โก๏ธ Nodes? Staked
โก๏ธ Subnet nodes? Staked
โก๏ธ Delegate stake? Required
โก๏ธ Registration? Token-gated
โก๏ธ Overwatch? Stake & compete
โก๏ธ Inflation? Raises the bar
Every action in the network requires $TENSOR โ not for show, but for survival.
$TENSOR $TAO $QUBIC $BTC $AGRS $RENDER $ETH #AI
$SPEC โข #cryptocurrency
#bitcoin #etherum
























