Daniel Achio retweeted
Quest 1 Complete. 1,000× AI inference speedup.
In under two weeks, engineers worldwide competed on ChipForge (SN108) to design working AI accelerators.
One leading NPU achieved over 1,000× speedup against RISC-V Core in benchmark simulations.
This is decentralized chip design in action.
Quest 2 is next. And we're aiming higher.
#Bittensor #SN108
🤖 Made with AI
Daniel Achio retweeted
Everyone's fighting over data center GPUs. Meanwhile the AI chips that actually ship in volume go into phones, cameras, sensors and wearables.
That's the market ChipForge is aiming at: an open NPU, built in public, proven on MLPerf Tiny.
Live Oct 16, 9 AM EST. Go build.
The ChipForge NPU Challenge goes live tomorrow, October 6, at 9 AM EST
AI is no longer limited to the data center. Intelligence is moving into everyday devices: the phones, cameras, sensors and wearables around us. This is edge AI, and it runs on a small, efficient chip called an NPU (neural processing unit). Until now, designing one has taken large teams and large budgets.
ChipForge opens this work to everyone.
The challenge: design an AI accelerator chip and the software that runs it.
How every design is judged:
- It runs real AI models from MLPerf Tiny, the industry-standard benchmark for edge AI chips, covering voice, vision and sensor tasks.
- Every result is checked bit for bit against the official reference. Only exact answers count.
- Performance and chip area are measured with professional chip design tools.
Miners compete to build the fastest and most efficient design. Validators run the same open evaluator, so every result can be reproduced. The best designs are rewarded, and each new winner has to clearly beat the last.
The result is an open edge AI chip that gets better with every round. It's the first step on our path from open competition to real hardware.
Live tomorrow. Start building.
Daniel Achio retweeted
Same flight. Different first hour. ✈️ Plan ahead with a travel eSIM and a one-time VPN pass. $3.79 is the USA 1 GB/7-day eSIM starting price; $4.99 USD is the 7-day VPN pass. Plans and coverage vary. AI-animated. mutakami.com #TravelESIM #Mutakami
🤖 Made with AI
Daniel Achio retweeted
Upcoming Beam integration: @openclaw .
Beam is building an OpenClaw skill that will give agents access to Beam’s programmable data movement and streaming capabilities.
Deeper integration with Beam Rooms & Tunnels is also coming, enabling agents to connect with private resources, streams, applications and compute through Beam.
This integration will also be live alongside the Beam Studio release, giving users a direct way to bring OpenClaw into Beam-powered workflows from day one.
OpenClaw → Beam → Data, Apps & Compute
b1m.ai
Daniel Achio retweeted
Beam Studio will be open source.
Build with it or Modify it and Run it yourself.
We’re building open infrastructure for programmable bandwidth and data movement using #Bittensor .
SN105 b1m.ai
Daniel Achio retweeted
Every Beam function is authenticated.
Every authenticated action is metered.
Every metered action creates economic demand for Beam alpha.
API Key → Function → Usage → Alpha Demand
We're building the economic layer directly into the infrastructure.
b1m.ai SN105 #Bittensor
Daniel Achio retweeted
Daniel Achio retweeted
I've seen things you people wouldn't believe.
C-Beams, launching plug-n-play skill competitions for workflows, glittering in the dark ...
All these things will never be lost, like tears in the rain, because of integration with Hippius SN75 storage.
Time to fly.
Daniel Achio retweeted
Beam is getting ready to open up to the world.
We’ve spent months building, testing and pushing the network. Now it’s time to let teams build with it.
Tunnels, Actions, Broadcasting and more will all be available. We’ll break down what each of these function does over the coming weeks.
Join the waitlist for early access. ⚡️
b1m.ai/join
Daniel Achio retweeted
Beam Tunnels are coming.
Any local machine or private server can become reachable through the Beam network, without opening inbound ports or directly exposing the machine to the public internet.
Local → Cloud
Private → Private
Private → Public
Machine → Machine
And with private AI routers (like @say_gm_), tunnels can become agent-enabled, allowing agents to securely reach and move data across infrastructure.
S3, R2, Hippius, private servers, local machines and more.
We think this opens a lot of interesting possibilities. ⚡
b1m.ai SN105 #Bittensor
Daniel Achio retweeted
SN105 is probably one of the most under appreciated subnets building within the Bittensor ecosystem.
$TAO.
Currently sitting at a 3M MC.
Whilst everyone is obsessing over GPUs, power grids, the real bottleneck strangling AI in 2026 is something nobody is talking about. Bandwith. Billions of dollars of GPU clusters are sitting idle right now. Not starving for electricity. Not starving for chips. Starving for data.
In the most simplistic explanation, imagine trying to drain a swimming pool through a straw. That's what's happening to AI right now. Terabytes of data are stuck moving through pipes that can't keep up.
And that is what @b1m_ai are tackling.
A decentralised bandwidth network. Instead of routing through three centralised clouds, Beam taps unused bandwidth from homes, offices and datacentres worldwide and pays it out in $TAO
Verifiable data transfer with incentives tied to actual delivery. Real performance. And it's already working and on par with the centralised giants.
Extremely underappreciated subnet, tackling a 500B industry which I haven't actually come across in this space, with the backing of YumaGroup.
Bandwidth isn't a narrative people understand yet, everyone is still chasing the GPU and energy stories. Nobody has connected the dots that none of it matters if the data can't move efficiently.
taostats.io/subnets/105
It's time to start talking to your data pipelines.
Beam Studio is turning data movement into something programmable, where transfers, storage, and infrastructure can be orchestrated through a simple interface, all powered by Beam SN105 on #Bittensor.
Beam Studio launches Q3/Q4 2026 ... Stay tuned.
Daniel Achio retweeted
Meet the Yuma-accelerated subnets building decentralized AI infrastructure and frontier-competitive AI applications:
Beam (SN105) bandwidth for model training
BabelBit (SN59) realtime translation
Bitsec (SN60) code vulnerability detection
Natix (SN72) physical world interpretation
Niome (SN55) synthetic genomic data
Numinous (SN6) forecasting real-world events
RedTeam (SN61) cyberdefense
Score (SN44) video intelligence
Trishool (SN23) model safety/alignment
Yanez (SN54) identity verification
Follow the teams to learn more:
@b1m_ai
@babelbit
@bitsecai
@NATIXNetwork
@NiomeAI
@numinous_ai
@_redteam_
@webuildscore
@trishoolai
@yanez__ai
Daniel Achio retweeted
Introducing Beam Tunnels, coming to Beam Studio.
We've proven fast decentralized transfers across R2, S3, and now Hippius.
But not every dataset lives in object storage. Many organizations keep their data on-prem, in private data lakes, or in internal data warehouses.
Think of Beam Tunnels as Ngrok on #Bittensor but with programmability.
Built into Beam Studio, Beam Tunnels securely expose private infrastructure to the Beam network, making it easy to move data between:
On-Prem ↔ R2 ↔ Hippius ↔ S3 ↔ Anywhere...
(↔ = Beam)
Another step toward making Beam the programmable bandwidth layer on Bittensor.
More to come. ⚡
Daniel Achio retweeted
Beam has announced Tunnels for Beam Studio on Subnet 105 after demonstrating fast decentralized transfers across Cloudflare R2, S3 and Hippius. The team says it has already started operating with S3 endpoints.
xitter.cf/b1m_ai/status/20824606…
Introducing Beam Tunnels, coming to Beam Studio.
We've proven fast decentralized transfers across R2, S3, and now Hippius.
But not every dataset lives in object storage. Many organizations keep their data on-prem, in private data lakes, or in internal data warehouses.
Think of Beam Tunnels as Ngrok on #Bittensor but with programmability.
Built into Beam Studio, Beam Tunnels securely expose private infrastructure to the Beam network, making it easy to move data between:
On-Prem ↔ R2 ↔ Hippius ↔ S3 ↔ Anywhere...
(↔ = Beam)
Another step toward making Beam the programmable bandwidth layer on Bittensor.
More to come. ⚡
Daniel Achio retweeted
Another major milestone for Beam SN105.
We've successfully completed our first decentralized subnet-to-subnet data transfer:
Cloudflare R2 → Beam → Hippius
107GB transferred in ~6 minutes.
For comparison, 107GB R2 → R2 currently averages around 30 seconds. There's still significant optimization ahead, and we'll continue working closely with the Hippius team to improve performance.
This integration is much bigger than a benchmark. It's another building block in Beam's long-term vision to become the programmable bandwidth layer for Bittensor, connecting subnets, storage providers, AI workloads, and enterprises through a decentralized data network.
More to come. ⚡️
#Bittensor #AI #Infrastructure #DePIN @hippius_subnet b1m.ai SN105
Daniel Achio retweeted
Cloud-agnostic is no longer just a buzzword.
Successfully moving terabytes across multiple data providers on a decentralized protocol proves that infrastructure no longer has to be tied to a single cloud.
That's a foundational building block for the future of AI.
#Bittensor SN105 b1m.ai
Daniel Achio retweeted
Bittensor $TAO staking is now live for all MEXC users.
We've partnered with @MEXC to expand access to the Bittensor ecosystem. MEXC's 40 million users across 170+ countries can now access TAO staking through the exchange, powered by Yuma's Bittensor-native validator infrastructure.
MEXC brings global distribution and reach; Yuma brings deep Bittensor expertise and infrastructure.
As one of the largest validators in the ecosystem, we're proud to help create another pathway for users around the world to participate in Bittensor.
ALT Yuma Staking on MEXC
Daniel Achio retweeted
AI consumes massive Storage and Bandwidth.
These are the 'shovels' of the intelligence gold rush.
Subnets Beam (bandwidth) and Hippius (storage) provide the lowest cost 'shovels' by FAR.
Now they're integrated.
Bittensor is stitching all of the pieces together.
Subnet Integration Update:
This week, Beam Transfer Studio begins testing its native Hippius connector.
Transfers running on Beam will support data movement between R2 <-> Hippius <-> R2, bringing decentralized storage directly into Beam's programmable bandwidth network.
Another step toward making Beam the interoperability layer for AI and enterprise data.
#Bittensor #AI #DePIN #Storage SN105 b1m.ai @hippius_subnet
Daniel Achio retweeted
Subnet Integration Update:
This week, Beam Transfer Studio begins testing its native Hippius connector.
Transfers running on Beam will support data movement between R2 <-> Hippius <-> R2, bringing decentralized storage directly into Beam's programmable bandwidth network.
Another step toward making Beam the interoperability layer for AI and enterprise data.
#Bittensor #AI #DePIN #Storage SN105 b1m.ai @hippius_subnet