Kimi K2 Distilled 14B isn't asking for a GPU cluster. It's asking you to stop overthinking infrastructure.
An NVIDIA H200 has 141GB of HBM3e, enough for LoRA and QLoRA fine-tuning, and you can rent one on Ocean Network from $2.16/hr.
Train your adapter, export it, shut the GPU down, and move on to the next problem.
That's what pay-per-use compute is supposed to feel like: https://dashboard.oncompute.ai/run-job/environments
https://x.com/ONcompute/status/2085386162659594452?s=20
An NVIDIA H200 has 141GB of HBM3e, enough for LoRA and QLoRA fine-tuning, and you can rent one on Ocean Network from $2.16/hr.
Train your adapter, export it, shut the GPU down, and move on to the next problem.
That's what pay-per-use compute is supposed to feel like: https://dashboard.oncompute.ai/run-job/environments
https://x.com/ONcompute/status/2085386162659594452?s=20
Ocean Network - Decentralized P2P Compute Network
Run pay-per-use compute jobs on Ocean Network with competitive GPU pricing, editor native workflows, escrow-protected payments, and local outputs.
Your GPU wasn't built to admire your desktop wallpaper. It was built to run workloads.
Ocean Network lets you make your compute available on demand while you stay in control of your hardware and earn from it.
Put your GPU to work: https://docs.oncompute.ai/ocean-network-dashboard/ocean-network-incentives-program
https://x.com/oceanprotocol/status/2085402016290132112?s=20
Ocean Network lets you make your compute available on demand while you stay in control of your hardware and earn from it.
Put your GPU to work: https://docs.oncompute.ai/ocean-network-dashboard/ocean-network-incentives-program
https://x.com/oceanprotocol/status/2085402016290132112?s=20
docs.oncompute.ai
Ocean Network Incentives Program | Ocean Network Docs
Ocean Nodes are the backbone of the network. Nodes process compute jobs, index metadata, and store data. Anyone can run a node and earn rewards, through the Incentives Program
Before, AI agents could write your training script.
Today, they can find the compute, launch the job, monitor it, and hand you the results.
The interface is changing from dashboards to conversations.
https://x.com/oceanprotocol/status/2085740711354253780
Today, they can find the compute, launch the job, monitor it, and hand you the results.
The interface is changing from dashboards to conversations.
https://x.com/oceanprotocol/status/2085740711354253780
X (formerly Twitter)
Ocean Protocol (@oceanprotocol) on X
Before, AI agents could write your training script.
Today, they can find the compute, launch the job, monitor it, and hand you the results.
The interface is changing from dashboards to conversations.
Today, they can find the compute, launch the job, monitor it, and hand you the results.
The interface is changing from dashboards to conversations.
Hey anon, before you reserve GPUs, ask yourself:
1️⃣ Did I size my infrastructure correctly? GPU/CPU, RAM, disk space, and time duration.
2️⃣ Am I paying for resources I'll actually use?
3️⃣ Is my workload close to the compute? Keep your code, containers, and datasets near the compute node to minimize startup time and data movement.
A good reservation starts long before you click "Reserve." Ocean Network helps you get it right from the start.
Get started: https://docs.oncompute.ai/ocean-orchestrator/using-ocean-orchestrator-with-ocean-dashboard
https://x.com/ONcompute/status/2086844269629968741
1️⃣ Did I size my infrastructure correctly? GPU/CPU, RAM, disk space, and time duration.
2️⃣ Am I paying for resources I'll actually use?
3️⃣ Is my workload close to the compute? Keep your code, containers, and datasets near the compute node to minimize startup time and data movement.
A good reservation starts long before you click "Reserve." Ocean Network helps you get it right from the start.
Get started: https://docs.oncompute.ai/ocean-orchestrator/using-ocean-orchestrator-with-ocean-dashboard
https://x.com/ONcompute/status/2086844269629968741
docs.oncompute.ai
Using Ocean Orchestrator with Ocean Dashboard | Ocean Network Docs
Seamlessly connect your local development environment (VS Code, Cursor, Windsurf) with the powerful compute resources available on the Ocean Nodes Dashboard.
CEO: "Can we build our own ChatGPT?"
Engineer: "Sure."
Skips the trillion-token pretraining run, reserves an H200 on Ocean Network, fine-tunes Qwen3-8B with LoRA instead.
The smartest engineering decision is usually knowing what not to build
https://x.com/oceanprotocol/status/2087577350007361576?s=20
Engineer: "Sure."
Skips the trillion-token pretraining run, reserves an H200 on Ocean Network, fine-tunes Qwen3-8B with LoRA instead.
The smartest engineering decision is usually knowing what not to build
https://x.com/oceanprotocol/status/2087577350007361576?s=20
X (formerly Twitter)
Ocean Protocol (@oceanprotocol) on X
CEO: "Can we build our own ChatGPT?"
Engineer: "Sure."
Skips the trillion-token pretraining run, reserves an H200 on Ocean Network, fine-tunes Qwen3-8B with LoRA instead.
The smartest engineering decision is usually knowing what not to build.
Engineer: "Sure."
Skips the trillion-token pretraining run, reserves an H200 on Ocean Network, fine-tunes Qwen3-8B with LoRA instead.
The smartest engineering decision is usually knowing what not to build.
Cloud computing made developers stop thinking about servers. The next shift makes them stop thinking about GPUs.
@ONcompute started as decentralized compute. It's becoming the layer where you stop renting hardware and start just running models.
Stay tuned 👀
https://x.com/oceanprotocol/status/2087892678159503585?s=46&t=sfyIS0XeZHZd-w68hBLkvw
@ONcompute started as decentralized compute. It's becoming the layer where you stop renting hardware and start just running models.
Stay tuned 👀
https://x.com/oceanprotocol/status/2087892678159503585?s=46&t=sfyIS0XeZHZd-w68hBLkvw
X (formerly Twitter)
Ocean Protocol (@oceanprotocol) on X
Cloud computing made developers stop thinking about servers. The next shift makes them stop thinking about GPUs.
@ONcompute started as decentralized compute. It's becoming the layer where you stop renting hardware and start just running models.
Stay tuned…
@ONcompute started as decentralized compute. It's becoming the layer where you stop renting hardware and start just running models.
Stay tuned…
Just "spin up a GPU" is not a strategy.
Before the workload starts, configure the exact compute you need on Ocean Network: GPU, CPU, RAM, disk, and runtime.
Then bring that environment straight into your IDE with Ocean Orchestrator.
H200s are live at $2.16/hr: https://dashboard.oncompute.ai/run-job/environments
https://x.com/oncompute/status/2088265384331976997?s=46&t=sfyIS0XeZHZd-w68hBLkvw
Before the workload starts, configure the exact compute you need on Ocean Network: GPU, CPU, RAM, disk, and runtime.
Then bring that environment straight into your IDE with Ocean Orchestrator.
H200s are live at $2.16/hr: https://dashboard.oncompute.ai/run-job/environments
https://x.com/oncompute/status/2088265384331976997?s=46&t=sfyIS0XeZHZd-w68hBLkvw
Ocean Network - Decentralized P2P Compute Network
Run pay-per-use compute jobs on Ocean Network with competitive GPU pricing, editor native workflows, escrow-protected payments, and local outputs.
Barry looks tired
Something's been running behind the scenes for a while now, and it's almost ready👀
Stay close⌛️
https://x.com/ONcompute/status/2089390296379392010?s=20
Something's been running behind the scenes for a while now, and it's almost ready👀
Stay close⌛️
https://x.com/ONcompute/status/2089390296379392010?s=20
Reserving an H200 is as easy as ordering a coffee, and at $2.16/hr, it's cheaper too.
Connect the Ocean Network MCP server to your agent and provision GPU compute for your AI training workloads with a single prompt.
Get started here: https://docs.oncompute.ai/on-mcp/quickstart
https://x.com/ONcompute/status/2090014411083653218?s=20
Connect the Ocean Network MCP server to your agent and provision GPU compute for your AI training workloads with a single prompt.
Get started here: https://docs.oncompute.ai/on-mcp/quickstart
https://x.com/ONcompute/status/2090014411083653218?s=20
docs.oncompute.ai
Overview | Ocean Network Docs
Drive compute jobs from any AI agent. The ON MCP server exposes ~80 tools over the Model Context Protocol.
What are you actually using compute for these days?
Anonymous Poll
50%
Fine-tuning / Training
13%
Research / Experiments
25%
Inference in production
50%
Generative workflow
Compute and AI Models🧠
Barry's been keeping them in separate rooms for a while, but not anymore, he's just connecting the two now.
Stay Close🔜
https://x.com/oncompute/status/2091796348005736498
Barry's been keeping them in separate rooms for a while, but not anymore, he's just connecting the two now.
Stay Close🔜
https://x.com/oncompute/status/2091796348005736498
X (formerly Twitter)
Ocean Network (@ONcompute) on X
Compute and AI Models🧠
Barry's been keeping them in separate rooms for a while, but not anymore, he's just connecting the two now.
Stay Close🔜
Barry's been keeping them in separate rooms for a while, but not anymore, he's just connecting the two now.
Stay Close🔜
Security is of utmost importance to us.
That’s why we have robot cat overlords taking care of GPUs 🐈
https://x.com/ONcompute/status/2091893800771707269?s=20
That’s why we have robot cat overlords taking care of GPUs 🐈
https://x.com/ONcompute/status/2091893800771707269?s=20
X (formerly Twitter)
Ocean Network (@ONcompute) on X
Security is of utmost importance to us.
That’s why we have robot cat overlords taking care of GPUs 🐈
That’s why we have robot cat overlords taking care of GPUs 🐈
Ask Claude to "find compute to fine-tune this model on my dataset using Ocean MCP" and it handles the busywork.
It finds available GPUs on Ocean Network, shows you rates so you can pick, runs the job, and hands you the finished model.
Try it for free: https://docs.oncompute.ai/on-mcp/quickstart
https://x.com/oncompute/status/2092327921427919100?s=46&t=sfyIS0XeZHZd-w68hBLkvw
It finds available GPUs on Ocean Network, shows you rates so you can pick, runs the job, and hands you the finished model.
Try it for free: https://docs.oncompute.ai/on-mcp/quickstart
https://x.com/oncompute/status/2092327921427919100?s=46&t=sfyIS0XeZHZd-w68hBLkvw
docs.oncompute.ai
Overview | Ocean Network Docs
Drive compute jobs from any AI agent. The ON MCP server exposes ~80 tools over the Model Context Protocol.
Ask Claude to "find compute to fine-tune this model on my dataset using Ocean MCP" and it handles the busywork.
It finds available GPUs on Ocean Network, shows you rates so you can pick, runs the job, and hands you the finished model.
Try it for free: https://docs.oncompute.ai/on-mcp/quickstart
https://x.com/oncompute/status/2092327921427919100?s=46&t=sfyIS0XeZHZd-w68hBLkvw
It finds available GPUs on Ocean Network, shows you rates so you can pick, runs the job, and hands you the finished model.
Try it for free: https://docs.oncompute.ai/on-mcp/quickstart
https://x.com/oncompute/status/2092327921427919100?s=46&t=sfyIS0XeZHZd-w68hBLkvw
docs.oncompute.ai
Overview | Ocean Network Docs
Drive compute jobs from any AI agent. The ON MCP server exposes ~80 tools over the Model Context Protocol.
Pick a model, run it, get your output. That's the whole idea.
We know it sounds too simple, but that's kind of the point.
Wait till you see how few steps "too simple" actually takes.
https://x.com/oncompute/status/2092630144288792754?s=46&t=sfyIS0XeZHZd-w68hBLkvw
We know it sounds too simple, but that's kind of the point.
Wait till you see how few steps "too simple" actually takes.
https://x.com/oncompute/status/2092630144288792754?s=46&t=sfyIS0XeZHZd-w68hBLkvw
X (formerly Twitter)
Ocean Network (@ONcompute) on X
Pick a model, run it, get your output. That's the whole idea.
We know it sounds too simple, but that's kind of the point.
Wait till you see how few steps "too simple" actually takes.
We know it sounds too simple, but that's kind of the point.
Wait till you see how few steps "too simple" actually takes.
Open Source keeps shipping the weights. Nobody's been shipping the place to run them.
Very, very soon!
https://x.com/oceanprotocol/status/2092998743708594457
Very, very soon!
https://x.com/oceanprotocol/status/2092998743708594457
X (formerly Twitter)
Ocean Protocol (@oceanprotocol) on X
Open Source keeps shipping the weights. Nobody's been shipping the place to run them.
Very, very soon!
Very, very soon!
How many tabs does it currently take to run inference on one model? We counted and it's too many.
But fret not, we're building something with exactly one🤓
https://x.com/oncompute/status/2093346364163801200?s=46&t=sfyIS0XeZHZd-w68hBLkvw
But fret not, we're building something with exactly one🤓
https://x.com/oncompute/status/2093346364163801200?s=46&t=sfyIS0XeZHZd-w68hBLkvw
X (formerly Twitter)
Ocean Network (@ONcompute) on X
How many tabs does it currently take to run inference on one model? We counted and it's too many.
But fret not, we're building something with exactly one🤓
But fret not, we're building something with exactly one🤓