We’re bringing @ONcompute to Pragma Lisbon 2026! 🇵🇹
Come find us at the booth and see how easy it is to access on-demand compute for your next AI project.
We’ll tell you all about it over a couple of pastéis
https://x.com/oceanprotocol/status/2075574807316287873?s=46&t=sfyIS0XeZHZd-w68hBLkvw
Come find us at the booth and see how easy it is to access on-demand compute for your next AI project.
We’ll tell you all about it over a couple of pastéis
https://x.com/oceanprotocol/status/2075574807316287873?s=46&t=sfyIS0XeZHZd-w68hBLkvw
X (formerly Twitter)
Ocean Protocol (@oceanprotocol) on X
We’re bringing @ONcompute to Pragma Lisbon 2026! 🇵🇹
Come find us at the booth and see how easy it is to access on-demand compute for your next AI project.
We’ll tell you all about it over a co…
Come find us at the booth and see how easy it is to access on-demand compute for your next AI project.
We’ll tell you all about it over a co…
Full fine-tuning isn't the only way to adapt Llama 70B
LoRA can achieve performance close to full fine-tuning while using a fraction of the GPU memory. QLoRA reduces memory requirements further, making some Llama 70B fine-tuning workloads feasible on a single high-memory GPU
Ocean Network lets you choose the setup that fits your workload and pay only for the compute you actually use: https://dashboard.oncompute.ai/run-job/environments
https://x.com/oncompute/status/2076705715184640141?s=46&t=sfyIS0XeZHZd-w68hBLkvw
LoRA can achieve performance close to full fine-tuning while using a fraction of the GPU memory. QLoRA reduces memory requirements further, making some Llama 70B fine-tuning workloads feasible on a single high-memory GPU
Ocean Network lets you choose the setup that fits your workload and pay only for the compute you actually use: https://dashboard.oncompute.ai/run-job/environments
https://x.com/oncompute/status/2076705715184640141?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.
Ideas are easy; shipping is what counts
Build on NVIDIA H200s at $2.16/hr, launch your workload, and let the results speak for themselves.
Claim 100 complimentary tokens and run your first job on Ocean Network: https://docs.oncompute.ai/ocean-network-dashboard/claim-your-compy-tokens
https://x.com/oncompute/status/2077076155396714854?s=46&t=sfyIS0XeZHZd-w68hBLkvw
Build on NVIDIA H200s at $2.16/hr, launch your workload, and let the results speak for themselves.
Claim 100 complimentary tokens and run your first job on Ocean Network: https://docs.oncompute.ai/ocean-network-dashboard/claim-your-compy-tokens
https://x.com/oncompute/status/2077076155396714854?s=46&t=sfyIS0XeZHZd-w68hBLkvw
docs.oncompute.ai
Claim Your COMPY Tokens | Ocean Network Docs
How to Claim Your COMPY Grant Tokens
Need one H200 for just 20 minutes? That's what you pay for
Most compute contracts make you pay for the biggest GPU config upfront, whether your job needs it for 10 minutes or 10 hours. Ocean Network lets you configure GPU/CPU type, RAM, Disk space, & time duration to run compute workloads on a pay-per-use basis
Configure your exact job: https://dashboard.oncompute.ai/run-job/environments
https://x.com/oncompute/status/2077431748234023383?s=46&t=sfyIS0XeZHZd-w68hBLkvw
Most compute contracts make you pay for the biggest GPU config upfront, whether your job needs it for 10 minutes or 10 hours. Ocean Network lets you configure GPU/CPU type, RAM, Disk space, & time duration to run compute workloads on a pay-per-use basis
Configure your exact job: https://dashboard.oncompute.ai/run-job/environments
https://x.com/oncompute/status/2077431748234023383?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.
Your AI agent can now run compute jobs on Ocean Network🤖
🔌Connect Claude, Cursor, ChatGPT, GitHub Copilot & more at our hosted MCP endpoint: mcp.oncompute.ai/mcp
It can discover compute providers, write algorithms, launch jobs & manage storage using natural language
https://x.com/oncompute/status/2077670789835293154
🔌Connect Claude, Cursor, ChatGPT, GitHub Copilot & more at our hosted MCP endpoint: mcp.oncompute.ai/mcp
It can discover compute providers, write algorithms, launch jobs & manage storage using natural language
https://x.com/oncompute/status/2077670789835293154
The Singapore Court of Appeal has affirmed the Singapore High Court’s decision that confidentiality has been lost in relation to the emergency arbitration proceedings. The Court of Appeal upheld the High Court’s finding that having regard in large part to Fetch’s conduct, Fetch could not have reasonably believed that confidentiality continued to subsist.
Following this decision, the interim orders preserving confidentiality pending the appeal have been discharged.
Therefore, we republish the emergency arbitrator’s award here: https://x.com/oceanprotocol/status/2078017924061638907?s=46&t=sfyIS0XeZHZd-w68hBLkvw
Following this decision, the interim orders preserving confidentiality pending the appeal have been discharged.
Therefore, we republish the emergency arbitrator’s award here: https://x.com/oceanprotocol/status/2078017924061638907?s=46&t=sfyIS0XeZHZd-w68hBLkvw
X (formerly Twitter)
Ocean Protocol (@oceanprotocol) on X
The Singapore Court of Appeal has affirmed the Singapore High Court’s decision that confidentiality has been lost in relation to the emergency arbitration proceedings. The Court of Appeal upheld the High Court’s finding that having regard in large part to…
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Every World Cup cycle, the tournament gets bigger; this year's 48-team format nearly doubled the total matches from 2022
Compute scales the same way: more data, more parameters, more memory needed to hold it all. That's exactly what H200's 141GB of HBM3e is built for
Run your next job from $2.16/hr: https://dashboard.oncompute.ai/run-job/environments
https://x.com/ONcompute/status/2078126576638763238?s=20
Compute scales the same way: more data, more parameters, more memory needed to hold it all. That's exactly what H200's 141GB of HBM3e is built for
Run your next job from $2.16/hr: https://dashboard.oncompute.ai/run-job/environments
https://x.com/ONcompute/status/2078126576638763238?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.
The clock hit 90, and the match didn't care.
Spain kept creating chances after regulation ran out, and it took until the 106th minute, deep into extra time, to find the goal that actually settled it. An AI batch job doesn't know what an hour is either; it stops when the job's actually done, not when the clock hits a round number.
Ocean doesn't round up, and you get billed for the seconds the GPU actually worked, not the hour it happened to fall in. Access on-demand compute: https://dashboard.oncompute.ai/run-job/environments
https://x.com/ONcompute/status/2079227333161152829?s=20
Spain kept creating chances after regulation ran out, and it took until the 106th minute, deep into extra time, to find the goal that actually settled it. An AI batch job doesn't know what an hour is either; it stops when the job's actually done, not when the clock hits a round number.
Ocean doesn't round up, and you get billed for the seconds the GPU actually worked, not the hour it happened to fall in. Access on-demand compute: https://dashboard.oncompute.ai/run-job/environments
https://x.com/ONcompute/status/2079227333161152829?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.
MCP is becoming the interface layer for agentic AI.
Once an agent has an MCP endpoint, it doesn't need provider-specific APIs. It just discovers compute, checks live pricing, runs the job, and retrieves the results.
That's what agent-native infrastructure looks like
https://x.com/oceanprotocol/status/2079602362814001331?s=20
Once an agent has an MCP endpoint, it doesn't need provider-specific APIs. It just discovers compute, checks live pricing, runs the job, and retrieves the results.
That's what agent-native infrastructure looks like
https://x.com/oceanprotocol/status/2079602362814001331?s=20
X (formerly Twitter)
Ocean Protocol (@oceanprotocol) on X
MCP is becoming the interface layer for agentic AI.
Once an agent has an MCP endpoint, it doesn't need provider-specific APIs. It just discovers compute, checks live pricing, runs the job, and retrieves the results.
That's what agent-native infrastructure…
Once an agent has an MCP endpoint, it doesn't need provider-specific APIs. It just discovers compute, checks live pricing, runs the job, and retrieves the results.
That's what agent-native infrastructure…
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An Uber across town costs more per hour than an NVIDIA H200 on Ocean Network.
$2.16/hr gets you 141GB of HBM3e memory and 4.8TB/s of bandwidth, enough headroom to run 70B class models on a single GPU, with room left over for KV cache that most cards can't spare.
Access here: https://x.com/oncompute/status/2079951350457385295?s=46&t=sfyIS0XeZHZd-w68hBLkvw
$2.16/hr gets you 141GB of HBM3e memory and 4.8TB/s of bandwidth, enough headroom to run 70B class models on a single GPU, with room left over for KV cache that most cards can't spare.
Access here: https://x.com/oncompute/status/2079951350457385295?s=46&t=sfyIS0XeZHZd-w68hBLkvw
X (formerly Twitter)
Ocean Network (@ONcompute) on X
An Uber across town costs more per hour than an NVIDIA H200 on Ocean Network.
$2.16/hr gets you 141GB of HBM3e memory and 4.8TB/s of bandwidth, enough headroom to run 70B class models on a single GPU, with room left over for KV cache that most cards can't…
$2.16/hr gets you 141GB of HBM3e memory and 4.8TB/s of bandwidth, enough headroom to run 70B class models on a single GPU, with room left over for KV cache that most cards can't…
Want to join us at Pragma Lisbon? We've got 5 tickets to give away😄
Meet the Ocean team & learn how to run training jobs on Ocean Network on nvidia H200s while paying only what you use
Code expires tomorrow
Claim yours with PRAGMAOCEAN: https://luma.com/pragma-lisbon2026
https://x.com/oncompute/status/2080294109059678719?s=46&t=sfyIS0XeZHZd-w68hBLkvw
Meet the Ocean team & learn how to run training jobs on Ocean Network on nvidia H200s while paying only what you use
Code expires tomorrow
Claim yours with PRAGMAOCEAN: https://luma.com/pragma-lisbon2026
https://x.com/oncompute/status/2080294109059678719?s=46&t=sfyIS0XeZHZd-w68hBLkvw
Luma
Pragma Lisbon 2026 · Luma
Pragma Lisbon is a one-day, single-track summit with intimate, high-quality talks by founders only.
No panels. No fluff. Just people actually building — and…
No panels. No fluff. Just people actually building — and…
❤1
OceanProtocol News pinned «Want to join us at Pragma Lisbon? We've got 5 tickets to give away😄 Meet the Ocean team & learn how to run training jobs on Ocean Network on nvidia H200s while paying only what you use Code expires tomorrow Claim yours with PRAGMAOCEAN: https://luma.com/pragma…»
Distilling GLM 5.2 is basically a five-step workflow now
You don't need a research lab or weeks of infrastructure setup anymore.
1) Grab the open, MIT-licensed GLM 5.2 weights: https://docs.z.ai/guides/llm/glm-5.2
2) Write your distillation script and package it as a Docker image
3) Open Ocean Network Dashboard and choose an H200: https://dashboard.oncompute.ai/run-job/environments
4) Attach your dataset, hit run from VS Code, Cursor, or Windsurf with Ocean Orchestrator and watch the logs stream live: https://open-vsx.org/extension/OceanProtocol/ocean-protocol-vscode-extension
5) Download the distilled model straight back into your project folder
The interesting part is how little infrastructure you have to think about to get it done
https://x.com/oceanprotocol/status/2080558350253851036?s=20
You don't need a research lab or weeks of infrastructure setup anymore.
1) Grab the open, MIT-licensed GLM 5.2 weights: https://docs.z.ai/guides/llm/glm-5.2
2) Write your distillation script and package it as a Docker image
3) Open Ocean Network Dashboard and choose an H200: https://dashboard.oncompute.ai/run-job/environments
4) Attach your dataset, hit run from VS Code, Cursor, or Windsurf with Ocean Orchestrator and watch the logs stream live: https://open-vsx.org/extension/OceanProtocol/ocean-protocol-vscode-extension
5) Download the distilled model straight back into your project folder
The interesting part is how little infrastructure you have to think about to get it done
https://x.com/oceanprotocol/status/2080558350253851036?s=20
Overview - Z.AI DEVELOPER DOCUMENT
GLM-5.2 - Overview - Z.AI DEVELOPER DOCUMENT
What if your AI agent could find a GPU, compare prices, and launch the job itself, without you opening a dashboard or writing a custom integration?
That's now possible with Ocean MCP⬇️
https://x.com/oceanprotocol/status/2080649198761079119?s=46&t=sfyIS0XeZHZd-w68hBLkvw
That's now possible with Ocean MCP⬇️
https://x.com/oceanprotocol/status/2080649198761079119?s=46&t=sfyIS0XeZHZd-w68hBLkvw
X (formerly Twitter)
Ocean Protocol (@oceanprotocol) on X
What if your AI agent could find a GPU, compare prices, and launch the job itself, without you opening a dashboard or writing a custom integration?
That's now possible with Ocean MCP⬇️
https://t.co/qh1364ljzM
That's now possible with Ocean MCP⬇️
https://t.co/qh1364ljzM
The team at @ONcompute asking the question many have been avoiding:
Why own an H200 when you only need it for 37 minutes?
Rent the compute. Ship the model
https://x.com/oceanprotocol/status/2080962042312249407?s=46&t=sfyIS0XeZHZd-w68hBLkvw
Why own an H200 when you only need it for 37 minutes?
Rent the compute. Ship the model
https://x.com/oceanprotocol/status/2080962042312249407?s=46&t=sfyIS0XeZHZd-w68hBLkvw
The hardest part of using an H200 isn't the H200.
It's everything that happens before your code ever runs, and Ocean Network skips most of that.
Launch an NVIDIA H200 in minutes for $2.16/hr on the Ocean Network Dashboard: https://dashboard.oncompute.ai/run-job/environments
https://x.com/oncompute/status/2081756500909805965?s=46&t=sfyIS0XeZHZd-w68hBLkvw
It's everything that happens before your code ever runs, and Ocean Network skips most of that.
Launch an NVIDIA H200 in minutes for $2.16/hr on the Ocean Network Dashboard: https://dashboard.oncompute.ai/run-job/environments
https://x.com/oncompute/status/2081756500909805965?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.
“I want to fine-tune Llama 3 8B on my dataset. Find me an H200 node and get it running using Ocean MCP."
One prompt, and Ocean MCP finds you a live node with real specs and pricing, no external search required.
Then it walks you through the rest: dataset, fine-tuning approach, and funding, before anything spends.
Get started here: https://docs.oncompute.ai/on-mcp/quickstart
https://x.com/oncompute/status/2082120644700016682?s=46&t=sfyIS0XeZHZd-w68hBLkvw
One prompt, and Ocean MCP finds you a live node with real specs and pricing, no external search required.
Then it walks you through the rest: dataset, fine-tuning approach, and funding, before anything spends.
Get started here: https://docs.oncompute.ai/on-mcp/quickstart
https://x.com/oncompute/status/2082120644700016682?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.
Finding an available H200 at a fair price, without waiting in a queue, is still the hard part
Ocean Network gives you access to idle H200 capacity across providers, so you can launch the GPU that fits your workload and only pay while it runs
From $2.16/hr: https://dashboard.oncompute.ai/run-job/environments
https://x.com/oncompute/status/2082481774362538140?s=46&t=sfyIS0XeZHZd-w68hBLkvw
Ocean Network gives you access to idle H200 capacity across providers, so you can launch the GPU that fits your workload and only pay while it runs
From $2.16/hr: https://dashboard.oncompute.ai/run-job/environments
https://x.com/oncompute/status/2082481774362538140?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.
Seeing a "Not enough available CPU" error on Ocean Network?
It doesn't mean anything is misconfigured. It simply means the environment you selected is at capacity right now.
The fix is simple:
1. Try another node or environment
2. Switch GPU types if your workload allows
3. Or wait a bit. Capacity becomes available as other jobs finish.
https://x.com/oncompute/status/2082859513338888197?s=46&t=sfyIS0XeZHZd-w68hBLkvw
It doesn't mean anything is misconfigured. It simply means the environment you selected is at capacity right now.
The fix is simple:
1. Try another node or environment
2. Switch GPU types if your workload allows
3. Or wait a bit. Capacity becomes available as other jobs finish.
https://x.com/oncompute/status/2082859513338888197?s=46&t=sfyIS0XeZHZd-w68hBLkvw
X (formerly Twitter)
Ocean Network (@ONcompute) on X
Seeing a "Not enough available CPU" error on Ocean Network?
It doesn't mean anything is misconfigured. It simply means the environment you selected is at capacity right now.
The fix is simple:
1. Try another node or environment
2. Switch GPU types if your…
It doesn't mean anything is misconfigured. It simply means the environment you selected is at capacity right now.
The fix is simple:
1. Try another node or environment
2. Switch GPU types if your…
100 complimentary tokens are ready to claim, and it only takes a couple of minutes.
Once they're in your wallet, put them to use: fine-tune a model, deploy an agent, or kick off a job on an H200.
Grab yours: https://dashboard.oncompute.ai/grant/details
https://x.com/oceanprotocol/status/2083193715187966368?s=46&t=sfyIS0XeZHZd-w68hBLkvw
Once they're in your wallet, put them to use: fine-tune a model, deploy an agent, or kick off a job on an H200.
Grab yours: https://dashboard.oncompute.ai/grant/details
https://x.com/oceanprotocol/status/2083193715187966368?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.
Run containerized AI workloads straight from your IDE.
Pick an NVIDIA H200 at $2.16/hr from the Ocean Network Dashboard, send the environment straight into Ocean Orchestrator, and launch your compute job without leaving your IDE.
Install Ocean Orchestrator: https://open-vsx.org/extension/OceanProtocol/ocean-protocol-vscode-extension
https://x.com/oncompute/status/2084188971702034876
Pick an NVIDIA H200 at $2.16/hr from the Ocean Network Dashboard, send the environment straight into Ocean Orchestrator, and launch your compute job without leaving your IDE.
Install Ocean Orchestrator: https://open-vsx.org/extension/OceanProtocol/ocean-protocol-vscode-extension
https://x.com/oncompute/status/2084188971702034876
X (formerly Twitter)
Ocean Network (@ONcompute) on X
Run containerized AI workloads straight from your IDE.
Pick an NVIDIA H200 at $2.16/hr from the Ocean Network Dashboard, send the environment straight into Ocean Orchestrator, and launch your compute job without leaving your IDE.
Install Ocean Orchestrator:
Pick an NVIDIA H200 at $2.16/hr from the Ocean Network Dashboard, send the environment straight into Ocean Orchestrator, and launch your compute job without leaving your IDE.
Install Ocean Orchestrator: