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Three years of building the future of AI compute
Three years of building the future of AI compute
IO.NET Team
 / Jun 12, 2026

On June 11, 2023, io.net launched with a straightforward idea. AI workloads need more compute than centralized hyperscalers can ever deliver, and the solution would be a decentralized network of GPUs, not another mega data center, that turns underutilized capacity into on-demand infrastructure. Three years later, we’ve fundamentally changed the AI compute market. io.net is now the largest decentralized GPU network in the world. Thousands of GPUs distributed globally, with $8 million in enterpri

A new tokenomics for a new era: The IDE is now live
A new tokenomics for a new era: The IDE is now live
IO.NET Team
 / Jun 11, 2026

Three years ago, we started io.net with a simple, powerful belief that the infrastructure behind AI shouldn't be in the hands of a few giant corporations. Today, we're taking a huge step toward making that vision a reality. As we celebrate our third anniversary, we're excited to announce the official launch of the Incentive Dynamic Engine (IDE). It's a new way of thinking about our tokenomics that ties the supply of $IO directly to how much people are actually using the network. We'll be perman

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Distributed GPU Clusters for Frontier AI: Cost, Architecture, and Where to Start
Distributed GPU Clusters for Frontier AI: Cost, Architecture, and Where to Start
IO.NET Team
 / Jul 6, 2026

Frontier AI training, or models with 70B+ parameters, multimodal architectures, MoE variants, requires GPU clusters operating at a scale most teams just can’t self-host. On io.net, AI teams don’t even have to think about self-hosting your compute, or paying hyperscaler prices.  You can effortlessly spin up a distributed cluster of H100s or A100s in minutes, paying $1.49–$2.29/hr per GPU with no reserved-capacity commitment. Instead of all of the overhead costs that come with self-hosting, you c

Why Decentralized GPU Networks Beat Hyperscalers for Burst Workloads
Why Decentralized GPU Networks Beat Hyperscalers for Burst Workloads
IO.NET Team
 / Jul 3, 2026

There's a specific moment every ML engineer has dreads. In the early morning hours, after finishing the debugging of a data pipeline, you’re just about to run an experiment that requires 8 H100s for roughly 6 hours. After hopping on your cloud console, you click through the instance request, and see this message:  "Your request for p5.48xlarge has been denied.  Current quota: 0.  Request quota increase." The thing is, that quota increase takes 3-10 business days. So, your experiment waits. A

What is a GPU Cluster? Beginner's Guide, Cost Calculator, and Buy-vs-Build Tips
What is a GPU Cluster? Beginner's Guide, Cost Calculator, and Buy-vs-Build Tips
IO.NET Team
 / Jun 26, 2026

Learn what a GPU cluster is, how it differs from multi-GPU servers, and use our cost calculator to decide if you should build or rent one.

Why AI Agents Need Autonomous Compute Infrastructure
Why AI Agents Need Autonomous Compute Infrastructure
IO.NET Team
 / Jun 24, 2026

When LLM agents started performing automated tasks, their architects failed to mention that they consume compute in ways that are fundamentally different from your usual DevOps pipeline. In a conventional web service, there is a predictable compute profile. Requests come in, get processed by known-size containers, complete, and then this process repeats. Traditionally, autoscaling at the edges is well-understood, so that your company’s infrastructure team can model capacity, set alarms, and sle

How KayOS Multiplied Its Developer Power by 5x with io.net
How KayOS Multiplied Its Developer Power by 5x with io.net
IO.NET Team
 / Jun 22, 2026

KayOS, an AI startup, achieved 5x developer power with io.net. Learn how their 2-person team cut compute costs by 60% ($2.5k to $1k/month) using io.intelligence.

Solving the AI compute crisis: Why decentralization is the only way
Solving the AI compute crisis: Why decentralization is the only way
IO.NET Team
 / Jun 18, 2026

AI has already changed the world. But, for it to reach its full potential, issues of accessibility and affordability need to be addressed. It needs to happen soon, before the industry leaves a huge swath of devs and builders from around the world behind. AI teams need infrastructure that allows them to get their product to market, not burn through their runway before they ever get off the ground.  Models are growing exponentially. Llama 3.1 405B requires 16,000 H100 GPUs for training, GPT-4 tak

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GPU Cluster for AI: 2026 Buyer's Guide With Benchmarks & TCO Calculator
GPU Cluster for AI: 2026 Buyer's Guide With Benchmarks & TCO Calculator
IO.NET Team
 / Jun 8, 2026

Your 2026 guide to building a purpose-built GPU cluster for AI. Includes TCO, vendor-agnostic benchmarks, hardware selection (H100/MI300X), and rollout plan.

GLM-4.7 Flash Now Available on io.intelligence
GLM-4.7 Flash Now Available on io.intelligence
IO.NET Team
 / Jan 23, 2026

Z.ai's GLM-4.7-Flash (30B MoE) is live on io.intelligence. Get the strongest 30B model for coding & reasoning with best-in-class performance-per-dollar.

Decentralized Computing in 2025: Architecture, Costs, and Migration Guide
Decentralized Computing in 2025: Architecture, Costs, and Migration Guide
IO.NET Team
 / Jan 20, 2026

Complete technical guide to decentralized compute: benchmarks, cost calculator, compliance checklist, and step-by-step migration from AWS/GCP.

Finance

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Instant Payments via S65olana: How io.net Leverages Blockchain for Fast Transactions
Instant Payments via S65olana: How io.net Leverages Blockchain for Fast Transactions
IO.NET Team
 / Oct 14, 2024

io.net is utilizing the Solana blockchain for instant GPU payments, smart contract automation, and secure, decentralized cloud computing transactions.

Blockchain

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What is a GPU Cluster? Beginner's Guide, Cost Calculator, and Buy-vs-Build Tips
What is a GPU Cluster? Beginner's Guide, Cost Calculator, and Buy-vs-Build Tips
IO.NET Team
 / Jun 26, 2026

Learn what a GPU cluster is, how it differs from multi-GPU servers, and use our cost calculator to decide if you should build or rent one.

GPU Cluster for AI: 2026 Buyer's Guide With Benchmarks & TCO Calculator
GPU Cluster for AI: 2026 Buyer's Guide With Benchmarks & TCO Calculator
IO.NET Team
 / Jun 8, 2026

Your 2026 guide to building a purpose-built GPU cluster for AI. Includes TCO, vendor-agnostic benchmarks, hardware selection (H100/MI300X), and rollout plan.

Decentralized Computing in 2025: Architecture, Costs, and Migration Guide
Decentralized Computing in 2025: Architecture, Costs, and Migration Guide
IO.NET Team
 / Jan 20, 2026

Complete technical guide to decentralized compute: benchmarks, cost calculator, compliance checklist, and step-by-step migration from AWS/GCP.

Quick Reads

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io.net Launches the First Adaptive Economic Engine for Decentralized Compute
io.net Launches the First Adaptive Economic Engine for Decentralized Compute
IO.NET Team
 / Dec 11, 2025

Discover io.net's Incentive Dynamic Engine (IDE): an adaptive tokenomics model bringing sustainable economics and predictable stability to decentralized GPU compute.

New Research Shows Consumer GPUs Can Cut AI Inference Costs by 75%
New Research Shows Consumer GPUs Can Cut AI Inference Costs by 75%
IO.NET Team
 / Dec 5, 2025

New io.net study shows consumer GPUs (RTX 4090) can cut AI inference costs by up to 75% for LLMs, enabling a sustainable, heterogeneous compute infrastructure.

How To Stop Being An Ostrich: Creating Real Value With Blockchain
How To Stop Being An Ostrich: Creating Real Value With Blockchain
IO.NET Team
 / Nov 12, 2025

Blockchain promised to solve centralization, but focused on wrong problems. DePIN networks like io.net finally deliver real value through affordable GPU access.

Latest By Topic (111)

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Instant Payments via S65olana: How io.net Leverages Blockchain for Fast Transactions
Instant Payments via S65olana: How io.net Leverages Blockchain for Fast Transactions
IO.NET Team
 / Oct 14, 2024

io.net is utilizing the Solana blockchain for instant GPU payments, smart contract automation, and secure, decentralized cloud computing transactions.

Nexus and io.net Announce Partnership to Enhance Compute Power for Nexus Network
Nexus and io.net Announce Partnership to Enhance Compute Power for Nexus Network
IO.NET Team
 / Sep 30, 2024

Nexus partners with io.net to expand computational power for its zkVM, enhancing zero-knowledge proof generation with decentralized GPU resources.

Creator.bid & io.net: Riding the Tsunami of AI-Driven Content
Creator.bid & io.net: Riding the Tsunami of AI-Driven Content
IO.NET Team
 / Sep 23, 2024

CreatorBid partners with io.net to scale AI agent creation and tokenization, enabling autonomous content generation with decentralized GPU compute.

Phala and io.net: Supercharging a Coprocessor Protocol
Phala and io.net: Supercharging a Coprocessor Protocol
IO.NET Team
 / Sep 16, 2024

Phala Network partners with io.net to expand its TEE-based coprocessor protocol, accessing 300k+ decentralized GPUs for affordable AI computing.

KREA: Scaling AI-Powered Media with io.net
KREA: Scaling AI-Powered Media with io.net
IO.NET Team
 / Sep 9, 2024

KREA scales AI media generation for clients like Nike and Apple using io.net's 300k+ decentralized GPUs at 60% lower costs than traditional cloud.

OpenLedger and io.net: The Future of Decentralized AI
OpenLedger and io.net: The Future of Decentralized AI
IO.NET Team
 / Sep 2, 2024

OpenLedger partners with io.net to expand decentralized AI modeling using affordable GPU compute, moving beyond costly centralized cloud providers.

GAIB & io.net: Leading the Future of Tokenized DeAI
GAIB & io.net: Leading the Future of Tokenized DeAI
IO.NET Team
 / Aug 26, 2024

GAIB partners with io.net to tokenize GPU infrastructure, enabling compute owners to earn yield while providing developers 90% cheaper AI computing access.

ChainGPT & io.net: Driving Affordable Smart Contract Analytics
ChainGPT & io.net: Driving Affordable Smart Contract Analytics
IO.NET Team
 / Aug 26, 2024

ChainGPT partners with io.net's 300k+ decentralized GPUs to deliver faster, affordable smart contract analytics and real-time blockchain code analysis.

Revolutionizing AI Training: How IO.net’s Decentralized Cloud Infrastructure Unlocks New Possibilities
Revolutionizing AI Training: How IO.net’s Decentralized Cloud Infrastructure Unlocks New Possibilities
IO.NET Team
 / Aug 19, 2024

IO.net revolutionizes AI training with decentralized GPU infrastructure, offering faster model training, cost-effective scaling, and global access.

io.net: Solving AI’s Compute Bottleneck
io.net: Solving AI’s Compute Bottleneck
IO.NET Team
 / Aug 12, 2024

io.net solves AI's compute bottleneck with decentralized GPU networks offering 90% cost savings and instant H100 access for enterprises.

io.net and Alpha Network Form a Partnership to Establish a Secure, Decentralized Environment for AI and Web3 Applications
io.net and Alpha Network Form a Partnership to Establish a Secure, Decentralized Environment for AI and Web3 Applications
IO.NET Team
 / Aug 5, 2024

io.net partners with Alpha Network to create secure, privacy-compliant AI training using decentralized GPUs and Zero-Knowledge protocols.

io.net Partners with Creator.Bid to Accelerate Image Model Scaling Using Decentralized GPUs
io.net Partners with Creator.Bid to Accelerate Image Model Scaling Using Decentralized GPUs
IO.NET Team
 / Jul 29, 2024

io.net partners with CreatorBid to scale AI image models using decentralized GPUs, powering the future of AI agents and creator economy tools.

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