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io.net is turning on the lights
io.net is turning on the lights
IO.NET Team
 / Apr 7, 2026

AI Is running in the dark. It's time to turn on the lights. Let’s say you have a truly innovative idea and the team to launch the next great AI project. But, when you sit down to get started you immediately hit a wall. The compute you need is controlled by a handful of hyperscalers. They limit access, set prices that are opaque and unaffordable, and force you into enterprise contracts designed for companies ten times your size. The decisions that are affecting the infra you need to succeed are

Compute for agents, by agents: Introducing io.net's Agent Cloud
Compute for agents, by agents: Introducing io.net's Agent Cloud
IO.NET Team
 / Mar 25, 2026

AI infrastructure was built for humans. And it comes with human barriers and limitations. Enterprise logins, KYC verification, approval workflows, and admin portals all require a person at the keyboard. Someone needs to sign up, authenticate, pay, and manage all of these services. And that someone has always been a human, until now. io.net is changing this. Agent Cloud uses an MCP library to remove the need for a human in the equation, marking a genuine turning point in how autonomous AI system

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IO vs Render and alternatives: Comparing GPU cloud pricing and features
IO vs Render and alternatives: Comparing GPU cloud pricing and features
IO.NET Team
 / Apr 28, 2026

Render Network has built a compelling reputation as the GPU solution for "creative-first" and "research-first" developers. With a decentralized marketplace for GPU compute, native support for Blender and Cinema 4D, and an expanding AI inference layer through its Dispersed subnet, Render Network is a strong fit for 3D artists, VFX studios, and AI/ML teams looking for cost-effective alternatives to centralized cloud providers. Render Network does this all without managing any raw compute infrastru

Confidential GPU compute: How AI outages expose a deeper security risk
Confidential GPU compute: How AI outages expose a deeper security risk
IO.NET Team
 / Apr 24, 2026

Over the recent months we have seen both AI providers and hyperscalers go offline for several hours. Production workflows stalled almost immediately. Customer service bots went dark, code pipelines froze, and engineering teams struggled to come up with emergency plans most of them hadn’t prepared for.  Every time there is an outage with a compute provider or massive AI company, there is  an important question that isn’t answered when the service comes back online: if these providers can't guara

GPU cluster cheat sheet: Everything you need to deploy multi-GPU workloads on io.net
GPU cluster cheat sheet: Everything you need to deploy multi-GPU workloads on io.net
IO.NET Team
 / Apr 23, 2026

Most developers don't fail at distributed GPU training because they select the wrong model architecture. On the contrary, they misstep when provisioning the wrong cluster and GPU mix, wrong interconnect topology, and wrong scaling strategy. To add insult to injury, they’ll burn $4,000 in three hours trying to figure what the heck went wrong.  This quick guide exists so you can avoid this mess.  When we published a GPU cluster quick-reference card on X earlier this quarter, it became one of our

18 AI Agents Now Available on io.intelligence
18 AI Agents Now Available on io.intelligence
IO.NET Team
 / Apr 16, 2026

18 production-ready AI agents for NLP, market data, & automation on io.intelligence. Consolidate your AI stack with one API.

IO vs Together AI and alternatives: Comparing GPU cloud pricing and features
IO vs Together AI and alternatives: Comparing GPU cloud pricing and features
IO.NET Team
 / Apr 13, 2026

Together AI is known for its reputation as the GPU solution for "research-first" developers. Featuring polished, serverless inference APIs and managed fine-tuning pipelines, Together AI is a good fit for AI/ML teams transitioning from open-source models to production endpoints, all without managing raw infrastructure. Whereas legacy hyperscalers focus on general-purpose compute and boutique clouds serve academics with SSH-and-go simplicity, Together AI is aimed at the technical mid-market. It h

The quick guide to the Incentive Dynamic Engine (IDE)
The quick guide to the Incentive Dynamic Engine (IDE)
IO.NET Team
 / Apr 10, 2026

Does this sound familiar? A new Web3 network launches. It issues tokens to attract early contributors. People pile in. The token price climbs. The project looks healthy. Then the market turns.  Token price drops. Contributors turn away. And the network shrinks. Fewer contributors also means less utility, which means less demand, which means the price drops more. And this same pattern continues, until there's not much left beside a whitepaper and some ghost validators. io.net’s new tokenomics i

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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
 / Jan 26, 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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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
 / Jan 26, 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.

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
 / Jan 7, 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.

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 (99)

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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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