The Good Tech Companies - Why DePINs Are the Best Way to Organise Global Compute
Episode Date: August 20, 2025This story was originally published on HackerNoon at: https://hackernoon.com/why-depins-are-the-best-way-to-organise-global-compute. DePINs offer cost-efficient, censors...hip-resistant, and sustainable compute—reshaping global infrastructure beyond AWS, Azure, and Google Cloud. Check more stories related to web3 at: https://hackernoon.com/c/web3. You can also check exclusive content about #decentralized-compute, #depin, #global-infrastructure, #cloud-alternatives, #gpu-networks, #censorship-resistance, #io.net, #good-company, and more. This story was written by: @ionet. Learn more about this writer by checking @ionet's about page, and for more stories, please visit hackernoon.com. Decentralised Physical Infrastructure Networks (DePINs) are emerging as the best way to organize global compute. Unlike centralized clouds, DePINs cut costs by up to 75%, reduce latency via smart routing, enable sovereign deployments, and align incentives through tokens. With 13M+ devices, they deliver scalable, censorship-resistant, and sustainable infrastructure for the AI-native era.
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Why De Pins are the best way to organize global compute, by I.O.
Net by Garov Sharma, CEO of IO.
Net Compute Power is the backbone of modern innovation, yet it is perpetually in short supply.
Centralized cloud infrastructure from providers like AWS, Azure and Google Cloud is struggling
to meet the demands of global projects.
However, it's not just capacity where these companies fall.
short, they are not cost-efficient for many businesses and because they are centralized, they are
never truly resistant from corporate and governmental censorship. These challenges have led to the
rise of decentralized physical infrastructure networks, DEPIN, alternative models for accessing
and deploying compute power that offer greater flexibility, reduced costs and censorship
resistance for projects and enterprises worldwide. A new compute paradigm the DEPIN category can be
split into two primary network types, physical resource networks, PRNs, and digital resource
networks, DRNs. It is the latter we will focus on, encompassing all forms of computing
hardware including storage, bandwidth GPUs and CPUs, a market that is expected to surpass $32 billion
annually by the end of 2025. By aggregating all this physical infrastructure into a unified
global pool maintained by independent operators, DRNs are transforming how developers access
compute, making it more accessible, more affordable, and more resilient. Many assumed DePins are
simply marketplaces for spare capacity. While De Pins facilitate access to computing,
this view overlooks the breadth of its value proposition. De Pins unlock programmable infrastructure
within a decentralized ecosystem, enabling developers to orchestrate workloads in ways
traditional cloud structures can't easily replicate. Another misconception is that the nuance and
agility of decentralization might compromise performance.
In reality, many DePins now deliver competitive benchmarks across latency, concurrency and throughput.
Techniques such as smart workload routing, mesh networking and tokenized incentives for high availability
not only help maintain performance but also optimize it dynamically based on workload needs.
DePins redefine infrastructure, not as fixed capacity, but ASFluid coordination,
providing developers with tools to build systems that are cheaper, faster and more resilient than ever before.
As good as traditional cloud and better today, more than 13 million devices contribute to DePins.
This allows developers to tap into a spectrum of hardware, ranging from high-performance cloud-grade
GPS to specialized edge devices. The owners of these devices earn compensation when their
compute power is reserved by developers for model training, inference, video generation,
and any other compute-intensive tasks. DePins add nuance and agility to infrastructure management
by delivering transparent, hardware-specific orchestration of workloads across location-aware devices,
all without requiring specialized knowledge or training. If you know how to use cloud compute,
you can use DEPIN. These unique advantages, explored in the following paragraphs, make them a strong
alternative for organizing global compute, addressing latency issues, sovereignty, sustainability, and avoiding
rising costs. Elastic global scheduling without vendor lock in one of the most transformative capabilities
of DePins is elastic scheduling, a clear contrast to centralized platforms, which are constrained
by rigid pricing tiers and limited regional zones. DePins-led developers launch workloads across
GPS, CPUs and storage nodes without time limits, enabling composable, permissionless and coordinated
scheduling via smart contracts and token incentives. Using decentralized compute, developers
can spin up workloads across a network of heterogeneous providers without being locked into
proprietary APIs or contracts, unlocking true market-driven pricing and operational autonomy.
Combining this with the fact that DePins operate on a metered usage basis, with developers
typically purchasing units of compute capacity that can be redeemed at any point,
compute users are securing cost savings of up to 75% whilst also enhancing their resilience
due to the distributed nature of the architecture.
Latency-aware infrastructure in contrast to traditional cloud zones, Depends dynamically
route compute based in latency, cost and hardware specificity, offering programmable infrastructure
in which developers can actively toggle between latency-optimized and cost-optimized deployments.
Whether routing real-time workloads to edge nodes or batch jobs to idle hardware,
the orchestration layer prioritizes proximity, responsiveness and performance continuity without
compromising scale.
Sovereign first compute infrastructure B.Y enabling sovereign deployments across a globally
distributed edge footprint, depends unlock compliance-aware infrastructure. This facilitates GDPR,
PCIDS-S-Sand-region-specific data residency compliance while simultaneously avoiding the premium
pricing typically associated with such provisions from centralized providers.
Edge deployments further strengthen sovereignty by routing data through local nodes with programmable
failover, minimizing single points of failure and enhancing trust across the network.
Further, centralized providers may impose limitations.
based on sanctions, identity verification or content policies where AS Depends enforce cryptographic
rules through decentralized protocol participants. This design ensures neutrality, censorship
resistance and operational resilience, making it ideal for developers building sovereign
applications or operating in environments vulnerable to access restrictions. Tokenized incentives
driving smarter, greener-comput networks de Pins have built a microeconomic framework that
harmonizes economic efficiency with ecological responsibility. By turning incentives into tokens,
DePins enable infrastructure operators and job schedulers to work better together, fixing a problem
that older computing networks struggled to address. This creates a flywheel effect. As more nodes join,
network flexibility increases, driving competitive job pricing and expanding opportunities for
participants, from individual operators to enterprise fleets. Economic coordination meets
sustainable infrastructure de PINS substantially mitigate the environmental impact of compute by
harnessing underutilized resources, such as dormant GPUs, extending the life of older GPUs, and
facilitating the synchronization of workloads with renewable energy generation. This innovative
approach allows for a more sustainable and efficient use of infrastructure without compromising
performance and reliability, empowering enterprises to meet their environmental objectives.
DEPINS, future the AI native era will require infrastructure capable of evolving as quickly as
technology it supports. A centralized cloud, constrained by rigid controls, opaque pricing and
vulnerability to external influence, will find it increasingly difficult to meet the demands
of complex models and dynamic workloads. Early adopters of decentralized networks will
gain a clear advantage, operating with greater autonomy, scaling effortlessly and sidestepping the
limitations imposed by traditional providers. De Pins represent a complete reimagining of how
global compute infrastructure is conceived and operated. As adoption grows, the most innovative
organizations will be drawn to open platforms that deliver resilience, neutrality and the capacity
to adapt in real time. Now is the time to explore, contribute and help shape a decentralized
infrastructure that will power the next generation of innovation.
Asterisk Press Contact. Georgia Henas and Ed Dolionin Press at a college media.
Co. UK plus 447.591,59,059,059,0007 about IO. Net. With the world's largest network of distributed
GPUs and high performance, on-demand compute, I.O. Net is the only platform developers and
organizations need to train models, run agents and scale LLM infrastructure. Combining the
cost-effective and builder-friendly programmable infrastructure of I.O. Cloud with the unified and API-accessible
toolkit of IO. Intelligence, I.O. Net is the full stack for large-scale AI startups. Thank you for
listening to this Hackernoon story, read by artificial intelligence. Visit hackernoon.com to read, write, learn and publish.
