Editorialanalysis, guides, and research on the dePIN ecosystem
PRIMER
What is dePIN? The Next Trillion-Dollar Infrastructure Shift
DePIN projects build real-world hardware networks incentivised by crypto tokens. Here’s why that changes everything about infrastructure ownership.
ANALYSIS
GPU Wars: Comparing the Top Decentralised Compute Networks
Hyperscaler GPU pricing is squeezing AI startups and researchers. Four dePIN compute networks are racing to fill the gap — here’s how they actually compare.
EDUCATION
DePIN Tokenomics: How Node Operators Actually Get Paid
Not all dePIN yield is equal. The difference between inflationary rewards and real revenue sharing is the most important concept in dePIN node economics.
DATA
The Physical Layer: Mapping DePIN’s Global Node Distribution
From San Francisco to Sub-Saharan Africa, decentralised networks deploy where corporate infrastructure never reached. The geographic data tells the story.
GUIDE
Building a dePIN Portfolio: A Sector Diversification Framework
DePIN is ten asset classes wearing one hat. A structured approach to sector exposure, revenue analysis, and hardware risk leads to better long-term outcomes.
ANALYSIS
Helium Network: How 912,000 Hotspots Changed Wireless Forever
From a scrappy startup to 900k+ hotspots and a real cellular carrier — Helium rewrote the rules of how wireless infrastructure gets built.
COMPARISON
Filecoin vs Arweave vs Storj: The Decentralised Storage Showdown
Three very different bets on the future of data storage. One charges once and stores forever. One runs on hard drives in garages. One targets enterprise S3 workloads. Which wins?
ANALYSIS
Bittensor: The Decentralised AI Marketplace No One Fully Understands
TAO is the highest-market-cap AI dePIN project. Its subnet architecture is genuinely novel. It is also genuinely complex. Here's what you need to know.
ANALYSIS
dePIN vs AWS: Can Decentralised Cloud Actually Compete?
Hyperscalers charge $2-8/hour for H100 access. dePIN compute networks claim 60-80% discounts. The question isn't pricing — it's reliability, latency, and whether enterprise will ever trust it.
EDUCATION
Proof of Coverage: How dePIN Verifies Physical Work
The hardest problem in decentralised infrastructure is proving that nodes are real, deployed where claimed, and actually providing the service they are paid for. Here's how it's solved.
ANALYSIS
Grass Protocol: How 2.4 Million Devices Are Training the Next Generation of AI
Grass pays users for their idle internet bandwidth to build AI training datasets. It is one of the simplest dePIN value propositions — and one of the fastest-growing.
GUIDE
5 Metrics Every dePIN Investor Should Track Weekly
Most dePIN trackers show token price. Price is the least useful metric for evaluating dePIN health. Here are the five numbers that actually tell you what's happening.
ANALYSIS
Hivemapper: Building a Rival to Google Maps with Dashcams
145,000 drivers are mapping the world with Hivemapper dashcams and earning HONEY tokens. The result is fresh map data that updates faster than Google Street View.
ANALYSIS
IoTeX: The Blockchain Built for Machines, Not Humans
While most blockchains target financial applications, IoTeX was designed from the ground up for machine identity, IoT data, and verifiable hardware contributions.
GUIDE
Surviving a dePIN Bear Market: A Node Operator's Playbook
Token prices drop 80%. Mining rewards collapse in USD terms. Hardware is still running. Here's how to think through the decision to keep going, pause, or exit.
ANALYSIS
Arweave: Why Permanent Storage Might Be Web3's Most Undervalued Infrastructure
Every NFT collection and Web3 protocol that stores metadata on IPFS will eventually have broken links. Arweave is the only storage solution that guarantees permanence. The question is whether the market prices this correctly.
ANALYSIS
The Graph: The Indexing Protocol Powering Web3's Data Layer
Every major DeFi protocol, NFT marketplace, and Web3 application relies on The Graph to query blockchain data efficiently. It is the most invisible critical infrastructure in crypto.
GUIDE
dePIN Hardware Buying Guide 2026: What to Buy Before You Run a Node
The hardware you choose determines your economics for years. A framework for evaluating devices before you spend a dollar.
ANALYSIS
Aethir: How Enterprise GPU Contracts Changed the dePIN Revenue Equation
Aethir generated $42M in protocol revenue in January 2026, more than every other dePIN compute network combined. The secret: sign the customer before you deploy the hardware.
ANALYSIS
Ocean Protocol: Tokenising Data for the AI Economy
Ocean wants to create a data economy where individuals and organisations can publish, sell, and consume data via smart contracts. The vision is clear. The traction is hard to judge.
DATA
dePIN Revenue Breakdown 2026: Which Sectors Are Actually Making Money
Compute dominates. Storage is maturing. Everything else is early. A data-driven look at where real protocol revenue is concentrated in the dePIN ecosystem.
GUIDE
How to Use the dePIN ROI Calculator: A Step-by-Step Guide
The ROI Calculator models your node economics across hardware cost, electricity, token price, and uptime scenarios. Here's how to interpret the outputs and what assumptions to challenge.
ANALYSIS
GEODNET: How a dePIN Network Achieves Centimetre-Precision GPS
Standard GPS has 3-5 metre accuracy. GEODNET's 12,400 RTK base stations push this to under 2 centimetres. Autonomous vehicles, precision agriculture, and surveying all need this.
EDUCATION
dePIN vs DeFi: Two Paradigms, One Technology
DeFi gave blockchain its first real use case beyond speculation. dePIN may be the second. Here's how the two paradigms compare in design, risk, and opportunity.
GUIDE
How to Build a dePIN Research Process: From First Look to Investment Decision
A repeatable framework for evaluating any dePIN project from scratch: what to look for, what to verify, and what questions to ask before committing capital.