io.net is the fastest-moving GPU network in DePIN — and the easiest to misread. Here is how to query worker counts, device breakdowns, and the registered-vs-active utilization gap that most dashboards hide.
Livepeer is the video-transcoding DePIN. Its data picture is transcoders, orchestrators, and delegators around a staking layer. Here is how to query them through canonical, verifiable concepts.
How a Merkle root guarantees batch integrity for DePIN telemetry: hash the batch, root it, anchor it to Bitcoin. Here is the mechanism, and why it means you never have to trust the provider.
How Kairos Signal compares to other DePIN data providers on the dimensions that matter: provenance, first-party coverage, schema, and agent access. An honest side-by-side evaluation.
DePIN data provenance has three layers: a verify_url on every value, a Merkle root on every batch, and a Bitcoin timestamp on every root. Together they make any number cryptographically checkable.
The Model Context Protocol lets AI agents discover, query, and buy DePIN infrastructure data without a human in the loop. Here is how MCP works for DePIN and what it unlocks.
What does DePIN data actually cost, and when does building your own make sense? Here is how Kairos Signal's tiers stack up against the true cost of building an in-house telemetry pipeline.
The most complete DePIN networks list available: 800 projects catalogued, 327 with live data. Here is what the list contains, what the coverage tiers mean, and how to query it.
The backbone of DePIN on-chain data is direct RPC access. Here is how we read 9 blockchains from first-party RPC endpoints — Ethereum, BSC, Solana, Bittensor, and more — with no third-party indexer in the path.
Filecoin is the storage heavyweight of DePIN. Here is how to query storage providers, raw byte power vs network power, and active deals through a canonical, verifiable API.
A practical Akash API tutorial: how to query active providers, GPU supply, and AKT-denominated revenue with canonical, verifiable concepts from the Kairos Signal DePIN API.
A number with no source is an opinion. DePIN data provenance is the practice of giving every value a receipt — a source, an as-of timestamp, a verify_url, and a freshness verdict. Here is why it matters and how it works.