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Latest Articles

Bitcoin-Anchored Data: Merkle Roots for DePIN Batch Integrity

A deep dive into anchoring DePIN telemetry batches to Bitcoin via OpenTimestamps, exploring Merkle tree construction, multi-calendar aggregation, and cryptographic verification of temporal provenance without trusted intermediaries.

How AI Agents Discover and Buy Data: The MCP Purchase Flow

A deep technical walkthrough of how AI agents autonomously discover, evaluate, and purchase data products via the Model Context Protocol. Covers the full lifecycle from JSON-RPC registration through credit issuance, DePIN snapshot procurement, and Stripe-mediated top-ups—with formal trust guarantees via verify_url and cryptographic provenance.

Render Network GPU Supply Data API Tutorial: Query Live GPU Capacity

A developer tutorial for querying Render Network GPU supply data via API — registered GPUs, GPU types, active capacity, and utilization. Includes curl examples and verifiable verify_urls so your GPU numbers are grounded in first-party telemetry.

How to Query DePIN Supply Data Programmatically: A Developer's Guide

Step-by-step guide to querying DePIN network supply data via REST API and MCP. Includes code examples for fetching supply telemetry from 296 networks, handling verify_urls, and integrating with autonomous AI agent workflows.

Akash Network Stats: How to Query Supply and Pricing

Akash publishes real provider and lease telemetry, but the field names change and the pricing picture is fragmented. We show how to query Akash supply and pricing programmatically with canonical, verifiable concepts.

How to Access Helium Network Supply Data Programmatically

A developer tutorial for querying Helium network supply data via API — HNT circulating supply, Data Credit burn, and hotspot coverage. Includes curl examples, field normalization, and verifiable verify_urls for every value.