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Latest Articles

WeatherXM to Akash: Comparing DePIN Supply Telemetry Across Categories

A rigorous comparative analysis of supply-side telemetry across heterogeneous DePIN networks. We deconstruct WeatherXM's weather station coverage metrics and Akash's compute lease telemetry, then derive a canonical normalization schema—mapping devices_total, compute_cores_total, and nodes_online—enabling cross-category signal comparison and adversarial verification via self-certifying data URLs.

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.