W3bstream

@W3bstream_com

The Verification Network for AI + Robotics. Connecting devices, robots, & sensors to blockchains, turning real-world actions into on-chain intelligence.

Decentralized

w3bstream.com

Joined September 2022

Pinned
W3bstream
@W3bstream_com
Aug 30, 2023
In the rapidly evolving #DePIN sector, we've identified two key challenges: lack of transparency and the need for composability. Here's how W3bstream's first microservice, DePINscan.io, serves as a public good for the entire #DePIN sector. 🧵⬇️
W3bstream
@W3bstream_com
Jun 19
A Massive Launch for real-world AI. 🧠 While @iotex_io anchors the decentralized trust layer, Trio supplies the eyes and ears to perceive physical reality—and the brain to reason and act on it. A brand new future for physcial operations is unlocking⚡
IoTeX
@iotex_io
Jun 19
Earlier this year, our 2026 Anti-Roadmap set a bold challenge: Become AI's interface to the physical world Today we share our answer: Trio, a world model for physical operations by MachineFi Lab & IoTeX core team. AI learned language first. Now it's operating the real world.
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W3bstream
@W3bstream_com
Nov 10, 2025
AI doesn’t dream, it guesses. And it guesses because it doesn’t know what’s real. Most AI systems are trained on synthetic or scraped data with no verification. The result? Hallucinations that look confident but aren’t true. The fix isn’t more compute. It’s verified reality.
W3bstream
@W3bstream_com
Oct 20, 2025
Robots can act, but can they prove it? Autonomous machines are beginning to move through the world. Drones are delivering, vehicles are navigating, sensors are monitoring, and AI is making decisions. But none of it means much if the rest of the world cannot trust that it
W3bstream
@W3bstream_com
Jul 17, 2024
IoTeX 2.0 is here, the new open, modular infrastructure for #DePIN. A key DePIN Infrastructure Module (DIM), W3bstream verifies real-world data using secure off-chain computations powered by zk-proofs. Watch the launch video to see how W3bstream fits into the 2.0 architecture.
IoTeX
@iotex_io
Jul 17, 2024
IoTeX 2.0 is here. Today we unveil our new vision, upgrading the IoTeX L1 blockchain into an open Modular Infrastructure for all DePINs. Composable modules, a unified trust layer, & new tokenomics. DePIN for Everyone.
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