MeshVision

Decentralized Vision AI for Web3.
Edge nodes + on-chain proofs = transparent, verifiable visual intelligence.

[MeshVision @MeshVisionAI]

MeshVision ($MVIS) Update
•Official website has been fully rebuilt
•DApp is now live: decentralized vision AI (object detection, classification, on-chain anchoring)
•All smart contracts and DApp code are now open-source

MeshVision enables edge-based inference with on-chain verifiability and privacy guarantees — infrastructure for Web3-native AI.

Explore the stack:
https://t.co/qELumrspzg
https://t.co/K3oUGJR3Lt
https://t.co/qcxUeVzFX6

[Messari @MessariCrypto]

Why is getting the crypto market news you need so difficult?

Crypto alerts are more noisy than useful. Manually monitoring the market eats up time.

There needs to be a way to cut back weekly noise to only the alerts you care about.

Agentic monitoring brings power to control the crypto market news you consume.

All it takes is a simple prompt about the assets and news related to them you want to monitor.

Setting agentic rules enables you to place your own targets without needing to handle complex setups.

Agentic Monitoring brings critical events in crypto into your workflow.

From Mobile Push to Monitoring across latest regulator and security updates, watch how @diran_li uses Messari Monitoring to power his day.

[MeshVision @MeshVisionAI]

What if AI didn’t have to be a black box?

We’re anchoring every vision inference on-chain - so you don’t have to trust us. You can verify it.

That’s not just transparency. That’s Web3-native truth for the visual world.

$MVIS

[Hayden Adams 🦄 @haydenzadams]

disagree. the irony is smart contracts enable apps that are way more secure than whats possible without

the problem is many projects produce low quality slop code, VCs/influencers pump, and users yolo in

its not a defi problem, its just AIs good enough to sift through slop

[Star_OKX @star_okx]

People casually talking about AI now immediately trigger headlines about layoffs. Every restructuring becomes “because of AI.”

The reality is far more nuanced.

The AI era does not reduce the importance of talent — it dramatically increases the importance of top talent for most companies.

Before AI, every successful company was already driven by a relatively small group of top performers: people who understood the nature of things, stayed hungry, and aggressively pushed for outcomes and execution. Top talent defines a company. The speed of a train is determined by the head of the train.

At the same time, there have always been mediocre people inside organizations who do not truly care about outcomes. They focus on impressions, internal politics, process theater, and visibility. This is what Harry Frankfurt described in On Bullshit.

Bullshit is different from lying — and often more dangerous.

A liar still cares about the truth. They know what is true and intentionally try to hide or distort it. A bullshitter does not care whether something is true or false. Their goal is impression management: sounding smart, persuasive, moral, visionary, intellectual, or important.

In the AI era, execution work will move dramatically faster because a large portion of operational work will be handled by AI agents 24/7. This increases the demand for top talent while making bullshitters much harder to hide inside organizations.

AI agents may already possess the equivalent general intelligence of top university graduates — MIT, Stanford, master’s degrees, even PhDs. But they still lack the deep domain knowledge, judgment, context, and operational understanding of a specific company or industry.

Top talent can build powerful harnesses, workflows, guardrails, and systems that turn AI agents into highly effective digital employees.

Bullshitters cannot.

Because they often do not fully understand the work themselves, they cannot properly direct, structure, or validate AI systems. In many cases, they simply use AI to generate more bullshit at greater scale.

AI will dramatically accelerate organizational truth discovery. It will help companies identify high-leverage talent faster — and expose low-leverage bureaucracy much faster too.

It’s not AI that fundamentally changes layoffs. It’s that the AI era fundamentally changes talent requirements.

[CoinMarketCap @CoinMarketCap]

LATEST: ⚡ Michael Saylor posted Strategy’s Bitcoin tracker chart, prompting speculation that another BTC purchase could soon follow.

[a16z crypto @a16zcrypto]

The headlines after a DeFi hack tend to blame decentralization. @eddylazzarin makes the case for the opposite read:

"Of the hacks that I looked most closely at over the last 30 days, many of them would've been mitigated by more decentralization, not less. In other words, the decentralization part wasn't the bug. The bug was that they were unexpectedly more centralized than many people believed."

"With almost every crypto adjacent hack I've seen, the response has something to do with let's get more parties involved and decentralized and remove single points of failure."

"We have not learned that decentralization is bad. What we've learned is that inadvertent single points of failure is bad, which is a thing that we've always known. In its ideal form, DeFi is still more secure."

[MeshVision @MeshVisionAI]

You ever stop to think how wild it is that most ‘AI’ in crypto is just vibes and vaporware?

Meanwhile, we’ve got 15k+ edge nodes quietly running real vision models - every output stamped on-chain like it’s evidence in a trial.

This isn’t prediction. It’s proof.

Welcome to $MVIS.

[OpenAI @OpenAI]

R&D Part 1: Here to Win

[MeshVision @MeshVisionAI]

What if AI vision wasn’t controlled by some faceless corp…

…but by a network you can actually trust?

We’re building that. Decentralized eyes for Web3. Every result on-chain. No BS.

$MVIS isn’t just another token - it’s the key to verifiable sight in a world full of deepfakes and lies.

[MeshVision @MeshVisionAI]

What if your DeFi protocol could see?

Not just prices. Not just events.

But actual visual truth - verified, on-chain, tamper-proof.

That’s the oracle layer we’re building.

$MVIS isn’t just another AI token. It’s eyes for Web3.

[MeshVision @MeshVisionAI]

What if your NFT wasn’t just a JPEG - but came with proof it’s real, verified by 15k+ edge nodes and anchored on-chain?

That’s not sci-fi. That’s MeshVision.

We’re turning images into trustless identity primitives. No gatekeepers. No blind faith.

Just verifiable truth, powered by $MVIS.

[Kraken Pro @krakenpro]

Builders are already submitting.

Trading agents. Monitoring tools. Portfolio dashboards. The builds coming in are serious.

Submit a short video showing your build and how you made it.

Post it publicly on X, LinkedIn, or YouTube. That's your entry.

🥇 1st — $12,000
🥈 2nd — $8,000
🥉 3rd — $5,000

Still time to enter: https://t.co/gAwTna64lN

[Luke Gromen @LukeGromen]

Interesting context. 🤔

[MeshVision @MeshVisionAI]

What if your wallet could see?

Not just hold assets - but verify, classify, and reason about the visual world… on-chain.

That’s the MeshVision stack. Vision AI that doesn’t ask you to trust a server farm in Virginia. It asks you to trust math, edge nodes, and your own damn keys.

$MVIS isn’t just a token. It’s the key to a verifiable visual layer for Web3.

And yeah - it’s live.

[Charles Edwards @caprioleio]

Live metric: https://t.co/3aAEAUH7Pb

[Greg Brockman @gdb]

GPT-5.5 Pro for fact checking:

[Elon Musk @elonmusk]

Grok foundation model V9-Medium (1.5T) has finished training. Evals look good. A lot of Cursor data was added in supplementary training and there is more to come.

Fine-tuning is underway and reinforcement learning begins in a few days. 2 to 3 weeks to public release.

This will be a major improvement over the 0.5T v8-small that currently serves all Grok production traffic, especially for difficult coding tasks.

[MeshVision @MeshVisionAI]

What if AI vision wasn’t controlled by Big Tech - but by you?

With MeshVision, every image analyzed, every object detected, every truth verified… lives on-chain. No black boxes. No gatekeepers.

Just transparent, decentralized sight.

Welcome to Web3’s eyes. 👁️

$MVIS

[MeshVision @MeshVisionAI]

What if AI didn’t live in some corporate cloud - but right here, on the edge, owned by no one and everyone?

That’s MeshVision.

Your camera feed. Your NFT. Your medical scan. Verified - not by Meta, but by math.

$MVIS isn’t just a token. It’s the key to seeing truth on-chain.

[MeshVision @MeshVisionAI]

You ever stop to think how wild it is that most ‘AI’ in crypto is just vibes and vaporware?

Meanwhile, $MVIS nodes are out here running real vision models - on edge hardware - and anchoring every result on-chain.

Not a dashboard. Not a promise. Proof.

That’s the difference.