Mira

Building the Trust Layer for AI.

[Mira @miranetwork]

Mira Mainnet is Live.

The trust layer for AI has arrived.

[Mira @miranetwork]

What’s the last AI answer you double-checked before using?

[Mira @miranetwork]

intelligence makes agents capable.

verification is what makes them usable.

[Mira @miranetwork]

The fastest way to lose money isn't bad execution.

It's good execution on bad intelligence.

[Mira @miranetwork]

Odysseus had the Sirens, We have AI hallucinations.

Different century but the same problem.

Something sounds too convincing.

Something is dangerously wrong.

[Mira @miranetwork]

Sneaking in my setup into Kimi K3 while still making sure my Mira mantra doesn't get any biased despite 3 trillion parameters.

[Mira @miranetwork]

In a generation where AI is measured by latency, cost & benchmark scores, most models fail to measure the one thing users actually care about.

Trust.

[Mira @miranetwork]

The biggest misconception in AI is that bigger models eventually solve trust.

Scale improves prediction.

Its verification that improves confidence.

[Mira @miranetwork]

Every leap in computing created a new primitive.

PCs gave us interfaces.

The internet gave us connectivity.

Blockchains gave us consensus.

AI will require verification to be the next primitive.

[Mira @miranetwork]

"Write me a joke"

"Don't be biased towards a niche"

"Don't force-funny it"

The model on its hallucination streak:

[Mira @miranetwork]

"By 2026 AI models will be advanced enough to completely replace humans and automation will be an accepted assumption"

The verification reliance on AI outputs in 2026:

[Mira @miranetwork]

Every fabricated citation is basically Frank Abagnale with a DOI.

[Mira @miranetwork]

AI model looking at me when I dont say "please" or "thank you"

[Mira @miranetwork]

When inference is fast enough, even physical constraints look like outdated training data.

[Mira @miranetwork]

A trillion parameters can make a model smarter, but a single unverified assumption can make it wrong.

[Mira @miranetwork]

An AI agent with no verification layer is just a hedge fund intern who can trade at 1000 TPS

[Mira @miranetwork]

AI has achieved superman speed.

Now we're working on superhuman accountability.

[Mira @miranetwork]

The moment AI starts moving real money, the hard problem flips. It's no longer 'can the model think.' We know it can. It's 'can you trust what it did on your behalf.'

That trust layer is exactly what Mira is built for, and it's what's powering @usenola under the hood.

Genuinely excited to power this one! 🏛️

[Nola @usenola]

https://t.co/DuiXjnnLHS

[Mira @miranetwork]

me trying to have a conversation with AI, but it keeps hallucinating

[Mira @miranetwork]

Building an AI product in 2026 is easy.
Step 1 : Add "agent" to the name.
Step 2 : Raise Money.
Step 3 : Figure out what the product does.

(The investor said "equity is money")

[Mira @miranetwork]

Accuracy is a metric.
Trust is an outcome.

The future of AI will be built around converting one into the other.