Mira breaks down AI responses into individual claims,
sends them to different nodes running various models
(GPT-4, Claude, Llama),
and only accepts answers when multiple models agree.
No single point of failure.
No trust required.
Just cryptographically verified AI https://t.co/91NLqV1zMh
sends them to different nodes running various models
(GPT-4, Claude, Llama),
and only accepts answers when multiple models agree.
No single point of failure.
No trust required.
Just cryptographically verified AI https://t.co/91NLqV1zMh
19
1
21
2.3K
0
this is not a prediction. it is a constraint.
once ai agents move money, trigger contracts, and act without humans, verification stops being optional.
you cannot scale agents on blind trust!
If not you will be left with errors compound & damage spreads fast.
+ encryption https://t.co/62a1cZXOy7
once ai agents move money, trigger contracts, and act without humans, verification stops being optional.
you cannot scale agents on blind trust!
If not you will be left with errors compound & damage spreads fast.
+ encryption https://t.co/62a1cZXOy7
7
5
15
980
1
Developers face a clear problem in AI apps.
The model produces answers, but there is no reliable safeguard when those answers drift.
A single wrong result can trigger financial losses, broken user flows, or incorrect automation.
This pushes most teams to slow down releases https://t.co/S1eew4g2Kz
The model produces answers, but there is no reliable safeguard when those answers drift.
A single wrong result can trigger financial losses, broken user flows, or incorrect automation.
This pushes most teams to slow down releases https://t.co/S1eew4g2Kz
8
5
16
1.3K
1
My AI prediction for 2026 is simple. Trust becomes the real breakthrough.
I think we are entering a time where AI outputs will no longer be taken at face value. By 2026, people will expect AI responses to be verifiable, auditable and backed by consensus rather than assumptions. https://t.co/qoLzhjDVJq
I think we are entering a time where AI outputs will no longer be taken at face value. By 2026, people will expect AI responses to be verifiable, auditable and backed by consensus rather than assumptions. https://t.co/qoLzhjDVJq
1
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8
147
0
MIRA NETWORK THE TRUST LAYER FOR AI
AI is moving fast. But trust hasn’t caught up.
Mira Network is here to change that.
We’re building a decentralized verification layer for AI that makes sure AI outputs are accurate, unbiased, and reliable.
Instead of trusting a single AI https://t.co/UD3EoXeBvX
AI is moving fast. But trust hasn’t caught up.
Mira Network is here to change that.
We’re building a decentralized verification layer for AI that makes sure AI outputs are accurate, unbiased, and reliable.
Instead of trusting a single AI https://t.co/UD3EoXeBvX
18
0
19
309
0
Whilst 2025 introduced new forms of AI systems to to world at large, I believe 2026 will lead to the refinement and integration of smart artificially intelligence systems powered by @miranetwork with physical bodies to create a seamless union of intelligence and physical prowess. https://t.co/fO8KVJUIvh
4
3
11
191
0
no ai is free from hallucinations.
data/information will increase massively (ai systems will have access to this because individuals will use them when they need to get answers to certain questions, do research or even use create something).
we all need that verification layer https://t.co/lERfOhJZ6p
data/information will increase massively (ai systems will have access to this because individuals will use them when they need to get answers to certain questions, do research or even use create something).
we all need that verification layer https://t.co/lERfOhJZ6p
3
1
9
85
0
5.8K
Total Members
4
24h Growth
12
7d Growth
Date Members Change
Feb 10, 2026 5.8K -4
Feb 9, 2026 5.8K -1
Feb 8, 2026 5.8K -2
Feb 7, 2026 5.8K -4
Feb 6, 2026 5.8K +0
Feb 5, 2026 5.8K -1
Feb 4, 2026 5.8K -3
Feb 3, 2026 5.8K +0
Feb 2, 2026 5.8K -4
Feb 1, 2026 5.8K +1
Jan 31, 2026 5.8K -1
Jan 30, 2026 5.8K -6
Jan 29, 2026 5.8K +1
Jan 28, 2026 5.8K —
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