Tumininu

[Tumininu @TumiD201]

Tewo tewo rora tewo street no get memories 😢 💔

[Inference Labs @inference_labs]

1/ Enterprise AI is moving toward systems that operate continuously, not tools a human opens once in a while.

Models classify, agents retry, workflows branch, and thousands of decisions can happen between two human reviews.

Manual oversight cannot grow at the same rate.

[Tumininu @TumiD201]

@inference_labs Exactly. The challenge isn’t just making AI smarter it’s making continuous AI trustworthy and verifiable at scale.

[Chelsea FC @ChelseaFC]

No.9 🔥

[Fabrizio Romano @FabrizioRomano]

🚨❗️ Diego Simeone: “I respect our fans, I always have, but I don’t agree with insults or abuse”.

“Every word is being scrutinized by people waiting to create conflict and uncertainty”.

“There is NO uncertainty. Miguel was very clear. He is OUR player and we need him”.

[Snapmuse.io @snapmuseio]

This month's community quests once again demonstrate the strength of the https://t.co/ZmHNua6yiR community.

This community has so much to be proud of!🙌🙌

[Tumininu @TumiD201]

@inference_labs How DSperse works: Instead of proving an entire large ML model in zero-knowledge (which is very costly), DSperse allows selective verification of the most important model components…

[Tumininu @TumiD201]

@JahThaGr8 @JohnDoe_0202 Follow back

[Tumininu @TumiD201]

@BritainisCool Follow back

[Tumininu @TumiD201]

In a universe full of Al claims...
Hitchbot brings the receipts
No hype. Just proof.
Verifiable Al is the future.
#Hitchbot #VerifiableAl #ProofOfInference
@hitchbotai

[Tumininu @TumiD201]

The referral program also offers rewards for successful referrals, so it’s a simple way to share a tool you find useful while potentially earning from your referrals. https://t.co/3DAO23QeSv
Compare smart. Check the details. Exchange with confidence. 🚀

[Tumininu @TumiD201]

@bestchangeeng

My favorite part is how simple it is: choose the currency you have, choose what you want to receive, and BestChange shows available exchangers and their rates.

https://t.co/3DAO23QeSv

[Tumininu @TumiD201]

Another useful tip: the calculator lets you check approximately how much you’ll receive before starting the exchange. You can also use notifications when you’re waiting for a particular rate or reserve.

[BestChange @bestchangeeng]

Ambassador Program incoming!

This September we're launching a program for community leaders & content creators who want to grow with BestChange.

Full details dropping August 25—mark your calendar🗓

[Tumininu @TumiD201]

@bestchangeeng

[BestChange @bestchangeeng]

Refer a friend. Earn when they come back💲

BestChange rewards you for the actions your referral takes. The more active they are, the more you earn.

Start building your network → https://t.co/DaPxmunFpI

[Inference Labs @inference_labs]

1/ Zero-knowledge verification for production vision models is now practical on consumer hardware.

Our paper "Targeted Zero-Knowledge Verification for Computer Vision Inference" is published in Springer's CVC 2026 proceedings (LNNS 2036).

How it works:
https://t.co/e562i3x3yd

[Tumininu @TumiD201]

@inference_labs That’s a major step for practical, verifiable AI. Making zero-knowledge verification feasible on consumer hardware could bring stronger trust and accountability to real-world computer vision. 🔥

[Inference Labs @inference_labs]

The interesting part of physical AI is not that machines can move.

It is that they increasingly decide where to move, what to avoid, and what matters in the scene.

Computer vision becomes part of the control loop. That makes verifiable inference much more important.

[Tumininu @TumiD201]

@inference_labs Exactly. Once AI starts making real-world decisions, vision can’t just be accurate it needs to be trustworthy and verifiable. Physical AI needs both intelligence and accountability.