2/ AI is everywhere yet mostly opaque.
We ask simple things: did the right model run on the right input and give the right answer without leaking my data.
Verifiable AI turns that question into a proof you can check, not trust you must give. https://twitter.com/arpaofficial/status/1980333061016563825
We ask simple things: did the right model run on the right input and give the right answer without leaking my data.
Verifiable AI turns that question into a proof you can check, not trust you must give. https://twitter.com/arpaofficial/status/1980333061016563825
X (formerly Twitter)
ARPA Network (@arpaofficial) on X
2/ AI is everywhere yet mostly opaque.
We ask simple things: did the right model run on the right input and give the right answer without leaking my data.
Verifiable AI turns that question into a proof you can check, not trust you must give.
We ask simple things: did the right model run on the right input and give the right answer without leaking my data.
Verifiable AI turns that question into a proof you can check, not trust you must give.
3/ The core is #ZKML.
Zero knowledge meets machine learning.
Each result can carry a succinct proof of correct execution.
Verify without revealing private inputs or proprietary weights. https://twitter.com/arpaofficial/status/1980333063117885761
Zero knowledge meets machine learning.
Each result can carry a succinct proof of correct execution.
Verify without revealing private inputs or proprietary weights. https://twitter.com/arpaofficial/status/1980333063117885761
X (formerly Twitter)
ARPA Network (@arpaofficial) on X
3/ The core is #ZKML.
Zero knowledge meets machine learning.
Each result can carry a succinct proof of correct execution.
Verify without revealing private inputs or proprietary weights.
Zero knowledge meets machine learning.
Each result can carry a succinct proof of correct execution.
Verify without revealing private inputs or proprietary weights.
4/ Two pillars guide the work.
Integrity so outputs are auditable.
Privacy so nothing sensitive spills.
Trust begins when proof travels with the result. https://twitter.com/arpaofficial/status/1980333064648818827
Integrity so outputs are auditable.
Privacy so nothing sensitive spills.
Trust begins when proof travels with the result. https://twitter.com/arpaofficial/status/1980333064648818827
X (formerly Twitter)
ARPA Network (@arpaofficial) on X
4/ Two pillars guide the work.
Integrity so outputs are auditable.
Privacy so nothing sensitive spills.
Trust begins when proof travels with the result.
Integrity so outputs are auditable.
Privacy so nothing sensitive spills.
Trust begins when proof travels with the result.
5/ Blockchains make natural verifiers.
Heavy inference can stay off chain.
A compact proof lands on chain where anyone can verify.
Agents, apps, and users align on truth because verification is public, cheap to check, and independent of the compute layer. https://twitter.com/arpaofficial/status/1980333066045595765
Heavy inference can stay off chain.
A compact proof lands on chain where anyone can verify.
Agents, apps, and users align on truth because verification is public, cheap to check, and independent of the compute layer. https://twitter.com/arpaofficial/status/1980333066045595765
X (formerly Twitter)
ARPA Network (@arpaofficial) on X
5/ Blockchains make natural verifiers.
Heavy inference can stay off chain.
A compact proof lands on chain where anyone can verify.
Agents, apps, and users align on truth because verification is public, cheap to check, and independent of the compute layer.
Heavy inference can stay off chain.
A compact proof lands on chain where anyone can verify.
Agents, apps, and users align on truth because verification is public, cheap to check, and independent of the compute layer.
6/ Paper #1
Demonstrating the Accuracy of an AI Model through Zero-Knowledge Proof is Even Faster Than Direct Computation.
Validation is not recomputation.
Freivalds-style checks and related math let you verify outputs cheaper than rerunning the model.
Includes a worked path for https://twitter.com/arpaofficial/status/1980333067895206190
Demonstrating the Accuracy of an AI Model through Zero-Knowledge Proof is Even Faster Than Direct Computation.
Validation is not recomputation.
Freivalds-style checks and related math let you verify outputs cheaper than rerunning the model.
Includes a worked path for https://twitter.com/arpaofficial/status/1980333067895206190
X (formerly Twitter)
ARPA Network (@arpaofficial) on X
6/ Paper #1
Demonstrating the Accuracy of an AI Model through Zero-Knowledge Proof is Even Faster Than Direct Computation.
Validation is not recomputation.
Freivalds-style checks and related math let you verify outputs cheaper than rerunning the model.
Includes…
Demonstrating the Accuracy of an AI Model through Zero-Knowledge Proof is Even Faster Than Direct Computation.
Validation is not recomputation.
Freivalds-style checks and related math let you verify outputs cheaper than rerunning the model.
Includes…
7/ Paper #2
ZK-SNARK Verifiable Machine Learning.
What zk-snarks are, how they’re built, and how to program with them.
Arithmetization, proof systems, commitments.
Paths using Halo2, EZKL, Circom, circomlib-ml, keras2circom.
A blueprint for wrapping ML pipelines in proofs
Read https://twitter.com/arpaofficial/status/1980333069497512045
ZK-SNARK Verifiable Machine Learning.
What zk-snarks are, how they’re built, and how to program with them.
Arithmetization, proof systems, commitments.
Paths using Halo2, EZKL, Circom, circomlib-ml, keras2circom.
A blueprint for wrapping ML pipelines in proofs
Read https://twitter.com/arpaofficial/status/1980333069497512045
X (formerly Twitter)
ARPA Network (@arpaofficial) on X
7/ Paper #2
ZK-SNARK Verifiable Machine Learning.
What zk-snarks are, how they’re built, and how to program with them.
Arithmetization, proof systems, commitments.
Paths using Halo2, EZKL, Circom, circomlib-ml, keras2circom.
A blueprint for wrapping ML pipelines…
ZK-SNARK Verifiable Machine Learning.
What zk-snarks are, how they’re built, and how to program with them.
Arithmetization, proof systems, commitments.
Paths using Halo2, EZKL, Circom, circomlib-ml, keras2circom.
A blueprint for wrapping ML pipelines…
8/ Under the hood for builders:
Convolution, ReLU, and dense layers expressed as circuits via sumcheck and GKR.
Quantization from float to fixed point for ZK circuits with care for precision.
Off chain proving paired with on chain verification for open attestations. https://twitter.com/arpaofficial/status/1980333071091327241
Convolution, ReLU, and dense layers expressed as circuits via sumcheck and GKR.
Quantization from float to fixed point for ZK circuits with care for precision.
Off chain proving paired with on chain verification for open attestations. https://twitter.com/arpaofficial/status/1980333071091327241
X (formerly Twitter)
ARPA Network (@arpaofficial) on X
8/ Under the hood for builders:
Convolution, ReLU, and dense layers expressed as circuits via sumcheck and GKR.
Quantization from float to fixed point for ZK circuits with care for precision.
Off chain proving paired with on chain verification for open attestations.
Convolution, ReLU, and dense layers expressed as circuits via sumcheck and GKR.
Quantization from float to fixed point for ZK circuits with care for precision.
Off chain proving paired with on chain verification for open attestations.
9/ Where this goes:
Identity that proves a match without exposing faces.
Analytics that prove insight without exposing data.
On chain games where fairness is provable.
Start with the intro: https://t.co/RNmbKYs4Uj
Then the papers: https://t.co/UofUFaLQ7L
https://t.co/kdoTbiKvMf https://twitter.com/arpaofficial/status/1980333073461047652
Identity that proves a match without exposing faces.
Analytics that prove insight without exposing data.
On chain games where fairness is provable.
Start with the intro: https://t.co/RNmbKYs4Uj
Then the papers: https://t.co/UofUFaLQ7L
https://t.co/kdoTbiKvMf https://twitter.com/arpaofficial/status/1980333073461047652
Medium
Verifiable AI: Ensuring Integrity with ZKML
Artificial Intelligence is revolutionizing industries, from finance, software development to medical care, offering unprecedented…
🔍 PredX x ARPA Network
We’re joining forces with @PredX_AI, a Solana-native, AI-powered prediction market designed to amplify signals in the noise of Web3.
ARPA brings the cryptographic infrastructure: secure computation, verifiable randomness, and ZKML research powering https://t.co/N9Zu7G7CZZ https://twitter.com/arpaofficial/status/1980461537115472154
We’re joining forces with @PredX_AI, a Solana-native, AI-powered prediction market designed to amplify signals in the noise of Web3.
ARPA brings the cryptographic infrastructure: secure computation, verifiable randomness, and ZKML research powering https://t.co/N9Zu7G7CZZ https://twitter.com/arpaofficial/status/1980461537115472154
X (formerly Twitter)
ARPA Network (@arpaofficial) on X
🔍 PredX x ARPA Network
We’re joining forces with @PredX_AI, a Solana-native, AI-powered prediction market designed to amplify signals in the noise of Web3.
ARPA brings the cryptographic infrastructure: secure computation, verifiable randomness, and ZKML…
We’re joining forces with @PredX_AI, a Solana-native, AI-powered prediction market designed to amplify signals in the noise of Web3.
ARPA brings the cryptographic infrastructure: secure computation, verifiable randomness, and ZKML…
AWS debacle is the clearest argument for decentralized blockchain https://t.co/hef91CroxY https://twitter.com/arpaofficial/status/1980599194017529875
X (formerly Twitter)
Morning Brew ☕️ (@MorningBrew) on X
BREAKING: Amazon Web Services
A massive AWS outage early this morning sent major websites and apps down for several hours
Tracking site Downdetector has received over 8 million reports around the globe
A massive AWS outage early this morning sent major websites and apps down for several hours
Tracking site Downdetector has received over 8 million reports around the globe
Which do you think will appeal more to Gen Z and Gen Alpha - gold or crypto? https://t.co/iN5e0T7hdD https://twitter.com/arpaofficial/status/1980799758408249821
X (formerly Twitter)
ARPA Network (@arpaofficial) on X
Which do you think will appeal more to Gen Z and Gen Alpha - gold or crypto?
🚀 Big news!
ARPA Network is launching our Verifiable AI framework that uses zero-knowledge proofs (ZKPs) to build trust, transparency, and privacy into AI for Web3. 🤖🔐
Check out this new piece on @MktsInsider about how we're redefining AI verification in blockchain, gaming, https://t.co/Z8vXK90Qzu https://twitter.com/arpaofficial/status/1980923330409418800
ARPA Network is launching our Verifiable AI framework that uses zero-knowledge proofs (ZKPs) to build trust, transparency, and privacy into AI for Web3. 🤖🔐
Check out this new piece on @MktsInsider about how we're redefining AI verification in blockchain, gaming, https://t.co/Z8vXK90Qzu https://twitter.com/arpaofficial/status/1980923330409418800
X (formerly Twitter)
ARPA Network (@arpaofficial) on X
🚀 Big news!
ARPA Network is launching our Verifiable AI framework that uses zero-knowledge proofs (ZKPs) to build trust, transparency, and privacy into AI for Web3. 🤖🔐
Check out this new piece on @MktsInsider about how we're redefining AI verification…
ARPA Network is launching our Verifiable AI framework that uses zero-knowledge proofs (ZKPs) to build trust, transparency, and privacy into AI for Web3. 🤖🔐
Check out this new piece on @MktsInsider about how we're redefining AI verification…
We’re building the infrastructure Web3’s been waiting for. From verifiable AI, private compute, to cross-chain randomness 🎲
Check out the deep dive by @CoinMarketCap on how our next-gen zero-knowledge tech stacks up 🛠️: https://t.co/e2riVenmZX https://twitter.com/arpaofficial/status/1981136484322423179
Check out the deep dive by @CoinMarketCap on how our next-gen zero-knowledge tech stacks up 🛠️: https://t.co/e2riVenmZX https://twitter.com/arpaofficial/status/1981136484322423179
CoinMarketCap
ARPA Network Launches Verifiable AI Framework Using Zero-Knowledge Proofs for Trusted AI Verification (20 Oct)
Singapore, Singapore, October 20th, 2025, Chainwire
Verifiable randomness is a right and a privilege https://t.co/hdByqUE51L https://twitter.com/arpaofficial/status/1981304891797836236
X (formerly Twitter)
ARPA Network (@arpaofficial) on X
Verifiable randomness is a right and a privilege
This is how Vitalik got into crypto
Dangers & whims of centralization in full display https://t.co/7krHMXjazt https://twitter.com/arpaofficial/status/1981542083275214995
Dangers & whims of centralization in full display https://t.co/7krHMXjazt https://twitter.com/arpaofficial/status/1981542083275214995
X (formerly Twitter)
Ryan Wyatt (@Fwiz) on X
Counter-Strike rugged its entire community. They put out a pretty savage update that lets you bundle items to trade up, and now people are using ~$5 worth of items to draw what once was $1000+ knives.
They just rinsed everyone in the market who had anything…
They just rinsed everyone in the market who had anything…
If you could let RNG make decisions for your life, what would you let it decide on? https://t.co/LM9Uq2VM5z https://twitter.com/arpaofficial/status/1981882147767271872
X (formerly Twitter)
ARPA Network (@arpaofficial) on X
If you could let RNG make decisions for your life, what would you let it decide on?
In crypto, conviction and delusion are often the same trade, just timed differently ⏳💭 https://t.co/PV8otKtYWC https://twitter.com/arpaofficial/status/1982270333299409249
X (formerly Twitter)
ARPA Network (@arpaofficial) on X
In crypto, conviction and delusion are often the same trade, just timed differently ⏳💭
🔍 Dive into the future of AI 🤖
Our CEO @felixmxu's latest piece on @hackernoon explores why AI must learn to verify itself, from algorithmic proof to trustless inference 🌐
See how ARPA Network is leading the charge in verifiable AI.
👉 https://t.co/W3Q6lrtzSP https://twitter.com/arpaofficial/status/1982616486343823570
Our CEO @felixmxu's latest piece on @hackernoon explores why AI must learn to verify itself, from algorithmic proof to trustless inference 🌐
See how ARPA Network is leading the charge in verifiable AI.
👉 https://t.co/W3Q6lrtzSP https://twitter.com/arpaofficial/status/1982616486343823570
Hackernoon
The Proof Is in the Algorithm: Why AI Must Learn to Verify Itself | HackerNoon
Verifiable AI refers to AI systems designed to generate proofs that can be independently verified by users.
The rise of AI means decentralization is needed more than ever for the new tech to harmonize with blockchain https://t.co/qaeQ2JVB27 https://twitter.com/arpaofficial/status/1982738540716081202
X (formerly Twitter)
ARPA Network (@arpaofficial) on X
The rise of AI means decentralization is needed more than ever for the new tech to harmonize with blockchain
🔍 Curious about ZKML?
Dive into our new guide on Zero-Knowledge Machine Learning: where AI meets cryptography to revolutionize trust and privacy in Web3.
Check it out 👉 https://t.co/T0XJV07vgt https://t.co/MUtJaqIN0c https://twitter.com/arpaofficial/status/1982966794726859122
Dive into our new guide on Zero-Knowledge Machine Learning: where AI meets cryptography to revolutionize trust and privacy in Web3.
Check it out 👉 https://t.co/T0XJV07vgt https://t.co/MUtJaqIN0c https://twitter.com/arpaofficial/status/1982966794726859122
Medium
ZKML 101: A Beginner’s Guide to Zero-Knowledge Machine Learning
Blockchain technology has long been celebrated for its ethos of independence, rigorous mathematical foundations, and commitment to privacy…