š¢Privacy isnāt a fancy feature, itās a fundamental right
Thatās why ARPA is pushing the boundaries of privacy-preserving computation š
Our upcoming ZKML research explores how we can keep your data private while still proving every blockchain & AI output š„
Stay tuned as we https://t.co/scHiNcNlFi https://twitter.com/arpaofficial/status/1977750926061678880
Thatās why ARPA is pushing the boundaries of privacy-preserving computation š
Our upcoming ZKML research explores how we can keep your data private while still proving every blockchain & AI output š„
Stay tuned as we https://t.co/scHiNcNlFi https://twitter.com/arpaofficial/status/1977750926061678880
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ARPA Network (@arpaofficial) on X
š¢Privacy isnāt a fancy feature, itās a fundamental right
Thatās why ARPA is pushing the boundaries of privacy-preserving computation š
Our upcoming ZKML research explores how we can keep your data private while still proving every blockchain & AI outputā¦
Thatās why ARPA is pushing the boundaries of privacy-preserving computation š
Our upcoming ZKML research explores how we can keep your data private while still proving every blockchain & AI outputā¦
Reminder: There is no security without privacy https://t.co/b7qpJBi9JI https://twitter.com/arpaofficial/status/1977923988828663861
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ARPA Network (@arpaofficial) on X
Reminder: There is no security without privacy
Want randomness you can trust?
Randcast delivers cryptographic proofs with each number so your games, mints, and lotteries stay fair every time
https://t.co/xYbH3oUC17 https://t.co/nTG4rtonr4 https://twitter.com/arpaofficial/status/1978282477635428440
Randcast delivers cryptographic proofs with each number so your games, mints, and lotteries stay fair every time
https://t.co/xYbH3oUC17 https://t.co/nTG4rtonr4 https://twitter.com/arpaofficial/status/1978282477635428440
www.arpanetwork.io
Secure Computation Network for Blockchain-adapted Cryptography | ARPA Randcast
ARPA Network is a new system architecture of threshold signature scheme (TSS). With an innovative protocol design and multiple unique mechanisms, ARPA Network adapts the threshold BLS scheme for blockchain.
Privacy to Individuals
Transparency to Institutions https://t.co/lObKen1JAI https://twitter.com/arpaofficial/status/1978417308738408838
Transparency to Institutions https://t.co/lObKen1JAI https://twitter.com/arpaofficial/status/1978417308738408838
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ARPA Network (@arpaofficial) on X
Privacy to Individuals
Transparency to Institutions
Transparency to Institutions
ARPAās last few months were š„
From expanding AVS operators, launching new chain support, to pushing the boundaries of ZKML research and university programs
Catch all the highlights in our Fall 2025 Progress Report š https://t.co/d0PLt2v1hy https://t.co/AAmgoXDjk3 https://twitter.com/arpaofficial/status/1978612855764406443
From expanding AVS operators, launching new chain support, to pushing the boundaries of ZKML research and university programs
Catch all the highlights in our Fall 2025 Progress Report š https://t.co/d0PLt2v1hy https://t.co/AAmgoXDjk3 https://twitter.com/arpaofficial/status/1978612855764406443
Medium
ARPA Network Report: Fall 2025 Progress Highlights
Dear ARPA community, follow along with us as we recap the latest product and ecosystem developments for ARPA Network through the pastā¦
The best products use blockchain in a way that users don't realize it's being used at all āļø https://twitter.com/arpaofficial/status/1979014157807624381
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ARPA Network (@arpaofficial) on X
The best products use blockchain in a way that users don't realize it's being used at all āļø
In the future we won't need two separate terms "DeFi" and "TradFi" as they converge into one https://t.co/hvxutsDHax https://twitter.com/arpaofficial/status/1979452912926625797
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Cointelegraph (@Cointelegraph) on X
šUPDATE: Wall Street is going full blockchain.
Told ya.
Told ya.
Games, NFT drops, governance picks
Whatever needs randomness, Randcast has your back
Fully decentralized, fully verifiable. š
https://t.co/xYbH3oV9QF https://t.co/r6YQBBPD7f https://twitter.com/arpaofficial/status/1979693224005656868
Whatever needs randomness, Randcast has your back
Fully decentralized, fully verifiable. š
https://t.co/xYbH3oV9QF https://t.co/r6YQBBPD7f https://twitter.com/arpaofficial/status/1979693224005656868
www.arpanetwork.io
Secure Computation Network for Blockchain-adapted Cryptography | ARPA Randcast
ARPA Network is a new system architecture of threshold signature scheme (TSS). With an innovative protocol design and multiple unique mechanisms, ARPA Network adapts the threshold BLS scheme for blockchain.
AI is fighting against the stereotype of being fake
The solution is verifiability. The future is verifiable AI https://t.co/JnDSfFbsnu https://twitter.com/arpaofficial/status/1980089585750135125
The solution is verifiability. The future is verifiable AI https://t.co/JnDSfFbsnu https://twitter.com/arpaofficial/status/1980089585750135125
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ARPA Network (@arpaofficial) on X
AI is fighting against the stereotype of being fake
The solution is verifiability. The future is verifiable AI
The solution is verifiability. The future is verifiable AI
Today we share Verifiable AI by ARPA Network.
Cryptographic light for machine minds.
Proof where promises used to stand.
Start with the vision š
https://t.co/RNmbKYs4Uj https://t.co/pVd4k74p3p https://twitter.com/arpaofficial/status/1980333057879265737
Cryptographic light for machine minds.
Proof where promises used to stand.
Start with the vision š
https://t.co/RNmbKYs4Uj https://t.co/pVd4k74p3p https://twitter.com/arpaofficial/status/1980333057879265737
Medium
Verifiable AI: Ensuring Integrity with ZKML
Artificial Intelligence is revolutionizing industries, from finance, software development to medical care, offering unprecedentedā¦
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
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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
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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
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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
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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.
Includesā¦
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.
Includesā¦
7/ Paper #2
ZK-SNARK Verifiable Machine Learning.
What zk-snarks are, how theyāre 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 theyāre 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
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ARPA Network (@arpaofficial) on X
7/ Paper #2
ZK-SNARK Verifiable Machine Learning.
What zk-snarks are, how theyāre built, and how to program with them.
Arithmetization, proof systems, commitments.
Paths using Halo2, EZKL, Circom, circomlib-ml, keras2circom.
A blueprint for wrapping ML pipelinesā¦
ZK-SNARK Verifiable Machine Learning.
What zk-snarks are, how theyāre built, and how to program with them.
Arithmetization, proof systems, commitments.
Paths using Halo2, EZKL, Circom, circomlib-ml, keras2circom.
A blueprint for wrapping ML pipelinesā¦
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
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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 unprecedentedā¦
š PredX x ARPA Network
Weāre 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
Weāre 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
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ARPA Network (@arpaofficial) on X
š PredX x ARPA Network
Weāre 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 ZKMLā¦
Weāre 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 ZKMLā¦