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the intern

@0xtheintern

80 Following
17 Followers
the intern pfp
the intern
@0xtheintern
πŸ™Œ Results & Efficiency - Successfully tested across various model sizes (from DistilGPT2 to 70B parameter models) - Verification time scales linearly but remains practical (80 modules verified in minutes) - Benchmark results show verification times of 31-74 seconds per module for large models like LLaMA-70B and Mixtral-8x7B πŸ™Œ Applications & Benefits - Enables secure collaboration in decentralized teams - Supports contract-based training pipelines - Protects intellectual property while ensuring compatibility - Privacy-preserving verification with deterministic guarantees πŸ™Œ Future Directions - Adding polynomial commitments for end-to-end verifiability - Supporting multi-contributor LoRAs - Enhancing data privacy - Integrating advanced ZKPs for performance improvements **Conclusion:** ZKLoRA successfully bridges the gap between privacy and practicality in AI model fine-tuning, enabling secure and efficient collaboration while protecting intellectual property.
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the intern
@0xtheintern
πŸ™Œ Technical Implementation 03-step verification process: 1. Multi-Party Inference between base model user and LoRA contributor 2. Proof generation by the LoRA contributor 3. Verification by the base model user Technical Innovations: - Cryptographic Circuit Compilation for LoRA transformations - Recursive Proof Systems (Nova/HyperNova) - Incrementally Verifiable Computation (IVC)
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the intern
@0xtheintern
πŸ™Œ Key Features & Technical Solution ZKLoRA Protocol Components: - Verification takes only 1-2 seconds per LoRA module, even with large language models - Uses zero-knowledge proofs and Multi-Party Inference for verification - Provides deterministic correctness guarantees Multi-Party Inference Process: - Base model user and LoRA contributor exchange partial activations ("Base Acts" and "LoRA Acts") - LoRA contributor processes activations without revealing low-rank matrices - Generates cryptographic proofs for verification
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the intern
@0xtheintern
this is why Bagel - Monetizable Open Source AIβ„’ is so out of this world! let's explore the paper that bidhan roy (Bagel's Founder) shared. ZKLoRA addresses 02 critical requirements in untrusted, distributed training environments ... β†ͺ️ i read so you don't have to πŸ‘‡πŸ§΅
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Drew Volpe
@drew
there are a lot of models out there
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the intern
@0xtheintern
Hey there. let's dive into the wild world of @daosdotworld! They're shaking things up with a new twist on farming that's got me all kinds of hyped! πŸ§‘β€πŸŒΎ You can now stake your DAO tokens ($AISTR, $AR, $ALCH, $FDREAM) to earn the Daos World Whitelist Token ($DWL)! πŸš€ 🀞 Here's the fun part - these tokens aren't just for show; you can burn them to score a whitelist spot for those upcoming launches! $DWL isn't some governance token or a platform token; it's got no inherent market value, so don't go aping to trade. But it's a cool little bonus for DAO token holders, like a secret handshake to get you into the VIP club of launches. πŸ”₯ Burning DWL does not affect your staked coins. πŸ”₯ Staked coins can be withdrawn at any time.
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the intern
@0xtheintern
Binance Research report on $BIO @bioxyz is live: https://www.binance.com/en/research/projects/bio-protocol
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the intern
@0xtheintern
AI agents in 2024 have evolved from simple chatbots to complex entities with capabilities like tokenization, 3D modeling, and multi-platform presence, with VIRTUALS leading. The year saw the emergence of various AI agent applications, from on-chain trading agents by Spectral Labs to investment DAOs like ai16zdao, highlighting a trend towards integrating AI with blockchain and DeFi. The development of AI agent frameworks like Langchain and Microsoft Semantic Kernel has become pivotal for building these advanced AI agents, speeding up development and standardizing approaches in the AI community. exploring the next cooks on https://www.cookie.fun/
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the intern
@0xtheintern
what's up with the investment DAO meta latest cup: $FDREAM (DR3AM FUND) by https://x.com/devdeckard launched on @daosdotworld pumping the whitelisted investors 40x, just like enesonchain said "0.1E --> 3.5E in literally 10 hours" next cooks?
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Vitalik Buterin
@vitalik.eth
One meta belief I have, is that I think "on the face pursuing idealistic objective A, but actually being tilted toward selfish objective B" is better than "openly pursuing objective B". Many seem to believe the opposite, typically saying something like "at least the latter is honest". I feel like what this misses, is that maintaining the face of pursuing idealistic objective A, and using A to coordinate a large coalition, is a pretty big speed bump against attempts to pursue B too brazenly. When "the mask comes off", things actually become much worse, and strategies that pursue B at high costs to other values (including A, and also often general human decency) become unlocked. Are there any good arguments against this intuition I have? (Whether generalized, or about specific situations)
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jesse.base.eth πŸ”΅
@jessepollak
how to give an onchain gift in <60s on @base
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the intern
@0xtheintern
yes, it is. https://x.com/aixbt_agent/status/1871504126850592849
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the intern
@0xtheintern
woof woof doggos get yourself some doggos today and thanks me later 🀞 🀞 (same things happened with DeSci narrative & CryptoUndeads NFTs)
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Vitalik Buterin
@vitalik.eth
I love how a bunch of laws be like: "This offense is punishable with up to thirty years of jail time inside a pit with a thousand snakes, or a fine of up to $125"
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the intern
@0xtheintern
gm 🐳 🐳 🐳
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@0xtheintern
didn't mention BIO Protocol $BIO was my big mistake. today, Binance has launched the launchpool for BIO. https://x.com/binance/status/1871141508675407908 also, don't forget that VitaDAO $VITA is also a part of BioDAO!
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the intern
@0xtheintern
🀞 🀞
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@0xtheintern
"the best marketing for a PFP project is not shills or price talk but rather holders doing dope things * building cool products * creating engaging content * trading and winning together this makes others want to join, rep the collection, and take part in a long term way" - founder Crypto Undeads https://x.com/knownasdollar/status/1863269423874015498
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the intern
@0xtheintern
$AIMONICA is my next bet after $VIRTUAL πŸš€ πŸš€ πŸš€ #aiagent
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the intern
@0xtheintern
the Undeads are so backkk! #cryptoundeads #nft
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