fΘbby888

@GiveMeACurry Plz moon us (theta)

If you're a startup, enterprise, or university that needs affordable GPU compute, my DMs are open. Happy to chat. 😊

@jieyilong @Theta_Network Atta, let's moon theta!

Excited to share that my research work “Interstellar: Efficient GKR-based IVC Scheme with Privacy-Preserving Collaborative Folding” conducted at Theta Labs @Theta_Network has recently been accepted to PKC 2026! PKC (Public-Key Cryptography Conference) is one of the premier cryptography venues organized by the IACR (International Association for Cryptologic Research, iacr.org). IACR conferences represent the gold standard of academic cryptography research, so it’s a big honor to have this work accepted. This is also my first first-authored paper accepted at a major cryptography conference! The paper introduces Interstellar, a new framework for folding schemes and Incrementally Verifiable Computation (IVC) — a key primitive that that has recently attracted significant attention from researchers and is beginning to see widespread adoption in modern recursive zkSNARK systems for scalable blockchains and verifiable computing. Check it out: eprint.iacr.org/2025/1294 Key idea Most modern folding-based IVC systems (Nova, HyperNova, Protostar, etc.) operate on constraint systems and require commitments to the entire execution trace of a circuit. This leads to expensive prover costs dominated by large vector commitments and MSM operations. Interstellar takes a different approach. Instead of committing to the full trace, it works directly with circuit satisfiability and combines a new technique called circuit interpolation and the GKR protocol for circuit verification. This allows the prover to commit only to the actual witness inputs, avoiding commitments to the full computation trace and eliminating cross-term vectors used in many prior folding schemes. Result Because vector commitments are the main cost in folding-based IVC, reducing them yields substantial speedups. Across representative workloads: 1.59× – 6.74× prover speedup per folding round for parallel workloads (e.g., matrix multiplication) up to 2.93× speedup for serialized workloads (e.g., MiMC hash chains) Additional features Interstellar also supports several capabilities needed for real-world zk systems: high-degree gates lookup gates multi-instance folding efficient non-uniform IVC (important for zkVMs and zkML) A new primitive: Collaborative Folding / IVC The paper also introduces a novel cryptography primitive called Collaborative Folding/IVC, which allows multiple provers with disjoint private witnesses to jointly generate recursive proofs without revealing their private inputs. This enables new settings such as: privacy-preserving distributed computation multi-party recursive proof generation federated or cross-organization verifiable computation Why this matters Recursive proof systems are becoming foundational infrastructure for zkVMs, rollups, verifiable AI / zkML, and scalable blockchain verification. Interstellar provides a new design option in the folding-IVC landscape that significantly reduces prover cost while enabling distributed proof generation. If you’re interested in folding schemes, recursive SNARKs, or verifiable computation, I’d love to hear feedback from the cryptography and blockchain community!

Flux & Llama 3 now run on thousands more community edge nodes across Theta EdgeCloud. The team optimized these models to run on consumer GPUs like the RTX 3090 and 4090, hardware that wouldn't normally have enough memory for this kind of AI workload. 🧵

@HighAltitudeInv Bout damn time. Let's moon this bad boi so we can all post green dildo gifs again. Been too long 😂

#Theta is breaking bullishly out of a falling wedge. 🚀

Trusted By @Theta_Network

Incredibly proud of the team's work on this. Nothing quite like working on tech you believe in.

@GiveMeACurry @mms_Blockchain @Theta_Network Nice! Make us moon!! Thx

Next week (Weds, March 18) I'll be chatting to @mms_Blockchain about the current compute crunch and how distributed networks like @Theta_Network can better use existing supply (& more)! Demand for GPU isn't going anywhere and supply-side solutions are going to be part of the fix.

We just relaunched our homepage. New tagline, cleaner story. Here's the version we never quite told properly. 🧵

@brian_armstrong @Theta_Network

Very soon there are going to be more AI agents than humans making transactions. They can’t open a bank account, but they can own a crypto wallet. Think about it.

@Theta_Ron @AethirCloud @Theta_Network @nvidia

@AethirCloud + @Theta_Network #AI #compute On April 10, 2024, Aethir partnered with Theta Network to launch a hybrid decentralized GPU marketplace built on Theta's #EdgeCloud. #GlobalAdoption #UBI x.com/AethirCloud/st…

@Theta_Network @nvidia @AMD

Theta EdgeCloud is now on GPUs.io, a comparison site that puts 15 cloud GPU providers side by side in one table. Filter by GPU, VRAM, price and find the right fit for your AI workload. No more bouncing between dashboards to compare rates.

Theta Intelligence is live, turning AI agent conversations into real business insights, Syracuse University adopts AWS Trainium on EdgeCloud Hybrid, and our joint research with Prof. Xiao's team was accepted by IEEE TPDS. Full February roundup here: medium.com/p/acbdb8ab72f2

@HighAltitudeInv Call it son! Soon @mitchliu

It’s been a long wait, but Theta is about to skyrocket. #Theta

@ThetaLeviathan @CC_Staking Atta boi!

@CC_Staking I keep stacking 🔥🚀

Who’s buying this bottom…? #Accumulate

We're really excited to be working with Amazon Web Services and @SyracuseU who are adopting @awscloud Trainium on Theta EdgeCloud Hybrid to power cutting-edge generative AI research. Here's what that looks like 🧵