🧵 Researchers Release ZK-EdgeLoRA for LoRA Verification In Brief: Southeast University and Singapore Management University have released ZK-EdgeLoRA, which is derived from @bagelopenai's zkLoRA. It uses zero-knowledge proofs to verify LoRA adapters for LLMs in edge environments. 1/ New Protocol Researchers from Southeast University and Singapore Management University have released ZK-EdgeLoRA. It extends zkLoRA and applies zero-knowledge proofs to verify LoRA adapters for LLMs in trustless distributed edge environments. 2/ Importance LoRA adapters can be used to adapt LLMs to specific domains at a low cost, but they increase risk when shared by external contributors. ZK-EdgeLoRA confirms that adapters match the underlying model and are calculated correctly without exposing weights. 3/ Methodology The protocol uses a VOLE-based commit-and-prove method to batch-verify matrix operations. This method enables fast verification of adapter computations and protects data privacy in distributed environments. 4/ Performance When tested using HuggingFace's medical LoRA adapter, ZK-EdgeLoRA confirmed correctness within 0.1 to 2.8 seconds, depending on the adapter size. These results demonstrate that this approach is highly efficient for real-world and time-sensitive applications. 5/ Broader Context ZK-EdgeLoRA, a derivative of Bagel Open AI's zkLoRA, privately verifies computations and establishes a trust framework for modular LLMs. It enables distributed deployments that balance efficiency and security in an open environment.

🧵Akave Cloud: Enterprise Data Infrastructure for the AI Era In Short: Akave Cloud provides auditable object storage with S3 compatibility and no egress fees. It helps enterprises unlock siloed data, support AI-scale workflows, reduce compliance risks, and monetize datasets. 1/ Data Bottleneck Enterprises generate petabytes of data annually, yet much of this data remains untapped. Egress fees, siloed systems, and manual permissions limit innovation. Data infrastructure, not its shortage, has become the primary barrier to enterprise AI workflows. 2/ Akave Cloud Approach Akave Cloud addresses this bottleneck with S3 compatibility, no egress fees, and on-chain auditability. It provides enterprises with a foundation for unlocking, managing, and activating proprietary data for AI, analytics, and emerging markets. 3/ Core Features Immmutable storage records every object on-chain for an audit trail. Programmable access rules allow for definition of usage terms and revenue sharing. No penalties with a fixed price of $14.99/TB per month. Parallel I/O supports real-time performance, meeting the scale demands of AI. 4/ Synthetic and Simulated Data Applications such as robotics, healthcare, and finance require large-scale synthetic datasets. Akave Cloud supports high-speed data acquisition, frequent versioning, and low-latency access, making it suitable for data-intensive simulations and AI-driven research environments. 5/ From Cost to Benefit Akave Cloud integrates with marketplaces like @BaselightDB. Enterprises can publish datasets with clear usage policies, track access rights through contracts, and monetize archived data. What was once a cost center can be transformed into revenue-generating data infrastructure. Read more:

Important Update from @glifio: Total Assets: 24,016,429 FIL Annual Yield: 10.449% Depositors: 6,196 Pool Utilization: 77.4% Raw Byte Hashrate: 605.7 PiB Estimated Annualized Rewards: 2,509,476 FIL Average Deposit Size: 9,081.13 FIL Committed Miners: 300

🧵Akave Cloud vs. Akave Network In short: Akave Cloud provides an enterprise-grade, S3-compatible storage tier with zero egress fees and up to 80% cost savings, while Akave Network provides a decentralized backend. Together, they form a full-stack system for scalable data with Akave O3. 1/ Why Akave Cloud Enterprises want AWS-like services with familiar tools. @AkaveCloud offers a managed, S3-compatible platform with predictable pricing at $14.99 per TB, 11 nines durability, 99.9% availability, and up to 80% cost savings compared to hyperscalers. 2/ Benefits for Enterprises Akave Cloud offers immutability by default, unlimited retrievals with reasonable usage, zero egress fees, and hashes mapped to object IDs. This provides an audit trail, secure transactions, and policy-based data access and usage controls. 3/ Builder Needs Web3 teams want to make it easier to deploy applications, proxies, and DePIN networks. Akave Cloud offers a fast deployment path, providing verifiable storage at the bottom layer without any infrastructure overhead, striking a balance between simplicity and control. 4/ Akave Network This network forms the decentralized backend: a protocol layer for storage, retrieval, and computation. It supports infrastructure providers, subnet operators, builders, and data owners through tokenized incentives, provenance, and tamper-proof audit logs. 5/ Akave O3 Gateway Akave O3 connects the S3 interface with the Akave Network SDK. Data is stored on-chain in a content-addressable format, ensuring transparency and cryptographic integrity. Akave Cloud is the first subnet to run this gateway in production. Read more:

Filecoin Network Statistics (September 2nd to September 9th): Active Transactions: 1,139 PiB Active Transactions: 30,629,875 Active Clients: 677 Active Providers: 647 Daily Active Addresses: 2,628 Raw Hashrate: 3,160 PiB Quality-Adjusted Hashrate: 24,171 PiB Network Utilization: 36.0%

6/ Infrastructure and Operations Tools The CLI now supports reading wallet balances, gRPC TLS is integrated with libp2p identity, and the analytics dashboard has been redesigned for improved performance. Sharding has entered Phase 1, with Phase 2 optimizations planned for completion in September.

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🧵Akave Cloud: August 2025 In a nutshell: Akave O3 adds versioning, legal hold, and CSV query support. The protocol features improved uploads, downloads, and node repairs. Smart contracts gain paging and security fixes. Operator tooling, caching, and metadata handling are also improved.

🧵How F3 Reshapes Filecoin In a nutshell: Filecoin Fast Finality (F3) reduces finalization time from 7 hours to minutes. It improves cross-chain storage transactions, supports Ethereum contracts, and expands Filecoin's role from decentralized storage to broader infrastructure.

4/ New Applications Filecoin reduces finality times to minutes, enabling use cases with extremely low latency requirements, including payment flows, DeFi, and gaming, as well as Layer 2 subnets, chain bridges, and smart contracts. A more robust builder environment expands Filecoin's application scope.