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Source channel @githubtrending · Post #15439 · Jan 27

#rust#protobuf#rust Prost is a Rust tool that turns Protocol Buffers (.proto) files into simple, readable Rust code for proto2/proto3. It keeps comments, uses Rust derives for clean types, handles packages as modules, preserves unknown enums, and serializes existing types easily—add to Cargo.toml and use prost-build in build.rs. You benefit by getting fast, safe, idiomatic Rust for efficient data serialization in gRPC/microservices, saving time on boilerplate while ensuring memory safety and performance. https://github.com/tokio-rs/prost

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@CryptoM · Post #64744 · 04/09/2026, 05:34 PM

🚀 AI TRENDS | Google Cloud AI's PaperOrchestra Enhances Manuscript Quality Google Cloud AI researchers have introduced PaperOrchestra, a system designed to improve the quality of literature reviews and manuscript formatting. According to NS3.AI, human evaluations revealed that PaperOrchestra achieved a 50%-68% win-rate margin in literature review quality compared to autonomous baselines. The system employs five specialized agents to manage tasks such as organizing raw materials, generating figures, reviewing literature, and formatting manuscripts. To evaluate the effectiveness of PaperOrchestra, researchers developed PaperWritingBench, a framework built from 200 top-tier AI conference papers. This framework demonstrated a 14%-38% improvement in overall manuscript quality, showcasing the potential of PaperOrchestra in enhancing academic writing processes. #AI#GoogleCloudAI#PaperOrchestra#ManuscriptQuality#LiteratureReview#AcademicWriting#AIAgents#ResearchTools#PaperWritingBench