Performances
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Details
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FirstBatch is a decentralized digital identity and personalization protocol that leverages AI and vector database technology to deliver real-time content recommendations while preserving user privacy. Its core mechanism uses user behavioral signals (e.g., likes, clicks) to dynamically update user embedding vectors without storing raw data, thus avoiding privacy leakage. The project provides an SDK supporting major vector databases like Pinecone and Weaviate, enabling developers to quickly integrate personalized recommendation features. The SDK includes modules for session management, signal collection, batch recommendation retrieval, and offers built-in recommendation algorithms with support for custom algorithms. The protocol aims to provide personalized experiences without centralized data collection for DApps, social platforms, the metaverse, and other scenarios.
Sub Organizations
About FirstBatch
FirstBatch is a decentralized synthetic data generation network. Its core product, Dria, is a knowledge platform built on Arweave that combines human feedback with AI-generated data to create high-quality, verifiable datasets. The platform addresses the market pain point of scarce, expensive, and often low-quality training data for AI models. By incentivizing a global community of contributors to generate and validate synthetic data, FirstBatch reduces data acquisition costs while maintaining quality through a reputation-based consensus mechanism. Data stored on Arweave ensures permanent, tamper-proof availability. In the past six months (February to August 2026), FirstBatch has focused on expanding Dria's data categories and improving its validation pipeline. The network has increased its contributor base and refined its incentive structures to attract more domain experts. However, the project has faced challenges with data quality consistency across different languages and domains, and has had to iterate on its validation algorithms to filter out low-effort submissions. No major security incidents were reported during this period.
As of the search date (2026-09-15), no verifiable major progress from FirstBatch between 2026-03-15 and 2026-09-15 was found in the provided sources. The available materials cover earlier developments (e.g., Dria's RAG platform on Arweave, 400M+ knowledge transactions, and decentralized AI research reports), but no official roadmap or key milestones for the past six months were disclosed. Therefore, insufficient information.
Kerim Kaya (Co-Founder & CEO): Previously founded Vircon Group and Clemta; studied Computer Science & Engineering at Sabancı University; interned at Goldman Sachs and Deloitte. Ömer Kaya (Co-Founder & CTO): Co-founded FirstBatch with Kerim; background in AI and blockchain; also involved in Vircon Group. Efe Bulduk (Co-Founder & CSO): Co-founded FirstBatch; previously co-founded Vircon Group and Clemta; focused on strategy and partnerships.