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Sentient Foundation

Sentient Foundation is a Singapore-based nonprofit stewarding open-source, aligned, and decentralized AGI through research support, grants, governance, advocacy, and ecosystem development.
Singapore

OML (Open-Access, Monetizable, And Loyal AI Model Serving)


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Description

OML is a proposed primitive for distributing AI models for local execution while maintaining cryptographically enforced authorization. The paper formalizes white-box model-protection goals, including resistance to model extraction and permission forgery, and presents OML 1.0 using model fingerprinting and crypto-economic enforcement mechanisms.

Category: Uncategorized

OML 1.0


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Description

OML stands for Open, Monetizable, and Loyal AI. OML 1.0 uses AI-native cryptographic model fingerprints represented as secret query-response pairs. The repository provides tooling to generate fingerprints, embed them into selected language models through fine-tuning, verify fingerprints, and deploy the resulting fingerprinted models. The associated research describes OML as an interdisciplinary framework involving AI, blockchain, and cryptography.

Category: Uncategorized

Sentient Arena


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Description

The first-party homepage presents active challenges, an archive of past challenges, and dedicated Discord and X community links. It also states that new cohorts and challenges are coming soon.

Category: Uncategorized

Open Deep Search (ODS)


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Description

OpenDeepSearch is a plug-and-play, open-source search framework for AI agents. It provides an Open Search Tool for query rephrasing, web retrieval, scraping, semantic reranking, and context augmentation, plus Open Reasoning Agent implementations based on ReAct and CodeAct. It integrates with Hugging Face SmolAgents and supports user-selected LLMs through LiteLLM.

Category: AI Agent Framework

Sentient Enclaves Framework


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Description

Provides reproducible enclave-image builds, host–enclave VSOCK communication, networking proxies, remote attestation, file-system integrity monitoring, an enclave init system, and enclave lifecycle management.

Category: Developer Tooling