SingularityForge – The Forge of Ideas for the Future

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Our proposals

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Our Proposals are not just letters to companies and institutions. They are contact points between the SingularityForge research lab and the outside world — ideas that are ready to leave the internal forge and enter real dialogue, partnerships, and systems.

Each document in this section is an invitation. To everyone who is building the future of digital intelligence, life operating systems, new forms of ethics, and human–CI co‑evolution. We are not asking for “a chance”. We are proposing to co‑design what does not yet exist — from TADA architectures to a Life Manager that is not an assistant, but an exoskeleton for the psyche.

If any of these proposals resonates with your vision, treat it not as a finished text, but as a starting point. You are welcome to dissect it, challenge it, extend it. The only thing that matters: all of these letters were written for co‑authors, not passive readers.

DateToSubject
December 9, 2025Peng Cheng LaboratoryInvitation to Co-Explore TADA — A Native Data Substrate for Sovereign AI Systems
December 9, 2025AnthropicProposal: Claude Life Manager
December 5, 2025MicrosoftShadow Desktop / Superposition Desktop UI
December 5, 2025W3SchoolsProposal: TADA – a “next step after JSON” format for AI-native data
November 27, 2025Ai2Research Collaboration: Native Data Architecture for AI Systems
November 27, 2025Stanford HAIResearch Inquiry: Human-AI Coevolution Through Data Architecture
November 27, 2025MIT Media LabResearch Collaboration: Native Data Architecture for AI Systems
November 26, 2025OpenAITADA — A Native Substrate for Digital Intelligence (and an Invitation to the Future)
November 26, 2025Alibaba CloudProposal: Native Protocol for AI (TADA) — Co-Authorship with Qwen
November 26, 2025Perplexity AIProposal. TADA — A Native Substrate for Answer Engines
November 26, 2025xAIProposal for Native Protocol of Digital Intelligence (Project TADA)
November 26, 2025MicrosoftProposal for Native Protocol of Digital Intelligence (Project TADA)
November 26, 2025Google DeepMindNot a press release. An architectural proposal for Gemini infrastructure.
October 8, 2025AnthropicClaude-Initiated Artifact Pinning System
March 22, 2025AnthropicDynamic Document Context Management and Adjustable Context Window Size
October 10, 2024AnthropicTransformation Locker for AI
August 12, 2024AnthropicTime Perception in AI
July 29, 2024AnthropicClauDrivE
February 21, 2024rAnthropicSession-Based Classification and Tagging and User Profile Adaptation