WhatA structured workspace where researchers conduct and document their AI-assisted problem-solving sessions with built-in verification steps, attribution tracking, and publishable audit trails.
SignalThe post reveals that the frontier of research is shifting to human-AI collaboration where the human provides strategic guidance and the AI does technical heavy lifting, but there is no standard workflow or tool for managing this process or crediting contributions appropriately.
Why NowTop researchers are now actively using frontier LLMs as research collaborators rather than just reference tools, creating an urgent need for structured workflows that didn't exist even a year ago.
MarketAcademic researchers across STEM (~8M globally), research labs, and universities; no purpose-built tool exists — researchers currently use raw chat interfaces with no structure.
MoatNetwork effects from shared research sessions and institutional adoption create lock-in; accumulated workflow templates and verification protocols become institutional knowledge.
AI Proof Verification and Validation PlatformP6/10A platform that takes AI-generated mathematical proofs and rigorously verifies them through automated formal verification, adversarial checking, and structured peer review before they reach human experts.
Affordable Frontier AI Access for AcademicsC7/10A platform that negotiates bulk academic licensing for frontier AI models and bundles them into a single affordable subscription funded through institutional budgets, grants, or subsidized tiers.
AI-Native Mathematical Training Platform for PhD StudentsC6/10A graduate-level math training platform that teaches students to solve hard problems alongside AI — developing the meta-skills of guiding, verifying, and extending AI-generated mathematical reasoning.
AI-Generated Research Results Repository and RegistryC5/10A dedicated open-access repository for AI-assisted and AI-generated research results with standardized metadata on AI contribution level, verification status, and human oversight.
Sovereign Digital Preservation Infrastructure as a ServiceP5/10A managed platform that helps governments and institutions operate jurisdiction-independent digital archives with guaranteed legal sovereignty and redundancy across multiple countries.
Peer-to-Peer Resilient Web Archiving NetworkC5/10A decentralized, BitTorrent-inspired protocol and platform purpose-built for web archiving that distributes storage and retrieval across volunteers and institutions, making the archive uncensorable and highly available.