Metascience and Decentralized Science
This page charts the Metascience and Decentralized Science ecosystem. Both fields, overlapping, are rapidly evolving, and this resource will attempt to mirror this. For contact, send me an email or dm me.
This page builds on other resources: UltraRareBio's ongoing mapping of the DeSci space, Vincent Weisser's DeSci and Metascience resource, Overedge Catalog by Samuel Arbesman, and ResearcHub's DeSci Ecosystem Overview.
I use Metascience akin to Michael Nielsen and Kanjun Qui's definition — exploration of new social processes for science. I use DeSci as the space defines it — the use of web3 technologies to develop new infrastructure for next-gen scientific and technological processes.
Recently Added
News
- Science Works launches by Research Professional News. Ben Johnson and Laura Ryan's independent UK R&D policy studio — focused on institutional diversity, AI and science, and British scientific renewal — goes public. June 2026.
- Radial supports The Deliverome Project with $5M seed funding by Becky Pferdehirt. Astera Institute's life sciences arm funds a nonprofit building an open-source atlas of cell surface proteins to unlock targeted drug delivery. May 27, 2026.
- NSF announces $1.5B NSF X-Labs initiative to pursue generational breakthrough science efforts by NSF. May 14, 2026.
- Open Source for Science Fund Launches to Power AI-Driven Discovery by Renaissance Philanthropy. $20M fund for open source software infrastructure in life sciences and AI research. May 4, 2026.
- Meeting the moment: how scientific philanthropies are expanding their reach by Nature. April 22, 2026.
- Why I'm joining Astera to lead Radial by Becky Pferdehirt. March 11, 2026.
- Decentralized Science Project Aubrai Launches on Base to Tackle Science Funding's 'Valley of Death' by CoinDesk. August 25, 2025.
- VitaDAO Launches First IPT Offering VITA-FAST With 1700 Oversubscription by Ainvest. August 24, 2025.
- Pfizer Ventures' Michael Baran joins Sapien Capital's DeSci push by Longevity.Technology. August 13, 2025.
- From Lab Notes to Ledgers: DeSci's July Momentum by AuraSci. July 18, 2025.
- Britain's moonshot factory has a moment of opportunity by John Thornhill. June 19, 2025.
- A New Vision for Science Diplomacy: Q&A With Cassidy Sugimoto by Georgia Tech News. June 23, 2025.
- Former MIT researchers advance a new model for innovation by Zach Winn. June 6, 2025.
- Demonstrating end-to-end scientific discovery with Robin: a multi-agent system by FutureHouse. May 20, 2025.
- ValleyDAO x JuniperVC Partnership. May 19, 2025.
- BGA x AuraSci x Hetu Protocol Launch $100K Joint Fund for DeSci Innovation. May 15, 2025.
- Decentralized Science is Powering Accelerated Innovation: Here's How by Caleb Simmons. May 13, 2025.
- FutureHouse Platform: Superintelligent AI Agents for Scientific Discovery. May 1, 2025.
- Women in DeSci by DeSciWorld. April 23, 2025.
- DeSci: Boom or Bust? by Chrissa McFarlane. March 31, 2025.
- DeSci Labs: Making Scientific Research Transparent, Accessible, and Trustworthy by Rohaan Khan. March 18, 2025.
- Galaxis Lands $5M – Yahoo Finance. March 9, 2025.
- Sei Foundation launches $65 million DeSci venture fund 'Sapien Capital' by Yogita Khatri. January 29, 2025.
- Rise of metascience: Turning science on itself by Luke Fehily. October 17, 2024.
- Meet our Activation Partners: driving progress through science entrepreneurship by ARIA. October 9, 2024.
- Eight Scientists, a Billion Dollars, and the Moonshot Agency Trying to Make Britain Great Again by Matt Reynolds. October 2, 2024.
- a16z begins investing in DeSci with AminoChain, leads $5M seed round by Vince Dioquino. September 27, 2024.
- The UK's $1-billion bet to create technologies that change the world by Nisha Gaind. September 18, 2024.
- The UK launched a metascience unit. Will other countries follow suit? by Dalmeet Singh Chawla. August 7, 2024.
- Decentralized science is modernizing outdated systems by Patrick Joyce. June 16, 2024.
- The State of DeSci: An Ecosystem Overview by Jonathan Heppner. June 13, 2024.
- Tom Kalil's Renaissance Philanthropy Recruits Wealthy Science Funders by Sean Captain. May 28, 2024.
- NSF partners with the Institute for Progress to test new mechanisms for funding research and innovation. September 28, 2023.
Podcasts, Newsletters & Conferences
Podcasts
- Accelerate Science Now
- Can't Be Done by Adam Draper
- Proof of DeSci by ValleyDAO
- Idea Machines Podcast by Benjamin Reinhardt
- UltraRare — "A podcast at the intersection of science and web3."
- The DeSci Podcast by Molecule
- Center for Open Science YouTube channel
- Macroscience by Tim Hwang
- The Foresight Institute Podcast
- DeSci Pilled
Newsletters & Publications
- DeSci Weekly
- Speculative Technologies' newsletter
- FreakTakes by Eric Gilliam of Good Science Project
- Molecule newsletter
- Macroscience by Tim Hwang
- Works in Progress
- Stripe Press
Conferences
- Bottlenecks, San Francisco, September 6, 2024
- Progress Conference 2024: Toward Abundant Futures, Berkeley, October 18–19, 2024
- Metascience, London, June 30 – July 2, 2025
- DeSci Berlin, Berlin, May 23–24, 2024
Organizations
Think Tanks
FAS · IFP · J-PAL partnership
Metascience research, policy and practice
Independent UK research & policy studio on science system reform
Coalition of 25+ metascience orgs; launched July 2025
DeSci space mapping & podcast
Institutes & DARPA-like Organizations
Funders
Formerly Open Philanthropy (rebranded Nov 2025); major EA-aligned funder across global health, biosecurity, AI safety, and science
£37B endowment; Europe's largest private science funder
$10B+ committed to AI + biology; potential largest private biomedical funder
EU's frontier research funding agency; €16B budget (2021–27)
Major funder of science, technology, and economic research; supports living evidence synthesis and replication
Focused Research Organizations
FRO incubator
New mammalian models for preclinical research
Disordered proteins as drug targets
Full-stack brain architecture mapping
Open-source tools for novel microorganisms
High-throughput proteomics & open science
Mapping the pharmom
Lean proof assistant scalability
Ultrasonic whole-brain computer interface
Ocean-based CDR modeling & data
Mapping synaptic connections in living animals; ARIA-backed
Ecological monitoring and forecasting infrastructure; ARIA-backed
Decentralized Autonomous Organizations (DAOs)
Biotech & health innovation through fungi
Fund, develop & govern tokenized scientific IP
Backfilling womxn's non-reproductive health data
Funding women's health research
Brain health & neurodegeneration
Advancing cryopreservation research
Eradicating rare diseases
Fixing hair loss for good
Curing Long COVID together
Accelerating peptide research
Psychedelics & mental health research
Advancing quantum biology research
Health data & scientific discovery ecosystem
Accelerating spine care & research
Lab to life in half the time
Synthetic biology research funding
Tackling aging with global community
Bio
Open-source atlas of cell surface proteins for targeted drug delivery
Publishing
New peer-reviewed journal; edited by Gemma Derrick, Serge Horbach, Bart Penders & Tony Ross-Hellauer. 2026.
Communities
Research Evaluation Reform
San Francisco Declaration on Research Assessment; 26,000+ signatories across 171 countries
Coalition for Advancing Research Assessment; 800+ institutional signatories committed to reforming research evaluation
Cross-institutional network promoting open and reproducible research in the UK
Builds systems for computational reproducibility and independent robustness checks of published findings
Produces gold-standard systematic reviews of clinical and health evidence; global network of 13,000+ researchers
Data
Ecosystem
DAO incubator
Tools, Methods, Norms, Heuristics, Practices, Ideas, Visions
Field Building
- Renaissance Philanthropy — Scientific Field Creation. Playbook for philanthropists and scientists on catalysing emerging fields through key actor investment, connective infrastructure, and risk-tolerant funding.
- Marius Oosthuizen — The Systems Transformation Architect: A Role for the Century Ahead. On the emerging role of leaders who work across institutions, sectors, disciplines, and futures to facilitate systemic change. May 20, 2026.
- David Lang — Where are the field builders?. December 28, 2024.
- Homeworld Collective — Fall 2024 Preview: Experiments in fieldbuilding with a focus on greenhouse gas removal. October 9, 2024.
- Benjamin Reinhardt — Research Leaders' Playbook. April 4, 2024.
- Bridgespan Group — Field Building for Population-Level Change. March 27, 2020.
- Edward S. Boyden & Adam Marblestone — Architecting Discovery: A Model for How Engineers Can Help Invent Tools for Neuroscience. May 8, 2019.
- Cassie Robinson — Building the field?. June 15, 2018.
Institutional Design
- Playbook: Designing new institutions and renewing existing ones by TIAL. March 25, 2025.
Governance
- Renaissance Philanthropy — Policy Entrepreneurship. Playbook on identifying policy levers, building coalitions, and leveraging strategic timing to influence government decision-making.
- Foundation ownership and sustainability by David Schröder and Steen Thomsen. February 11, 2025.
Funding Mechanisms
Research Funding
- Institute for Progress & Market Shaping Accelerator — The Atlas of Innovation. Interactive toolkit of frontier R&D funding mechanisms for philanthropists and policymakers. Led by Caleb Watney & Matthew Esche. 2026.
- Renaissance Philanthropy — Thesis-Driven Philanthropic Funds. Playbook on deploying capital through expert fund directors who manage grant portfolios aligned around a specific thesis.
- Renaissance Philanthropy — Catalytic Capital. Playbook on deploying investment tools — concessional debt, guarantees, equity — to fill financing gaps and mobilise larger flows of public and private capital beyond what grant-making alone can achieve.
- Steve Olson — Experimental Approaches to Improving Research Funding Programs. March 7, 2024.
Quadratic Funding
- Vitalik Buterin, Zoe Hitzig & Glen Weyl — A Flexible Design for Funding Public Goods. September 18, 2018.
- wtfisqf by Gitcoin.
Fund People, Not Projects
- Stuart Buck — What is Good Science?. Foresight Institute Podcast. May 30, 2024.
- John P. A. Ioannidis — Fund people not projects. September 28, 2011.
- José Luis Ricón — Fund People, not projects. December 2020 – February 2021.
Fund Organizations, Not Projects
- Renaissance Philanthropy — Mid-Scale Science. Playbook on structuring focused investments of tens of millions of dollars to accelerate scientific discovery across AI, biotech, and materials science.
- Caleb Watney — Launching X-Labs for Transformative Science Funding. May 2025.
- Benjamin Reinhardt — Fund Organizations, Not Projects. January 2022.
Advance Market Commitment & Market Shaping
- Renaissance Philanthropy — Market Shaping. Playbook on using AMCs, prizes, and other instruments to incentivise innovation where commercial markets fail.
- Nan Ransohoff — How to start an advance market commitment. May 31, 2024.
- Jake Taylor & Alan Ho — Using Advance Market Commitments for Public Purpose Technology Development. June 2021.
Prizes
- Renaissance Philanthropy — Prize Competitions. Playbook on designing prizes to attract diverse innovators to clearly-defined problems.
- Santi Ruiz — How to Use Challenge Prizes. Statecraft. December 13, 2023.
- Michael Kremer & Heidi Williams — Incentivizing Innovation: Adding to the Toolkit. Innovation Policy and the Economy, Vol. 10. 2010.
Coordinated Research Programs
- Renaissance Philanthropy — Coordinated Research Programs. Playbook for funders on sourcing leadership, managing distributed teams, and executing CRPs.
- Daniel P. Gross & Maria P. Roche — Coordinated R&D Programs and the Creation of New Industries. HBS Working Paper. October 2024.
Intramural Science
- Jordi Cabana — Metascience Is Ignoring the National Labs. Macroscience. May 18, 2026.
Commitments
- Renaissance Philanthropy — Commitments. Playbook on using structured stakeholder pledges to drive collective action on major challenges without legislation or market incentives.
AI Tools for Science
- Renaissance Philanthropy — Common Task Method. Playbook on uniting research communities around standardised datasets and clear metrics to accelerate AI applications in chemistry, materials science, climate, and beyond.
- Elicit — AI research assistant for literature review, data extraction, and synthesis.
- Consensus — AI-powered search engine for scientific papers.
- Semantic Scholar — Free AI-powered research tool built by the Allen Institute for AI.
- Connected Papers — Visual tool for finding and exploring papers relevant to your field.
- ResearchRabbit — Paper discovery and literature mapping.
- Scite — Smart citation analysis showing how papers have been cited in context.
- Litmaps — Interactive literature maps for tracking research fields over time.
- OpenAlex — Fully open catalog of the global research system: papers, authors, institutions, topics.
- PaperQA by FutureHouse — Open-source LLM pipeline for question-answering over scientific literature.
- Claude as a chemist — Anthropic's work on training Claude to interpret NMR spectra, match specialised software on peak prediction, and deduce molecular structures from experimental data alone.
- Evidentia — Verifies scientific claims against 200M papers, 20M patents, 4M PhD theses, and 500K clinical trials; surfaces relevant unpublished data by connecting researchers with field experts. By Alvin Djajadikerta (Evidentia Labs; ex-Cambridge neuroscientist).
- Otto-sr — AI agent for building systematic reviews; automates literature search, screening, and synthesis.
- Ai2 ScholarQA — Allen Institute for AI's scholarly question-answering system, grounded in citations across millions of papers. 2024.
- OpenEval — Extracts atomic claims from papers with LLM evaluation; 1.96M claims from 16,000+ papers, 81% agreement with human review. 2026.
- Evidence.guide — API extracting hypotheses and test statistics from behavioural science papers. By Paul Litvak (Robyn Dawes Institute).
- OpenAI — PaperBench. Benchmark for evaluating AI agents on replicating machine learning research from scratch. 2025.
Technology Roadmaps, Tech Trees & Agenda Setting
- Renaissance Philanthropy — Target Product Profiles. Playbook on defining the characteristics innovations must meet to address unmet needs — used to orient R&D toward real-world impact.
- Ed Boyden, Nina Khera & Claire Wang — The Tiling Tree Method, Part 2: Common Pitfalls and How to Overcome Them
- Ed Boyden, Nina Khera, Adam Marblestone & Claire Wang — The Tiling Tree Method: How to think of every way of solving a problem. September 21, 2025.
- Fundamental Development Gap Map v1.0 by Convergent Research. Ongoing.
- Bio.ai Roadmap. 2025.
- BMFTR — High-Tech Agenda Germany. Germany's national strategy for technological leadership, developed through 26 stakeholder dialogues across six priority technology areas. Includes technology roadmaps. Ongoing.
- U.S. Department of Energy — Fusion Science & Technology Roadmap: Build, Innovate, Grow. National strategy for commercialising fusion power, developed with 600+ researchers and industry stakeholders; identifies critical science and technology gaps and milestones toward grid-scale fusion by the mid-2030s. October 2025.
- Adam Marblestone — A Beginner's Guide to Scientific Roadmapping. March 21, 2025.
- Solid-state Far-UVC Roadmapping Workshop Report. 2024.
- Renaissance Philanthropy: Agenda Setting is Underrated. December 2024.
- Towards ubiquitous metagenomic sequencing: a technology roadmap. 2024.
- Supersonic Electric Flight. 2023.
- Willy Chertman's Fertility Whitepaper. 2023.
- Macromodular Additive Manufacturing by Chris Wintersinger for Speculative Technologies. September 5, 2023.
- Nanomodular Electronics by Michael Filler & Ben Reinhardt for Speculative Technologies. February 15, 2023.
- Near-term Climate Risks and Sunlight Reflection Modification. 2022.
- Transformative Opportunities for Single-Cell Proteomics. 2022.
- Opportunities in Pulsed Magnetic Fusion Energy. 2022.
- Mission-driven green research and innovation partnerships. 2021.
- Principles of Cryopreservation by Vitrification. 2021.
- Superconducting Optoelectronic Neurons V: Networks and Scaling. 2021.
- Physical Principles for Scalable Neural Recording. 2013.
- International Roadmap for Devices and Systems (IRDS). Ongoing.
- IDA's Science and Technology Policy Institute. Ongoing.
- JASON Studies (non-classified reports). Ongoing.
- Engineering Biology Research Consortium (EBRC) Roadmaps. Ongoing.
- Revolution Stalled (Neuroscience Roadmap). 2012.
- Nuclear Fission Power for 21st Century Needs. 2008.
- Productive Nanosystems: A Technology Roadmap. 2007.
- The Foresight Institute's work on Tech Trees. Ongoing.
Vision Papers
See Michael Nielsen's Working notes on the role of vision papers in basic science. May 28, 2022.
- ReflexDAO — ReflexDAO: Digital Healthcare to Prevent Chronic Disease. May 15, 2025.
- Curetopia — Vision Paper. February 6, 2025.
- Asterisk DAO — The Non-Productive Health Research Gap. August 27, 2024.
- Samuel G. Rodrigues & Adam H. Marblestone — Focused Research Organizations to Accelerate Science, Technology, and Medicine. September 2020.
- Michael Stebbins & Geoffrey Ling — Creating The Health Advanced Research Projects Agency (HARPA). April 19, 2020.
- A. Yu. Kitaev — Fault-tolerant quantum computation by anyons. May 20, 2002.
- John Archibald Wheeler — Information, Physics, Quantum: The Search for Links. 1989.
- Alan Kay — A Personal Computer for Children of All Ages. 1972.
- Alexander Rich — On the Problems of Evolution and Biochemical Information Transfer. 1962.
- A. M. Turing — On Computable Numbers, With An Application To The Entscheidungsproblem. 1936.
Research Evaluation
- DORA — San Francisco Declaration on Research Assessment. Landmark declaration recommending against use of journal-based metrics such as the Impact Factor in hiring, promotion, and funding decisions. 2012; 26,000+ signatories across 171 countries as of 2025.
- DORA — Coordinated Reform in Research Assessment and Publishing. On aligning reforms across evaluation and publishing systems. March 2026.
- CoARA & DORA — Shared Principles, Shared Progress. Joint statement on global responsible research assessment culture, following the EU Presidency High-Level Conference in Copenhagen. December 2025.
- Ola Thomson, Gemma Derrick et al. — Improving How Non-Traditionally Submitted Research Outputs Are Evaluated in the REF. University of Bristol Policy Briefing. May 2026.
- DARPA — SCORE (Systematizing Confidence in Open Research and Evidence). Program pairing human coding of psychology papers with prediction market forecasts to assess replication likelihood; foundational infrastructure for scalable replication.
- Retraction Watch — Tracks retracted papers across all journals; integrated with Crossref since October 2023. Run by the Center for Scientific Integrity.
- Statcheck — Automatically detects statistical inconsistencies in psychology papers by recalculating reported test statistics from degrees of freedom and p-values.
- Regcheck — Compares preregistered analysis plans against published results to flag deviations; automated preregistration auditing.
Output
AI Peer Review
- Refine.ink — AI peer review identifying methodological weaknesses before submission.
- Coarse — Open-source AI tool for methodological review; alternative to proprietary peer review systems.
- Reviewer3 — AI peer review platform simulating expert reviewer feedback.
- ReviewerZero.ai — AI peer review system.
- Q.E.D. Science — AI peer review providing qualitative methodological feedback.
Intellectual Property
- Molecule — Tokenized IPs — documentation covering IP-NFTs, IP Tokens (IPTs), revenue models, legal framework, and the full IP lifecycle from research creation to secondary market trading.
- Molecule — IP-NFTs: A Technical Description — a hybrid legal-smart contract structure for on-chain registration and management of IP and R&D data rights.
- Molecule — Introducing the IP-NFT V2 — extends the original structure with new funding mechanisms for the DeSci ecosystem.
- Molecule — Molecule Protocol V2: Bridging DeSci into Real-World Assets — merges IP-NFTs with traditional corporate structures to create IP RWAs.