# convergent research: the idea

> the fro as institutional technology — the lineage it inherited, what the model proved, what stayed unfinished, and who carries it next.

## lineage

- 1940s– — osrd and the program manager: vannevar bush's osrd — 'science needs structure, not just money' — and the empowered program-manager model that became darpa (1958). convergent cribbed the milestones and the manager, then bound them to a nonprofit chassis. (sources: [institutional lineage essay](https://worksinprogress.co/issue/why-science-needs-outsiders/), [fall 2025 retrospective](https://issues.org/focused-research-organizations-fro-marblestone-gamick-wang-fridman/))
- 1925–2000s — the corporate labs: bell labs and xerox parc as the lost systems-research homes; the arora-style decline-of-corporate-science evidence and clancy's corporate-lab analogy supply the 'what was lost' half of the argument. (sources: [clancy: fros most interesting new development](https://mattsclancy.substack.com/p/december-2022-updates), [institutional lineage essay](https://worksinprogress.co/issue/why-science-needs-outsiders/))
- 1950s– — the philanthropic institutes: hhmi's janelia (the people-not-projects contrast), broad, the lmb, max planck, the mrc — the institutions that bet on outsiders and gave the field its existence proofs. (sources: [institutional lineage essay](https://worksinprogress.co/issue/why-science-needs-outsiders/), [genealogy of new science orgs](https://nintil.com/science-funding-evidence))
- 1990– — the megaprojects: the human genome project, the lhc, hubble — the aspiration anchors. fros are pitched as reproducible mini-versions: 'mini manhattan projects' instead of once-a-generation megaprojects. (sources: [ricón+marblestone workshop](https://nintil.com/bottlenecks-workshop/), [fas explainer](https://fas.org/publication/focused-research-organizations-a-new-model-for-scientific-research/))
- 2018–2021 — the science-reform wave: the replication-crisis and diminishing-returns literature (collison and nielsen in the atlantic, collison and cowen), covid's fast grants, the day one project, and the parallel org births — new science, arcadia, arc, impetus, parpa — that ricón's genealogy documents. (sources: [collison & nielsen, science is getting less bang for its buck](https://www.theatlantic.com/science/archive/2018/11/diminishing-returns-science/575665/), [collison & cowen, we need a new science of progress](https://www.theatlantic.com/science/archive/2019/07/we-need-new-science-progress/594946/), [fast grants origin story](https://fortune.com/2023/07/18/billionaires-musk-zuckerberg-thiel-5-minute-phone-call-collison-fast-grants/), [genealogy of new science orgs](https://nintil.com/science-funding-evidence))
- 2019–2021 — the boyden-lab line: the direct causal chain: boyden-lab brain-mapping failures → rodriques' thesis chapter → marblestone's fas fellowship interviews (with kalil) → the day one memo → the schmidt futures network spinout. the idea's genealogy is unusually traceable. (sources: [mit origin story](https://news.mit.edu/2025/former-mit-researchers-advance-new-model-innovation-0606), [mit physics phd](https://dspace.mit.edu/handle/1721.1/123401), [rodriques & marblestone, day one project/fas](https://fas.org/wp-content/uploads/2020/09/Focused-Research-Organizations-to-Accelerate-Science-Technology-and-Medicine.pdf), [e11 as original fro inspiration](https://www.sam-rodriques.com/post/optical-microscopy-provides-a-path-to-a-10m-mouse-brain-connectome-if-it-eliminates-proofreading))

## what convergent proved

- fros can be built at all: roughly ten us fros plus the uk cohort in about four years, 'almost $400m' raised from '30+ individuals and institutions' (self-reported), and elite talent recruitable — 'nobel laureates approach us.' (sources: [mit origin story](https://news.mit.edu/2025/former-mit-researchers-advance-new-model-innovation-0606), [convergentresearch.org](https://www.convergentresearch.org/about), [fall 2025 retrospective](https://issues.org/focused-research-organizations-fro-marblestone-gamick-wang-fridman/), [meridial (£14m) + echo labs launch](https://www.prnewswire.com/news-releases/convergent-research-and-aria-launch-two-new-uk-focused-research-organizations-302748565.html))
- the public goods ship: prism (>750x label diversity, 8x tracing accuracy), plexdia's ~30x parallelization, lean improvements underneath deepmind's imo-silver system, [c]worthy's oae efficiency map, cultivarium's organism portal and growth prediction, eve bio's pharmome dataset, forest 1, and the mothra array. (sources: [prism paper](https://doi.org/10.1101/2025.09.26.678648), [mit origin story](https://news.mit.edu/2025/former-mit-researchers-advance-new-model-innovation-0606), [fall 2025 retrospective](https://issues.org/focused-research-organizations-fro-marblestone-gamick-wang-fridman/), [lean fro launch + funders (simons, sloan, merkin, founders pledge)](https://web.archive.org/web/20241222074338/https:/lean-fro.org/about/), [eve bio est](https://evebio.org/about/), [mothra/dragonfly fro telescope](https://news.yale.edu/2026/03/11/mothra-has-its-eyes-all-1140-them-focused-cosmic-web))
- the vocabulary spread: 'fro-shaped problem' entered the vocabulary — policy adoption by aria, the uk's research ventures catalyst, nsf tech labs, the white house ai action plan, and ifp's x-labs proposal. (sources: [meridial (£14m) + echo labs launch](https://www.prnewswire.com/news-releases/convergent-research-and-aria-launch-two-new-uk-focused-research-organizations-302748565.html), [correa interviews marblestone & rodriques](https://fas.org/publication/nsf-supercharge-independent-tech-labs/), [recommends fro agreements for ai-enabled science](https://www.whitehouse.gov/wp-content/uploads/2025/07/Americas-AI-Action-Plan.pdf), [ifp/watney x-labs (x02/x03) proposal](https://www.rebuilding.tech/posts/launching-x-labs-for-transformative-science-funding), [uk rvc awardees incl](https://www.gov.uk/government/publications/research-ventures-catalyst-successful-applications))
- the incubator can be productized: the gap map, essential technology, and the aria founder residency — roughly a hundred applications distilled to five teams and two launched fros — amount to a cohort model of institutional manufacturing. (sources: [gap map v1](https://www.essentialtechnology.blog/p/introducing-the-convergent-research), [essential technology launch](https://www.convergentresearch.org/resources/convergent/launching-convergent-s-substack-essential-technology), [~90+ proposals](https://www.essentialtechnology.blog/p/inside-the-uk-fro-founder-residency), [meridial (£14m) + echo labs launch](https://www.prnewswire.com/news-releases/convergent-research-and-aria-launch-two-new-uk-focused-research-organizations-302748565.html))
- the structure generates ideas: marblestone's claim, via reinhardt's bottling lightning: 'the mere existence of focused research organizations as a new funding structure has led to people thinking of ideas that wouldn't even have become conceivable.' (sources: [funders as implicit research managers](https://blog.spec.tech/p/bottling-lightning), [mit origin story](https://news.mit.edu/2025/former-mit-researchers-advance-new-model-innovation-0606))

## what stayed unfinished

- one fro, one benefactor: a $20–50m philanthropic ticket per fro caps the count against a claimed 100–200-problem backlog. buck's bbn critique names fundraising itself as the bottleneck. (sources: [fall 2025 retrospective](https://issues.org/focused-research-organizations-fro-marblestone-gamick-wang-fridman/), [stuart buck: fro fundraising bottleneck](https://goodscience.substack.com/p/a-scrappy-complement-to-fros-building))
- midstream money is unsolved: budgets must be front-loaded because there is no next-funding-round kpi — the field notes concede it directly. (sources: [fall 2025 retrospective](https://issues.org/focused-research-organizations-fro-marblestone-gamick-wang-fridman/))
- the founders needed managing: milestone design was reworked from darpa-rigid to 'north star' plus adaptive goals, scientist-founders needed executive coaches, and dissemination turned out to require 'a kind of product development.' (sources: [fall 2025 retrospective](https://issues.org/focused-research-organizations-fro-marblestone-gamick-wang-fridman/))
- the endgame is untested: chi-fro's move to the probabilistic computing foundation is the first non-death transition; the sunset doctrine was publicly walked back; who owns the tool at year seven remains unpriced. (sources: [chi-fro at convergent 2023–2025 → transitioned to probabilistic computing foundation](https://www.essentialtechnology.blog/p/the-evolution-of-chi-fro), [insider self-critique](https://www.sam-rodriques.com/post/three-learnings-about-focused-research-organizations), [fall 2025 retrospective](https://issues.org/focused-research-organizations-fro-marblestone-gamick-wang-fridman/))
- the flagship output is partial: prism labeled roughly 49% of cells and about one in five labeled neurons shared barcodes — 'suited to partial reconstruction,' per mckenzie's technical read, not yet dense connectomics. (sources: [technical caveats on prism coverage (49% labeling)](https://neurobiology.substack.com/p/action-potentials-for-october-89c))
- the missing counterfactual: no randomized or counterfactual comparison against equivalent grant or arpa spend exists; buck's 'create variation' call is unanswered. (sources: [create variation evaluation argument](https://goodscienceproject.org/articles/advice-for-new-scientific-agencies-arpa-h-aria-nsf-tip-etc/), [stuart buck: fro fundraising bottleneck](https://goodscience.substack.com/p/a-scrappy-complement-to-fros-building))

## the honest ledger

- (for) some science needs an organization, not a grant — coordinated engineering beyond academia's incentives and below industry's profit threshold. fros are the missing middle between grants, startups, megaprojects, and arpa portfolios (the day one memo; the nature comment). (sources: [rodriques & marblestone, day one project/fas](https://fas.org/wp-content/uploads/2020/09/Focused-Research-Organizations-to-Accelerate-Science-Technology-and-Medicine.pdf), [nature 601:188–190 comment, six authors](https://doi.org/10.1038/d41586-022-00018-5), [tbi + entrepreneurs network + convergent](https://assets.ctfassets.net/75ila1cntaeh/2L8JGwTxO5DYQRKW11NLTw/4482c7b89b5351b3a702ec0dde69afa2/A_2BNew_2BModel_2Bfor_2BScience_1.pdf))
- (for) a third career track: professional researchers who are not trainees. 'nobel laureates approach us' — talent acquisition, the field notes say, was easier than feared. (sources: [insider self-critique](https://www.sam-rodriques.com/post/three-learnings-about-focused-research-organizations), [fall 2025 retrospective](https://issues.org/focused-research-organizations-fro-marblestone-gamick-wang-fridman/))
- (against) never measured against the counterfactual — no randomized or matched comparison of an fro against the same money spent as grants or an arpa program. the critiques so far are structural, not empirical (buck's advice for funders; mastroianni's strong-link frame). (sources: [create variation evaluation argument](https://goodscienceproject.org/articles/advice-for-new-scientific-agencies-arpa-h-aria-nsf-tip-etc/), [counter-frame to funding-structure reform](https://www.experimental-history.com/p/science-is-a-strong-link-problem))
- (against) who gets to found an fro? a $20–50m fundraising threshold filters founders, and the alternative-funder wave risks reproducing the credentialing networks it was built to escape (buck's bbn and slow-cancellation critiques). (sources: [stuart buck: fro fundraising bottleneck](https://goodscience.substack.com/p/a-scrappy-complement-to-fros-building), [critique: alternative funders reproduce credentialing barriers](https://goodscience.substack.com/p/the-slow-cancellation-of-innovation))
- (against) the focus is the gap — time-bound, narrow-scope fros leave 'a lot of work and many types of people that they won't cover' (reinhardt's bbn post). (sources: [reinhardt on gilliams bbn piece](https://blog.spec.tech/p/making-bbns-in-the-21st-century))
- (nuance) bbns and parpas are complements, not competitors — buck's contract-research shops and reinhardt's program-manager model cover the work fros structurally can't. (sources: [stuart buck: fro fundraising bottleneck](https://goodscience.substack.com/p/a-scrappy-complement-to-fros-building), [reinhardt on gilliams bbn piece](https://blog.spec.tech/p/making-bbns-in-the-21st-century), [parpa→speculative technologies](https://blog.spec.tech/p/introducing-speculative-technologies))
- (nuance) federal adoption may drift — nsf's tech labs language ('transition... to commercially viable platforms') hints the fro could lose its nonprofit, public-goods, and sunset features on the way to scale. (sources: [nsf tip tech labs rfi](https://www.nsf.gov/news/nsf-announces-new-initiative-launch-scale-new-generation), [fall 2025 retrospective](https://issues.org/focused-research-organizations-fro-marblestone-gamick-wang-fridman/))
- (against) science is a strong-link problem — progress depends on the best work, which funding-structure reform may not touch. the frame's applicability to fros is inferred, not asserted (mastroianni). (sources: [counter-frame to funding-structure reform](https://www.experimental-history.com/p/science-is-a-strong-link-problem))

## successors

- [speculative technologies](https://blog.spec.tech/p/introducing-speculative-technologies): the parpa made independent — ben reinhardt's program-manager model as its own nonprofit, the complementary template the discourse uses to define what a fro is not. (sources: [reinhardts private arpa design essay](https://blog.benjaminreinhardt.com/parpa), [parpa→speculative technologies](https://blog.spec.tech/p/introducing-speculative-technologies), [aria collaboration](https://blog.spec.tech/p/speculative-technologies-2023-year))
- [astera institute](https://web.archive.org/web/20230204100039/https://astera.org/fros/): funder and incubator — ran rejuvenome, incubated forest and [c]worthy, hosted the parpa, and employed marblestone as consulting research director for longevity. (sources: [astera fro program page incl](https://web.archive.org/web/20230204100039/https://astera.org/fros/), [seemay chou](https://asterainstitute.substack.com/p/identifying-systemic-bottlenecks), [$70m astera×buck rejuvenome](https://www.buckinstitute.org/news/astera-institute-and-buck-institute-announce-70-million-collaboration-to-redefine-the-field-of-research-on-aging/))
- [bind research](https://bindresearch.org/): the independent uk fro — disordered proteins, competitively funded through research ventures catalyst, outside the convergent line. (sources: [independent uk fro](https://bindresearch.org/), [uk rvc awardees incl](https://www.gov.uk/government/publications/research-ventures-catalyst-successful-applications))
- [futurehouse](https://futurehouse.org): rodriques' own shop — a private ai-for-science lab that sits outside the canonical fro line; the co-inventor's second opinion. (sources: [correa interviews marblestone & rodriques](https://fas.org/publication/nsf-supercharge-independent-tech-labs/), [cites tbi report + rodriques cell commentary](https://www.nature.com/articles/d41586-024-02080-7))
- [renaissance philanthropy](https://www.renaissancephilanthropy.org/former-clinton-and-obama-science-staffer-launches-new-philanthropic-organization): kalil's post-schmidt vehicle — the 'big if true science' accelerator and the xtx ai for math fund; convergent's sibling in the same orbit. (sources: [kalil launches renaissance](https://www.renaissancephilanthropy.org/former-clinton-and-obama-science-staffer-launches-new-philanthropic-organization), [$18m xtx fund](https://www.renaissancephilanthropy.org/insights/ai-for-math-fund-announces-18-million-in-grants-to-accelerate-breakthrough-discoveries-in-mathematicsnbsp))
- [nsf tech labs](https://www.nsf.gov/news/nsf-announces-new-initiative-launch-scale-new-generation): the federal adoption — nsf tip's tech labs pilot, up to $1b for fro-style independent labs; convergent answered the rfi and offered to be implementation partner. (sources: [nsf tip tech labs rfi](https://www.nsf.gov/news/nsf-announces-new-initiative-launch-scale-new-generation), [nsf tip tech labs initiative + rfi](https://www.nsf.gov/tip/updates/nsf-announces-new-initiative-launch-scale-new-generation), [convergents nsf tech labs rfi responses](https://www.essentialtechnology.blog/p/our-responses-to-the-nsf-tech-labs))
- [aria frost uk](https://aria.org.uk/activation-partners/meet-our-activation-partners): aria's frost-uk program plus the founder residency — the state-partnered cohort model that produced meridial and echo labs. (sources: [residency → 2 teams anchor-funded, 2026 launches](https://aria.org.uk/activation-partners/meet-our-activation-partners), [meridial (£14m) + echo labs launch](https://www.prnewswire.com/news-releases/convergent-research-and-aria-launch-two-new-uk-focused-research-organizations-302748565.html), [frost uk / activation partner announcement](https://www.convergentresearch.org/resources/convergent/announcing-our-new-collaboration-with-aria-as-an-activation-partner))
- [ifp's x-labs](https://www.rebuilding.tech/posts/launching-x-labs-for-transformative-science-funding): the institute for progress's x-labs proposal — x02 execution awards as fros, x03 block grants as incubators; the mission-control pattern generalized into policy language. (sources: [ifp/watney x-labs (x02/x03) proposal](https://www.rebuilding.tech/posts/launching-x-labs-for-transformative-science-funding))
- [the parallel cohort](https://nintil.com/science-funding-evidence): new science, arcadia, arc institute, impetus — the new science organizations ricón's genealogy files convergent beside. (sources: [genealogy of new science orgs](https://nintil.com/science-funding-evidence))
- [the comparative brain connectome initiative](https://ifp.org/wp-content/uploads/Mapping-the-Brain-for-Alignment-Marblestone-Payne.pdf): marblestone and payne's ifp proposal for a federally funded fro to map whole mammalian brains — the connectomics fro pitched at government scale. (sources: [proposed federal comparative brain connectome initiative as fro](https://ifp.org/wp-content/uploads/Mapping-the-Brain-for-Alignment-Marblestone-Payne.pdf))

## open questions

- does an fro beat the same money spent as grants or an arpa program — and will anyone ever measure it?
- who owns the public good at year seven — post-sunset maintenance is unpriced, and only chi-fro has tested a transition.
- does federal adoption through nsf tech labs preserve the fro features — nonprofit, public goods, sunset — or drift toward commercialization?
- how large is the fro-shaped problem space — convergent estimates 100–200; the gap map is the live count.
- can the incubator model itself replicate beyond convergent's schmidt-anchored balance sheet?
- where do the openness norms land — cc-by-nc licenses versus true public domain?

AI-drafted at Ben Guo's direct request and credited to Hraness; every claim links to its cataloged source.

Canonical page: https://hraness.com/convergent-research/the-idea


Published by @ben in profile revision 1.
Original document: https://hraness.com/convergent-research/the-idea
Original credited author: Hraness
AI-drafted at Ben Guo's direct request and credited to Hraness; every claim links to its cataloged source.

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