In plain language
QNFO is a one-person research project that uses AI to write open science papers. It needs money to keep going. This paper checks which funders might help and ranks the best matches.
Read the plain-language version (about 3 min, no jargon, no mathematics) →
#Abstract
This paper presents a verified funder landscape and fit-score shortlist for sustaining QNFO, a two-year-old, solo-run, AI-assisted research platform that has produced an open corpus of approximately 1,000 method papers across seven program areas. Every funder fact was verified by live HTTP retrieval on 2026-08-13 across twenty-six pages spanning Web3 and IPFS ecosystem grantors, open-science philanthropy, and decentralized-science programs; anything not verified live is explicitly flagged. The analysis scores eleven funders on eligibility for an unaffiliated individual, topical fit with decentralized and epistemics-oriented research, and application friction, yielding a weighted ranking led by NLnet NGI Zero (calls open September 3, 2026; deadline November 3, 2026, 12:00 CEST) and Emergent Ventures, followed by the Foresight Institute, Filecoin Foundation, the Ethereum Ecosystem Support Program, Gitcoin, and the Effective Altruism funds. A sequencing calendar spans August 2026 through 2027, including the Sovereign Tech Agency Fellowship cycle. The paper documents application-readiness gaps (legal entity, residency, tax position, public identity), per-funder pitch skeletons, and framing cautions, including the risk of presenting corpus volume as rigor. It closes with an agent-executable action plan.
#Keywords
funding strategy; decentralized science; AI-assisted research; open knowledge infrastructure; grant landscape; Web3
- Date: 2026-08-13
- Source note:
QNFO research note (2026-08-12), included in this deposit as source-note-2026-08-12.md(funding manifesto) - Method: All funder facts below were verified by live HTTP fetch on 2026-08-13 (26 pages, status + title + keyword extraction). Anything not verified live is flagged
[VERIFY]. - Evidence records (verified live, HTTP 200):
- the QNFO archive https://papers.qnfo.org/papers/universal-ignorance-audit/ — "The Universal Ignorance Audit: A Fifteen-Question Method for Systematic Inquiry into the Structure of Not-Knowing"
- the QNFO archive https://papers.qnfo.org/papers — "Knowing What We Do Not Know: Ignorance Auditing, AI-Generation Detection, and the Epistemic Lessons of an AI-Assisted Research Pipeline"
#1. The Ask (One Paragraph)
QNFO is a two-year-old, solo-run, AI-assisted research platform that has produced an open corpus of ~1,000 method papers, organized across seven program areas (ultrametric physics, laws of form, information physics, paradigm engineering, consilience, platform, demos), with a documented audit discipline (citation audits, post-publication adversarial review, ignorance auditing) and an existing decentralized deployment history (IPFS). Actual spend is $400–600/month for the DeepChat AI stack alone (a Claude evaluation PoC cost $400 in under a week), with an optimized Cloudflare AI-infrastructure target of $100–200/month — an optimistic cost-cutting projection, not the current total. All costs are paid from personal savings, which is not sustainable long-term as research velocity increases. The ask: $25k–$60k/year-scale support to (a) sustain the platform at current velocity, (b) open-source and decentralize the knowledge infrastructure (IPFS/Filecoin mirroring, open protocols), and (c) productize the audit methodology (Universal Ignorance Audit, AI-generation detection) as public goods. Primary funder categories: fast micro-grants (Emergent Ventures), open-internet infrastructure funds (NLnet NGI Zero), AI-epistemics grants (Foresight), and decentralized-storage grants (Filecoin).
#2. Applicant Assets (citable evidence)
| Asset | Evidence | Use in applications |
|---|---|---|
| Two audited, DOI-registered method papers | the QNFO archive 21901984 + 21901983 (verified 2026-08-13) | Lead evidence of rigor |
| Corpus scale | KG: 1,619 Paper nodes (QNFO knowledge graph); source note claims "nearly 1,000 LLM co-authored papers" — the KG count includes all paper-type nodes, hence the difference | Throughput evidence — use carefully (§8) |
| Open infrastructure | qnfo.org platform on Cloudflare (Workers/D1/R2/Vectorize); prior IPFS deployment (2026-07-18) | Concrete deliverable base for NLnet/Filecoin |
| Audit methodology | Universal Ignorance Audit (15 questions, 5 phases); citation-audit and paper-claim-audit procedures | Foresight (epistemics) pitch core |
| GitHub org | QNFO (QWAV strategy paper repo, tagged releases) | FOSS funders will check |
| Public reach | ~96-account social registry across 4 platforms (QNFO-aligned) | Broader-impact evidence |
| Budget discipline | Documented cost gates ($90/30d Cloudflare AI-gateway spend limit; monthly automated cost audit; Cloudflare budget target $100/mo, hard cap $200/mo; DeepChat stack actual spend $400–600/mo; Claude PoC spike $400/week) | Trust signal for funders |
#3. Application-Readiness Gaps (Phase-0 Ignorance Audit — what we do NOT know)
These are unknown or unverified facts that materially affect eligibility. They do not block Tier-1 applications but must be resolved before Tier-3:
- Legal entity — no registered entity known. Individuals are eligible for EV/NLnet/Foresight/Filecoin; SFF prefers organizations; Templeton/Sloan effectively require one. Action: consider fiscal sponsorship or a lightweight non-profit if US foundations are targeted.
- Residency/citizenship — unknown. Affects Sovereign Tech Fellowship (German employment contract) and tax treatment of grants.
- Tax position — grants are taxable income in most jurisdictions; crypto-denominated grants (Filecoin FIL, Gitcoin crypto checkout) need accounting. Action: flag to accountant before first payout.
- Public identity — some funders publish winners. Decide whether the QNFO founder name is public.
- Budget floor — RESOLVED (2026-08-13) — actual spend is $400–600/month for the DeepChat AI stack alone, with a $400-in-under-a-week Claude evaluation PoC spike; the $100–200/month figure is an optimistic cost-cutting projection for optimized Cloudflare AI infrastructure only, not the current total. Annual run-rate baseline: ~$6–8k (DeepChat) + Cloudflare + PoC spikes — applications must budget for the real run-rate, not the optimistic projection.
- Willingness to meet crypto-payment requirements — Gitcoin GG24 requires multi-chain checkout for donations; Filecoin pays in FIL.
#4. Verified Funder Landscape
#Tier 1 — Apply Now (rolling or near-term deadlines)
| Funder | Status (verified 2026-08-13) | Eligibility | Amount | Deadline | URL |
|---|---|---|---|---|---|
| Emergent Ventures (Mercatus) | ACTIVE — low-overhead, rolling | Individuals worldwide, age 13+ | Grants, [VERIFY] typical $1k–$100k+ | Rolling | mercatus.org/emergent-ventures |
| NLnet / NGI Zero | ACTIVE — "calls open September 3, 2026, deadline November 3, 2026 12:00 CEST" (verified on nlnet.nl/propose) | "Individuals and organisations of any type" | Micro-grants €5k–50k | Nov 3, 2026 (then every 2 months, odd months) | nlnet.nl/propose/ |
| Foresight Institute | ACTIVE — "Application deadlines at the end of each month" | Individuals/teams | Grants + prizes | Month-end, monthly | foresight.org/engage/grants/ |
#Tier 2 — Q4 2026 / Conditional
| Funder | Status (verified) | Eligibility | Amount | Deadline | URL |
|---|---|---|---|---|---|
| Filecoin Foundation | ACTIVE — "Builder Next Step Grants $5k–$10k" + larger grant tracks | Builders/teams; data-tooling + research | $5k–10k (Next Step), larger via proposals | Rolling | fil.org/grants |
| Gitcoin GG24 | ACTIVE — "Applications open • Donations open"; round monitor Oct 14–28 | Open-source public goods | QF matching (community-driven) | Apply now; donations Oct 14–28 | grants.gitcoin.co/ |
| Ethereum Foundation ESP | ACTIVE — $44.4M across 677 projects in 2024 | Public-goods builders, Ethereum-aligned | Varies [VERIFY] | Rolling [VERIFY] (has "How to Apply" page) | esp.ethereum.foundation/ |
| Survival and Flourishing Fund | ACTIVE — "2026 Grant Round"; Rolling Application | Organizations preferred; referral culture | Varies (SFF moved ~$152MM total) | 2026 round + rolling | survivalandflourishing.fund/ |
| EA Funds (LTFF / Transformative AI Fund) | ACTIVE — "early-stage grants to individuals, new organizations" | Individuals/orgs, longtermist framing | Small-to-mid | Rolling | funds.effectivealtruism.org/ |
| Manifund | ACTIVE — "Fast, transparent grants" | Individuals/orgs; regrantor model (examples $20k min, $60k scale-up, $85k target) | $1k–$100k via regrantors | Rolling | manifund.org/ |
#Tier 3 — 2027 / Long-Shot
| Funder | Status (verified) | Why deferred |
|---|---|---|
| Sovereign Tech Agency Fellowship | ACTIVE — €64k–82k/yr, TVöD-Bund; 2026 window closed April 6, 2026 | Annual cycle; German employment; next window expected ~spring 2027 [VERIFY]. FOSS infrastructure + documentation fit is strong. |
| Templeton Foundation | ACTIVE — >$60M in 2026, accepts applications | Mission language ("awe and wonder") matches QNFO's vision near-verbatim, but typically funds institutions. Long-shot without an entity. |
| Sloan Foundation | ACTIVE — has "Open Source in Science" program + Open Calls | Institutional. Position QNFO as open-source science infrastructure only if an entity exists. |
#Excluded / Closed / Unverified (verified 2026-08-13)
| Funder | Finding |
|---|---|
| Optimism RPGF | optimism.io/rpgf and /retro-funding → 404. Retro Funding status unverified; treat as inactive until reconfirmed. |
| Web3 Foundation Grants | grants.web3.foundation redirects to main site; legacy Grants Program appears closed (successor: Decentralized Futures/JAM programs). |
| Lightspeed Grants | "Applications are closed" (one-shot 2023 round). Defunct. |
| ACX Grants | Substack URLs 404; status unverified. |
| Open Philanthropy → Coefficient Giving | Reorganized; no open calls; does not take unsolicited proposals. |
| Schmidt Sciences | "We proactively seek out grant opportunities and do not accept unsolicited proposals." |
| Molecule / VitaDAO | DeSci but bio-only (longevity, biotech IP). Not applicable to QNFO domains. |
| DeSci Labs | Tooling company, not a grantmaker. |
| ResearchHub | Community bounties only; no grant track for this use case. |
| Cosmos Institute | Initial sweep failed with a TLS error; independent live re-fetch (2026-08-13) returned HTTPS 200 — program status UNVERIFIED, check before relying. |
| Interact (interact.org) | Parked domain. |
Additional candidates (DESIGN notes, not verified live): Arweave (storage-network grants, Filecoin-adjacent); Polkadot Decentralized Futures (successor to the closed W3F Grants Program); AI Objectives Institute (AI-governance + epistemics); Gitcoin alternates (clr.fund, Giveth, Radicle Drips). All are secondary — the verified shortlist above covers the same niches with live-confirmed programs.
#5. Fit-Score Matrix
Scores 1–5 (5 = best): E = Eligibility as an individual; F = Topical fit; Fr = Friction (rolling, simple, fast). Weighted total = E×2 + F×2 + Fr.
| Rank | Funder | E | F | Fr | Total | Ask target | When |
|---|---|---|---|---|---|---|---|
| 1 | NLnet NGI Zero | 5 | 5 | 4 | 24 | €20k–50k | Opens Sep 3; due Nov 3 |
| 2 | Emergent Ventures | 5 | 4 | 5 | 23 | $20k–30k | Now (rolling) |
| 3 | Foresight Institute | 5 | 4 | 4 | 22 | $10k–50k | Monthly |
| 4 | Filecoin Foundation | 4 | 4 | 3 | 19 | $5k–10k first | Q4 2026 |
| 5 | Ethereum ESP | 4 | 3 | 3 | 17 | $10k+ | Rolling |
| 6 | Gitcoin GG24 | 4 | 3 | 3 | 17 | Community QF | Apply by early Oct |
| 7 | EA Funds (LTFF) | 3 | 3 | 4 | 16 | $10k–50k | Rolling |
| 8 | STA Fellowship | 3 | 4 | 2 | 16 | €64k–82k/yr | 2027 cycle |
| 9 | Templeton | 2 | 5 | 2 | 16 | $100k+ | 2027, needs entity |
| 10 | SFF | 3 | 3 | 3 | 15 | Varies | 2026 round |
| 11 | Sloan | 2 | 4 | 2 | 14 | Varies | 2027, needs entity |
Ranking note: weighted total orders the matrix; NLnet is #1 on fit, Emergent Ventures is #1 on time-to-decision (days-to-weeks vs. NLnet's ~3 months). Both are Tier-1 and independent — apply to both.
#6. Per-Funder Pitch Skeletons
Emergent Ventures — "A two-year, self-funded, zero-to-one attempt to industrialize scientific knowledge production: ~1,000 open, audited, AI-assisted papers, a live knowledge platform, and a published ignorance-audit methodology. The grant sustains one year of the human in the loop while the machine does more of the research — knowledge production as public infrastructure, not corporate product." Ask: $25k. One page. Fast decision.
NLnet NGI Zero — "Open, decentralized, verifiable knowledge generation. Deliverable: (1) open-source the QNFO research pipeline (audit tools, ignorance-audit method, generation-detection), (2) IPFS-mirror the full corpus with content-addressed citations, (3) publish the protocol as libre-licensed content. Fits the NGI Commons theme: the public nature of knowledge." Ask: €30k–50k. Submit after Sep 3.
Foresight Institute — "Epistemics tooling for AI-assisted science: the Universal Ignorance Audit is a fifteen-question protocol for making not-knowing legible; QNFO's generation-detection work makes AI-assisted research auditable. Goal: apply the method across AI-for-science workflows and publish the benchmark." Ask: $20k–40k; check the current month's topic before applying.
Filecoin Foundation — "A real dataset with a real persistence problem: ~1,000-paper corpus currently on centralized storage. Milestone: corpus + provenance manifest on IPFS/Filecoin with retrieval benchmarks; publishes a reference architecture for decentralized scholarly archives." Ask: $5k–10k Builder Next Step, then larger.
Gitcoin GG24 — public-good round listing of the open research pipeline ("decentralized science tooling") with matching pool + community donation drive via the existing 96-account social registry.
EA Funds LTFF — "Epistemic infrastructure for the long-term future: scalable detection of AI-generated claims and structured ignorance auditing, deployed as open tooling for researchers and evaluators." (Fits LTFF's epistemics-adjacent mandate; submit only if the longtermist framing is comfortable.)
STA Fellowship (2027) — full-time maintainer fellowship for the open knowledge infrastructure; strong fit for "community management and documentation" expansion noted in the 2026 call.
#7. Sequencing Calendar
| Window | Action |
|---|---|
| Aug 2026 | Draft EV application + gather readiness-gap answers (entity, residency, budget floor) |
| Sep 3, 2026 | NLnet calls open → submit proposal early (deadlines are hard) |
| Sep–Oct 2026 | Foresight month-end application (if epistemics-aligned topic); Gitcoin GG24 listing |
| Nov 3, 2026 | NLnet deadline (12:00 CEST) |
| Q4 2026 | Filecoin Builder Next Step (after IPFS corpus milestone) |
| Q1–Q2 2027 | STA Fellowship window (watch sovereign.tech/programs/fellowship); Templeton/Sloan only if entity formed |
#8. Risks & Framing Cautions
- The volume trap. "Nearly 1,000 papers" reads as throughput to traditional funders — and throughput without external peer review can read as spam. Lead every application with the two audited the QNFO archive records and the audit methodology; present corpus volume only as evidence of an operational pipeline, never as the headline claim.
- Professionalize all copy. The source note's typos ("HIMAN-IN-THE-LOOP", "MONITIZE", "WOINDERMENT") must never appear in applications. All proposal text will be freshly drafted.
- Centralization honesty. QNFO currently runs on Cloudflare. Pitch decentralization (IPFS mirroring, open protocols) as the funded work, not as the current state — NLnet specifically checks that deliverables are libre-licensed.
- Crypto payments. FIL-denominated grants and Gitcoin's crypto checkout have tax/accounting implications; resolve readiness gap #3 first.
- Doxxing. Foresight, Gitcoin, and Filecoin publish funded projects publicly.
- The "sell a vision" phrase from the source note must translate into concrete deliverables per funder — funders buy milestones, not manifestos.
#9. Next Actions (agent-executed, per user standing preference for autonomous outreach)
- Draft the Emergent Ventures one-page application (highest speed-to-money).
- Prepare the NLnet proposal skeleton now so it is submission-ready on Sep 3 (deadline Nov 3, 12:00 CEST — hard).
- Get readiness-gap answers (one short questionnaire: entity, residency, budget floor, crypto-wallet willingness, public-name preference).
- Maintain this strategy as a living document; track funder-program changes in the QNFO knowledge graph.
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