EA Infrastructure Fund (EAIF)

Weakest evidence: Impact of funded projects (no evaluation exists), post-merger organizational dynamics (still in flux), and individual donor composition (completely opaque).

Stated Theory of Change

EAIF claims to reduce AI risk (and other catastrophic risks) indirectly by investing in the meta-level: the intellectual community and infrastructure that discovers and prioritizes what to work on. The causal chain is:

1. Fund EA community building groups, cause prioritization research, and epistemic tools
2. These increase the number of people reasoning carefully about how to do the most good
3. These people identify and work on the most pressing problems (including AI safety)
4. Therefore total impact on AI risk reduction increases

The "principles-first EA" pivot (December 2023) sharpened this: rather than funding any EA-adjacent project, EAIF concentrates on the distinctive EA contribution -- impartial, scope-sensitive reasoning about cause prioritization. The bet is that EA's intellectual community is the foundational layer that makes everything else (AI safety orgs, animal welfare interventions, global health programs) work better.

Revealed Theory of Change

The actions reveal a more complicated picture:

What EAIF actually does: Funds community builders in small-to-medium countries (Poland, Philippines, Barcelona, Brazil) on precarious year-to-year grants, while articulating a grand vision of "principles-first EA." The revealed theory of change is closer to: "keep the EA community alive by subsidizing local organizers who would otherwise have no support."

Where stated and revealed theories diverge:

1. Cause prioritization research vs. community maintenance: The principles-first vision calls for funding "research that aids prioritization across different cause areas" and "epistemic infrastructure." In practice, the bulk of EAIF grants go to community builders running fellowships, socials, and career advising. These are valuable but are maintenance activities, not the cutting-edge cause discovery that the stated vision describes.

2. Epistemic independence vs. OP shadow: The fund distanced from OP in 2023, but the merger into CEA (whose operations are OP-funded, whose COO is ex-OP) creates new dependencies. The "independence" is structural but the institutional ecosystem remains OP-centric.

3. Proactive strategy vs. reactive funding cuts: The principles-first document reads as a proactive strategic vision. But the grantee experience tells a different story: abrupt funding cuts with no feedback, oscillating funding constraints, year-to-year precarity. The fund lacks the capacity to be a strategic partner to its grantees.

4. Scale ambitions vs. reality: EAIF stated an ideal dispersal rate of $800K/month ($9.6M/year). Actual dispersal was ~$130K/month in 2024. The fund is operating at 15% of its self-assessed capacity, suggesting either the need was overstated or the funding base is inadequate.

Key Assumptions

1. Investing in EA community reasoning capacity yields higher returns than direct cause-specific funding

• Evidence for: EA's track record of identifying neglected important problems (AI risk, animal welfare, biosecurity) before mainstream attention suggests the community's reasoning process is genuinely valuable
• Evidence against: After ~9 years of EAIF-funded community building, there's no evidence that the community has "noticed what is important to work on" recently -- Caleb's own complaint. $18.9M in meta-investment with zero impact measurement
• If wrong: EAIF is funding a social community, not an epistemic engine. Donations should go to cause-specific work instead

2. Community building creates lasting impact through talent pipelines

• Evidence for: Grantee testimonials show career transitions (EA Barcelona member joined AI Safety Labs, EA Philippines member co-founded WhiteBox Research). These are real people making real career changes
• Evidence against: Most community builder grantees report that their "success stories" are anecdotal, hard to measure, and would potentially have happened without the community's support. The janitor analogy (prevents deterioration, doesn't create new value) may apply
• If wrong: EAIF-funded community building is a social good but not an impact multiplier

3. A single funder can effectively serve as the "infrastructure" backbone for the entire EA community

• Evidence for: EAIF fills a niche no other funder covers (small meta-EA grants). Without EAIF, many national EA groups would have no funding source
• Evidence against: Concentrating infrastructure funding creates catastrophic fragility. When EAIF cut funding to Philippines, Poland, and Barcelona, each faced "existential risk." A more resilient system would have multiple funders
• If wrong: EAIF should be one of several infrastructure funders, not the sole one. Its monopoly position is a vulnerability, not a strength

4. The CEA merger strengthens rather than weakens EAIF

• Evidence for: CEA provides operational stability, fundraising capacity, and institutional permanence that EAIF lacked as a 2-person team
• Evidence against: CEA now simultaneously runs programs (EA Global, Forum, Groups) and funds their competitors. Leadership acknowledges this bias "cannot entirely be eliminated." Historical precedent: EAIF split from CEA in 2020 because the merger wasn't working. "The CEA which EA Funds rejoins in 2025 is very different" but the structural conflict is the same
• If wrong: EAIF becomes a captured funder, directing resources toward CEA's preferred programs

Strengths

1. Fills a genuine niche: No other funder focuses on small EA meta/infrastructure grants ($5K-$200K). OP, SFF, and even LTFF don't cover this space. National EA groups with $50-100K budgets have essentially no alternative funder.

2. Strategic self-awareness is real: The principles-first pivot, the OP distancing, the public mistakes page, the CEA merger's explicit acknowledgment of centralization risks -- EAIF's leadership thinks seriously about these issues, even when the solutions are incomplete.

3. Geographic reach: EAIF funds EA groups in countries (Philippines, Poland, Spain, Brazil, Czech Republic, Colombia) that no other funder reaches. This international community building has real value that is hard to replace.

4. Professional leadership transition: Hiring Loic Watine (15 years at IPA) as EA Funds Director signals genuine professionalization. This is the kind of operational competence EAIF has historically lacked.

5. Donor transparency about constraints: The oscillating "not constrained" / "now constrained" updates, while showing instability, also demonstrate unusual donor communication honesty.

Weaknesses and Risks

1. $18.9M disbursed with zero impact measurement: This is the critical weakness. The fund cannot demonstrate that its grants made anyone more productive, any community more vibrant, or any cause better prioritized. The grantee testimonials are individual stories, not systematic evidence. For a community that values evidence-based decision-making, this is a glaring inconsistency.

2. Grantee relationships are extractive, not developmental: Three national EA groups (Philippines, Poland, Barcelona) describe the same experience: EAIF provides annual grants with no feedback, no mentorship, no developmental support, and then abruptly withdraws funding. One evaluator told a grantee the evaluation methodology "probably isn't the right approach." Community builders are funded but not supported.

3. CEA merger creates structural conflict: The organization running EA Global, the EA Forum, and community health programs now controls the fund that evaluates competing approaches. This is the same institution that has historically prioritized longtermist content, underrepresented animal advocacy, and struggled with organizational focus. The promise of "funding remaining restricted to each Fund" depends on institutional integrity that hasn't been tested.

4. OP dependency hasn't ended -- it's been restructured: OP no longer funds grantmaking but funds CEA's operations, which run EAIF. The COO running EAIF operations is ex-OP. The personnel pipeline remains intact.

5. Fund manager model doesn't work: Part-time grantmakers consistently leave, provide minimal time per application, give no feedback to grantees, and treat EAIF as a side project. 9 years of this model has produced high turnover, declining transparency, and organizational fragility.

6. Principles-first vision is unfalsifiable: How would you know if "principles-first EA" community building was succeeding? Caleb's proposed metrics are all lagging indicators (number of people using EA principles, quality of Forum discussions) with no control group and no baseline. The vision could be right but cannot be verified.

Cross-References

• LTFF: EAIF's sister fund, now both within CEA. LTFF funds AI safety-specific work; EAIF funds cause-general meta-work. Same operational problems (part-time managers, no impact eval, OP entanglement), same institutional home. LTFF has a somewhat stronger donor base. The two funds share the same leadership (Caleb Parikh) and infrastructure.

• SFF: Largest alternative funder in the space. Operates at larger grant sizes. Made a $699K grant to EAIF, suggesting partial complementarity. SFF's S-Process decision model is very different from EAIF's committee model.

• Coefficient Giving / Open Philanthropy: EAIF's former primary funder and current operational sponsor. The distancing was real but incomplete. CG/OP provided $177.6M to CEA/EVF broadly; only $500K went explicitly to EAIF. The funding relationship is mediated through CEA.

• Manifund: Decentralized alternative. Some EAIF-rejected grantees (EA Philippines) turned to Manifund for crowdfunding. Manifund's model (transparent, donor-directed) challenges EAIF's expert-committee model.

• CEA: Now EAIF's parent organization. The merger is the single most consequential change. CEA's stewardship strategy positions EAIF as a tool for CEA's institutional goals, not an independent funder.

What Would Change This Assessment

Positive updates:

• A rigorous, independent evaluation of 100+ EAIF grants tracking community-level outcomes (career changes, organizations founded, cause area pivots) 2+ years post-funding
• Evidence that the principles-first pivot led to genuinely novel cause discoveries or intellectual breakthroughs
• Post-merger governance structures that demonstrably prevent CEA-EAIF conflicts (e.g., independent grant review board)
• A grantee feedback system producing actionable guidance that community builders can use

Negative updates:

• Discovery that post-merger EAIF systematically favors CEA-run programs over competitors
• Additional national EA groups experiencing abrupt funding cuts without feedback
• Continued absence of payout reports for 18+ months
• Evidence that EAIF's narrowed scope leaves important meta-EA work unfunded and no other funder fills the gap

Self-Critique

What's weakest in this analysis:

1. I have strong grantee perspectives (Barcelona, Philippines, Poland) but no equivalent fund-manager perspective beyond Harri's candid Substack essay. The evaluators' reasoning for funding cuts is undocumented. I may be overweighting grantee complaints.
2. The principles-first pivot is only ~2 years old. It's too early to assess whether it works. My skepticism about its unfalsifiability may be premature.
3. I'm comparing EAIF to an ideal funder rather than to the realistic counterfactual. If EAIF didn't exist, who would fund national EA groups? Probably nobody. That's a strong argument for EAIF even if its processes are flawed.

What would a thoughtful person who disagrees say: "EAIF spent $18.9M keeping the EA community alive during a period that included FTX collapse, massive OP distancing, and institutional restructuring. The fact that EA groups in 20+ countries exist at all is substantially due to EAIF. You're demanding rigorous impact evaluation of inherently diffuse, long-chain activities. Community building is like public goods provision -- you can't measure the marginal value of a park, but that doesn't mean parks aren't valuable. The grantee complaints are real but show EAIF making hard triage decisions with limited resources, not institutional failure."

That's a fair counterargument. My response: I agree the counterfactual is probably "no funding" rather than "better funding." But the absence of ANY feedback to grantees is not a resource constraint -- it's a design choice. And the CEA merger creates conflicts that require more than good intentions to manage. The question isn't whether EAIF should exist, but whether its current design is the best way to accomplish its goals.

What information would most change my view: A well-designed evaluation showing that EAIF-funded community groups produce measurably more career shifts into high-impact work than unfunded groups. If the multiplier is >3x, I'd update strongly positive. If it's <1.5x, the "running a professional engine on hobbyist fuel" critique becomes devastating -- the professional engine isn't producing enough to justify the fuel.