And how philanthropic organisations can help close the resource gap between frontier labs and independent AI safety research.

This post draws on Geodesic Research's experience deploying philanthropic funding in support of a compute-heavy research agenda. Over the past six months, through this procurement campaign, we have identified non-obvious bottlenecks that, if left unaddressed, can hamper independent AI safety non-profits from rapidly scaling their research. We believe reducing the resource gap between internal safety teams within frontier labs and independent organisations, especially with advances in AI-provided labour, is essential to maintain an ecosystem of impactful safety research.

Informed by these bottlenecks we've encountered first-hand, we outline the concrete support philanthropic organisations can provide to independent research organisations. In an appendix, we detail a large, multi-year compute deal we recently finalised, along with our experience and strategy throughout this compute procurement campaign. While reducing the resource gap, preparing organisations to ride potential funding waves, and forecasting compute supply crunches are not new ideas, we believe that more public discourse is needed to unify these themes with first-hand decision-making.

Tactically, we’ve thought deeply about how much (further) compute Geodesic could saturate, and have generated detailed forecasting documents to this end; if you [...]

---

Outline:

(01:43) Compute and Intelligence Enable Independent Organisations

(02:16) Resource: compute (GPU Hours)

(03:03) Resource: intelligence (Effective Researcher Hours)

(03:49) Advances in Alignment Sciences Require Substantial Resources

(05:44) Bottleneck 1: Compute Procurement is Challenging and Costly

(08:36) How Philanthropic Funders Can Address Bottleneck 1

(11:04) Bottleneck 2: Independent Organisations Struggle to Access Frontier Intelligence (Model Access Gap)

(12:56) How Philanthropic Funders Can Address Bottleneck 2

(14:50) How Geodesic is thinking about Forecasting Compute & Intelligence

---

First published:
September 16th, 2026

Source:
https://www.lesswrong.com/posts/aCGx79eGafwDcXEgf/reducing-the-resource-gap-between-lab-and-external-safety

---

Narrated by TYPE III AUDIO.

“Reducing the Resource Gap Between Lab and External Safety Researchers” by Alexandra Narin, Kyle O’Brien, Puria

LessWrong (30+ Karma)

“Reducing the Resource Gap Between Lab and External Safety Researchers” by Alexandra Narin, Kyle O’Brien, Puria