BLUF:
* To determine whether AI is ‘improving exponentially’, ‘hitting the wall’, or any other claim which involves a quantity or magnitude (e.g. ‘This model was a big leap/small increment’). We need a good y-axis: an interval scale of AI capability which means +1 unit always represents the same degree of ‘how much better’, in the same way +1 degree Celsius is always the same amount of ‘how much hotter’.
* Yet there is no good y-axis for AI capability. All our...
Summary
* The animal welfare movement has already seen an influx in funding and should prepare for the possibility of more.
* The EA Animal Welfare Fund is encouraging those working in animal advocacy to actively set aside time and resources now to concretely plan for scaling sustainably, and we’ll support you in doing that.
* We’re requesting advocates set concrete ambitious goals and submit plans t...
Public service announcement
1. Applications are now open for our first ever round of the Charity Entrepreneurship Incubation Program dedicated exclusively to animal welfare. Learn more about what’s different this round here and apply...
An informal research agenda on robust animal welfare interventions and adjacent cause prioritization questions
Context: As I started filling out this expression of interest form to be a mentor for Sentient Futures' project incubator program, I came up with the following list of topics I might be interested in mentoring. And I thought it was worth sharing here. :) (Feedback welcome!)
Last small update to add links: June 18th, 2026.
Animal-welfare-related research/work:
More fundamental philosophical or psychological stuff relevant to cause prio:
I.e., most ecologically inert, and most avoidant of substitution effects, funging, and other backfire risks.
See the last paragraph of this post section from Graham and this comment from Stevenson. This post section from DiGiovanni on an adjacent topic is also indirectly relevant.
Some challenges to consequentialist bracketing: (see also this related treatment)
- defining a good criterion regarding what value locations get to be bracketed in.
- what are these value locations? What's the unit?
Some challenges to metanormative bracketing:
- potential sensitivity to the individuation of normative views.
- are normative views even non-arbitary units to bracket over?
Some challenges to both:
- is doing what is optimal under bracketing better than doing something with a smaller impact but robustly good?
- violates the sure-thing principle.
What does "consensual" mean here (and to some extent above)? Consensual on the part of humans/institutions?
Yup, something a variety of views can get behind. E.g., not "buying beef".
For "consensual EAA interventions" above, I think I was thinking more "not something EAs see as ineffective like welfare reforms for circus animals". If this turned out to be the safest animal intervention, I suspect this wouldn't convince many EAs to consider it. But if, say, developing alternatives to rodents as snake food turned out to be very safe, this could weigh a lot in its favor for them.
Thanks for sharing, Jim!
Nitpick. Vasco Grilo.
Damn, a friend just made me realize that I had mispelled your first name too. So sorry aha
No worries!
Aha oops very sorry, fixed ;)