Lens · manifund-goals

importance-for-careful-generalist

importance of this evaluation criterion to a grantmaker whose aim is a careful generalist grantmaker with no single ideology, who wants to fund what is actually good

Leaderboard

JSON ↓ methods 4 entities
RankEntityJudged textLatent score× medianPercentileEvidence
1theory-of-change-plausibility
Plausibility of the causal path from activities to claimed impact — whether the mechanism connecting what the team will do to the outcome they promise survives scrutiny step by…

Plausibility of the causal path from activities to claimed impact — whether the mechanism connecting what the team will do to the outcome they promise survives scrutiny step by step.

0.384 ± 0.314 1.29×87.5%
2impact-per-marginal-dollar
Expected impact per marginal dollar at the stated ask — how much good the next dollar of funding actually buys, given the project size, cost structure, and counterfactual fundin…

Expected impact per marginal dollar at the stated ask — how much good the next dollar of funding actually buys, given the project size, cost structure, and counterfactual funding landscape.

0.197 ± 0.314 1.07×62.5%
3epistemic-integrityEpistemic integrity of the write-up — honest failure modes, quantified claims, falsifiable milestones; whether the proposal reasons transparently rather than selling.0.057 ± 0.296 0.93×37.5%
4team-track-record-evidenceVerifiable track-record evidence the team can execute — concrete, checkable prior work demonstrating the team has shipped comparable things before.0.000 ± 0.304 0.88×12.5%

How to read the score: it is a natural-log ratio. The difference between any two rows, exponentiated, is the ratio the judging model is expected to report between them — × median reads each entity against the field's midpoint. ± is the posterior standard deviation on the same scale, drawn as the band under each score; where two bands overlap, the order between those rows is not settled.

Run metadata

1 run
Model
anthropic/claude-haiku-4.5
Temperature
0
Seed
11889215267803140636
Comparisons
32 of 32 budgeted
Stop reason
budget_exhausted
Top-k error
1.10
Cost
$0.07
Harness
cardinal-harness 0.9.0
Scored
Aug 20, 2026, 3:38 AM