← joshdavidoff.com

Talk companion

The Bot Stops Here

Practical AI workflows for small foundation teams

I gave a talk on keeping human judgment in AI-assisted analysis for the Foundations for Research and Innovation in Data and AI (FRIDAI) group hosted by the Rockefeller Foundation on June 2, 2026.

Deck

Slide 1
1 / 10

Download slides ↓

The argument

Off-the-shelf agentic AI tools are now capable of meaningful financial and qualitative grantmaking due diligence, from extracting and reconciling data to surfacing risks, summarizing evidence, and drafting follow-up questions. As agents take on deeper analytical work, foundations need ways to preserve human judgment, skepticism, and skill development. My concept of cognitive checkpoints is a practical design approach for skill plugins and other AI workflows that keep foundation staff actively engaged during AI-assisted due diligence.

Cognitive checkpoints are deliberate pause points in an AI workflow where a human must read, evaluate, and confirm before anything continues. They keep teams in the driver’s seat instead of just watching AI drive, and they make the AI’s work clear enough to trust.

Code repo

An AI-assisted workflow for reviewing nonprofit financial packets and drafting a due diligence summary, gated so the agent stops for human review at each step instead of turning extraction into judgment.

Request access to the repo →

Hi, I'm Josh! I help nonprofit teams translate strategy into approachable workflows and clean tech stacks. See what I do