Insights
Ideas at the edge
of technology & mission
Research-grounded perspectives on AI, education, and the future of work — written for nonprofit leaders, educators, and parents navigating what comes next.
Recent Articles
Build Your Own Data Agent
A free, 30-minute guide for nonprofit staff who don't code. Wire a Google Sheet to an AI model and end up with a small agent that answers plain-English questions about your donors, grants, or program budget. Costs ~$2–5 a month.
Open guide →
Notes from MIT: What OpenAI's Head of ChatGPT Engineering Says Comes Next
Compute constraints, agentic focus, and what "AI-familiar students" really changes. Live notes from EmTech AI 2026 on Sulman Choudhry's conversation with Mat Honan.
Read article →Nonprofits & the AI cost curve
How mission-driven organizations can build AI capacity without enterprise budgets — and what that reshapes in the sector.
What "AI literacy" actually means for K-12
A practitioner's framework — beyond prompt engineering — drawn from work across Uplift Education and community classrooms.
Building with agents: a field notebook
Lessons from deploying agentic workflows for Our Community Tech clients — what worked, what surprised us, what we'd redo.