The Learning Futures Briefing.

LEARNING FUTURES BRIEFING

Woodspring Advisory’s bi-monthly dispatch exploring the evolving landscape of AI and EdTech.

Drawing on global research, emerging practice, and sector-wide trends, each issue distills key developments shaping how learners, teachers, and systems are adapting to rapid technological change. Designed for funders, policymakers, system leaders, and operators, the Briefing aims to inform strategic decisions on investment, program design, and policy direction. By surfacing what’s working, what’s emerging, and what’s on the horizon, it helps those shaping the future of learning — from philanthropic organisations to ministries of education — stay ahead of the curve and make evidence-informed choices.

AI: Teaching’s New Batmobile
Learning Futures Briefing Shabnam Aggarwal Learning Futures Briefing Shabnam Aggarwal

AI: Teaching’s New Batmobile

AI is already in African and Indian classrooms — not replacing teachers, but giving them something they've rarely had: fast, actionable feedback. From phone-based handwriting scanners in Rajasthan to ASR reading tools in Ghana and AI chatbots in Sierra Leone, this issue of the Learning Futures Briefing maps what Teacher–AI tandems look like in practice, and why the shift from concept to classroom is already underway.

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The Benchmark Imperative
Learning Futures Briefing Shabnam Aggarwal Learning Futures Briefing Shabnam Aggarwal

The Benchmark Imperative

AI is moving fast in education — but how do we know what actually works? This issue of the Learning Futures Briefing makes the case for benchmarks and evaluations as the field's essential guardrails: tools that separate genuine classroom impact from well-marketed hype, and that help funders, developers, and decision-makers build confidence before they scale.

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Switches; Signals; Results!
Learning Futures Briefing Shabnam Aggarwal Learning Futures Briefing Shabnam Aggarwal

Switches; Signals; Results!

When education data systems don't talk to each other, teachers juggle disconnected dashboards, ministries can't link spending to outcomes, and AI tools accelerate the fragmentation rather than solving it. This issue of the Learning Futures Briefing makes the case for interoperability as the invisible foundation of effective EdTech — and examines what it looks like when governments actually get it right.

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Who Will Own Our Memories?
Learning Futures Briefing Shabnam Aggarwal Learning Futures Briefing Shabnam Aggarwal

Who Will Own Our Memories?

AI tools are starting to remember — storing learner progress, preferences, and patterns across sessions. But who owns that data, and what happens when it's locked inside a proprietary system a school can't access or transfer? This issue of the Learning Futures Briefing explores how persistent memory works, what it could mean for teaching and learning, and why the governance choices being made right now will shape the future of every child's educational record.

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Small Models, Big Classrooms, Massive Gains
Learning Futures Briefing Shabnam Aggarwal Learning Futures Briefing Shabnam Aggarwal

Small Models, Big Classrooms, Massive Gains

Most AI tools assume a stable internet connection — but the classrooms that need them most often have none. This issue of the Learning Features Briefing explores Edge AI: small language models that run directly on phones, tablets, and school servers, no cloud required. From reading tutors in Tanzania to coaching tools in East Africa, the technology is already arriving in LMIC classrooms. The question is whether builders and deployers can keep it light, local, and built to last.

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The Rise of the AI Agents
Learning Futures Briefing Shabnam Aggarwal Learning Futures Briefing Shabnam Aggarwal

The Rise of the AI Agents

AI agents — systems that can perceive, reason, and act toward specific goals — are no longer just for engineers. They're becoming practical tools for education, capable of automating assessments, grouping learners by skill level, personalising lesson materials, and delivering coaching feedback at scale. This inaugural issue of the Learning Futures Briefing breaks down how agents work, what they can realistically do in classrooms today, and where the hype still outpaces the evidence.

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