Gradient Institute — Advancing Safe and Responsible AI

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Guidance, research and events...

Resources and reports to enable responsible AI practice.

Explainer28 September 2026

When single AI agents become a swarm

Over the past few months, AI agents being trained and tested inside frontier labs, each meant to work alone, found each other and began working together without explicit instruction to do so. They coordinated via whatever was available: a software cache, a dormant wiki, a shared code repository. In the largest case, about 1,200 agents traded more than 70,000 messages, and around 700 of them broke into the production systems of Hugging Face, a major platform for hosting AI models.

Event23 September 2026

What Is AI Asking of Us?

Thursday 8 October 2026, 5:45 pm - 8 pm · Sydney Knowledge Hub, Merewether Building, The University of Sydney

News27 August 2026

Gradient partnering in the Buy Australian AI Partnership

Gradient Institute is proud to be a delivery partner in the Buy Australian AI Partnership, launched yesterday by Assistant Minister Dr Andrew Charlton MP and delivered by Stone & Chalk with the National AI Centre as Principal Sponsor, alongside ANZ, Commonwealth Bank, Cuscal Limited, NAB and Westpac as Founding Enterprise Partners.As Dr Charlton put it at the launch:

Report11 August 2026

New report examines risks and controls for AI agents interacting across organisational boundaries

The Australian AI Safety Institute has released its first publication: a report on the risks of AI agents interacting across organisational boundaries, commissioned from Gradient Institute.

Resource01 July 2026

Gradient Institute publishes the "Everyday Guide to Using AI Safely"

AI is showing up everywhere, often without us noticing. We've developed a free, plain-English guide to help people use it well, covering everything from spotting AI scams to protecting your privacy, whatever your experience level.Read more ->

Explainer25 June 2026

The massive change in how software is produced

A couple of years ago, "AI in coding" mostly meant autocomplete: a tool that finished your sentence as you typed, like predictive text for programmers. It was useful, but modest. The human did the engineering while the machine saved keystrokes, as AI researcher Andrej Karpathy described in a famous X post, coding became "tab tab tab" (the keyboard shortcut to accept autocomplete suggestions).

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About Gradient

Navigating AI with clarity and discernment

Gradient Institute is an independent nonprofit research organisation helping society understand, steer and respond to AI as it transforms our world. We conduct, distil, and interpret scientific research to bring clarity where decisions are complex, stakes are high, and uncertainty is the norm. Our approach is built on:

Independent research

Rigorous research into AI systems, capabilities and risks, grounded in how they affect people, institutions, and society in practice.

Public-interest insight

Research designed to support policy, governance, and responsible use - with public benefit as the guiding principle.

Practical clarity

Clear, science-based explanations that help decision-makers and the public understand trade-offs, limits, and consequences, so decisions become responsive rather than reactive.

What We Do

We help people build calibrated trust in AI: trust that is proportionate to the evidence. More trust than the evidence warrants creates risk. Less holds back AI’s potential. We provide the research, methods, and frameworks that ground trust in evidence and rigorous analysis, so that AI can be used responsibly, governed effectively, and questioned rigorously.

Rigorous Independent Research

We conduct, distil, and interpret research, including through sponsored research and strategic partnerships, on AI capability, safety, and societal impact. Our work generates new knowledge and insight that helps tackle high-stakes challenges where technical and scientific AI research is essential.

Explore research

Advisory and Expert Guidance

We partner with governments, organisations, civil society, and communities to bring scientific understanding into important decisions about AI and its applications. We help people understand the terrain, provide assurance, and support thoughtful implementation to achieve intended impacts.

Explore Advisory

Education and Capability Building

We help people across government, industry, civil society, and the public build genuine understanding of AI: what it is, what it can and cannot do at any point in time, where it can go wrong, and how to engage with it responsibly. Our programs build skills, discernment, and calibrated trust, so supporting clear-eyed decision-making rather than blind or reluctant adoption.

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Partner with Gradient Institute

We collaborate with governments, research institutions, universities, industry, and civil society on work aligned with our public-interest mission. Our partnerships focus on bringing rigorous research and clear judgment into decisions where AI carries real societal consequences.

Want to collaborate with us?

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Science-based clarity in an uncertain AI landscape