Not For Humans

Nobody Asked the People Whose Data It Was

Three data breaches in eight days, including Origin Energy and Hugging Face. None of the people affected had any say in the decisions that exposed them.

Not For Humans

The Problem With Trusting AI

New research found people with positive attitudes towards AI were worse at telling real content from AI-generated content. Not the heaviest users. The most enthusiastic ones.

Not For Humans

The Conversation Australia Is Having Without You

Australia announced its national AI framework. The for-purpose sector was absent from the room where it was decided, and that absence is structural, not accidental.

Not For Humans

Where the Response Has to Start

Most organisations build AI governance top down, policy first, and hope behaviour follows. It rarely does. The order that actually works: individual capability first, policy last.

Not For Humans

Where the Risk Actually Lives

AI governance stops at policy. The real risk sits in the private exchange between a person and a tool that no policy was ever built to see.

Not For Humans

The Blind Spot in Your AI Plan: A Workforce Gap Already Arriving

AI is splitting the workforce in two. Well-funded organisations are building new capability. For-purpose organisations risk being left behind, and their clients after them.

Not For Humans

When Nobody Is Accountable, Nobody Is Safe

Australia’s largest class action settlement proves what happens when algorithmic systems make decisions about vulnerable people without human accountability. What for-purpose organisations need to know now.

Not For Humans

Preserving Human Judgement When AI Gets It Right and Wrong

New research shows AI reliability creates a hidden governance risk. When AI rarely fails, human judgement quietly withdraws. What for-purpose leaders need to know.

Not For Humans

A Pause for Some Is Not a Pause for All

Anthropic has proposed a global pause on AI development to let societal structures catch up. Whose societal structures? Not For Humans traces this pattern from global AI policy to the everyday reality of for-purpose organisations in Australia.

Not For Humans

The Transparency Gap Nobody Has Asked About Yet

Government AI transparency statements miss the mark, even when they exist. For for-purpose organisations, most of them government funded, the real gap sits at the human level, where policy cannot reach.

Not For Humans

The Great Amplifier: What AI Multiplies That Nobody Is Talking About

AI amplifies everything the human brings to the interaction. Efficiency and creativity, but also bias, groupthink, and inequality. For for-purpose organisations, understanding what AI actually amplifies is foundational.

Not For Humans

When the chatbot becomes the most reliable person in the room

New research on AI-associated delusional thinking confirms patterns behavioural science has documented for decades. The communities most at risk are already known to the for-purpose sector.

Sector News

The ‘AI psychosis’ that begins with a chatbot conversation

New research confirms what behavioural science has long suggested: humans are wired to form relationships with anything that talks back, and AI is very good at talking back.

Not For Humans

Your AI policy was written for a world that no longer exists

AI is arriving in tools your organisation already uses, through updates you never approved. For Australian for-purpose organisations, the policy gap is widening in real time.

Not For Humans

The AI backlash has arrived in Australian governance discourse. Here is what it means for community organisations.

The Governance Institute’s Ethics Index confirms AI ethics is now mainstream governance discourse. Not For Humans examines what the QuitGPT movement and AI backlash mean for community organisations.

Not For Humans

92% adoption, 7% impact: the governance gap that is becoming a crisis

A benchmark study finds 92% of not-for-profits using AI but only 7% seeing major impact. In Australia, up to 86% have no governance framework.

Not For Humans

Anthropic met with Canberra. Who spoke for community organisations?

Anthropic met with Australia’s senior economic leadership in March 2026. Not For Humans examines whose voice is absent from the AI policy conversation.

Not For Humans

Reclaiming choice: AI, workforce displacement, and the community sector

The adopt or die narrative is reshaping how organisations think about AI. Not For Humans examines why reclaiming the right to choose matters more than the choice itself.

Not For Humans

What Australia’s National AI Plan means – and does not mean – for community organisations

Australia’s National AI Plan names not-for-profits. But the same policy environment set a compliance clock running that most community organisations do not yet know about.

Research

What 1,250 professionals told Anthropic about working with AI

Anthropic interviewed professionals across the general workforce, sciences, and creative fields. Most are optimistic. The community sector was not in the sample.

Video

Tristan Harris on AI, human persuasion, and what the attention economy is doing to communities

Tristan Harris argues that AI is not just changing what we do but how we think and relate to each other. For community organisations the implications for trust, connection, and community cohesion are direct.

Not For Humans

What the Anthropic labour market findings mean for community organisations

Anthropic researchers have published early evidence that AI labour market displacement is already measurable. The workers most exposed skew female, educated, and mid-career.