AI Safety: Can we programme humanity? | by The Machine Race by … – Medium
As I head to the UKs AI Safety Summit Fringe reading the Governments AI discussion paper, some diverse forces have been shaping my own reflections on AI safety: the Gaza-Israel crisis, humanitarian law and principles, and science fiction film, The Creator.
Recently, many of us working across humanitarian aid agencies have been responding to events in the Middle East. As a community, we are calling loudly for parties to de-escalate violence, allow unfettered humanitarian access, and protect civilians.
Ill leave others to write about Israel and Gaza, but the political, legal and emotional complexity of this protracted crisis also lends insight into some of AIs thorniest issues and the human dynamics at their centre.
If we think of AI as the architecture of a new societal order that could perpetuate harmful power structures unless they are actively designed out of the plans, then it feels logical to infer lessons from human contexts where decision-making, bias, neutrality, reliable information, and humanity itself are stress-tested.
Whose safety?
Safety in its simplest definition, means protection from harm. Laws can contribute to safe environments by setting boundaries ranging from national legislation protecting the right to life to international laws of war. Laws exist to keep people safe, they set norms and expectations, but the simple existence of a law does not guarantee it wont be violated.
More fundamentally, safety requires changing behaviour. Safety needs people to share a mindset, values and beliefs to act, or not act, in a way that harms others. Actively practising humanity, compassion, and addressing structural inequality is as critical to individuals safety as is the rule of law.
This applies to AI safety measures just as it does to peace agreements: for either to be meaningful, the process to get there has to be inclusive. If its only elites at the table, if different groups arent invited to share perspectives and shape decisions, they can soon collapse. The benefits and harms AI can confer or perpetuate diverge significantly according to the individual just as someones experience of a humanitarian catastrophe differs depending on their gender, age, ability and so on.
This is why we must build meaningful bridges between staff in frontier AI companies and Global South civil society, as I argue in How to Do Good and Avoid Doing Harm: 7 Actions for Big Tech, Governments and Civil Society. Otherwise, how can AI architects understand the lived experiences of people very different to themselves, and know what safety means to them?
Can humanity be programmed into machines? (Film spoiler alert)
At the end of a day working on Gaza-Israel, I went to see The Creator for what was intended as two distracting hours of light relief. In it, humans go to destructive war with artificial intelligence. (In retrospect, yes, it would have been wise to read the synopsis in advance).
The film opens with the bad guys artificial intelligence having blown up New York City and occupying New Asia. There, AI civilians are embodied in humanlike simulant form living alongside New Asian humans, while AI soldiers resemble a post-pubescent WALL-E.
Meanwhile, the West is fighting for humankinds freedom led by the good guys in the U.S. army.
So far, so similar to every human vs AI terminator movie.
But all is not as it seems, and this is where the film gets interesting. As our assumptions and biases are tested, the narrative raises questions about god-like AI, compassion, the fog of war, and what it means to be human.
For me, the film explores a key question: if it is our humanity that makes us human (which supposedly differentiates us and makes us superior to intelligent machines), then what does it mean when we lose our humanity?
Filmed in South East Asia, The Creator recalls films like Apocalypse Now and the barbarity of the Vietnam war. In one coastal scene, humans attack from the air with overwhelming force. We watch as the U.S. Army locks a missile target onto an individual AI robot on the ground. It runs, but cant escape the lethal blue circle tracking it. It appears scared and runs for cover where a terrified human family are already sheltering.
As they scream in fear realising they will be caught by the blast, the AI stops, reverses with reassuring raised hands, then sprints back towards open ground and immediate death. Recalling Isaac Asimovs Third Law of Robotics, the AIs instinct (or, adapted learning) is to prioritise the humans survival over its own.
Some techno-optimists argue that an AI-led world would be more compassionate than our human-ruled one. Its a polarising debate like that over existential risk and whether doomer arguments distract from existing and near-term harms.
In a weak moment, having never seriously engaged with the concept that an AI-led world could be more compassionate than our own, current world events caused me to run the thought experiment. Could an AI system be programmed to be more compassionate than a human? What is the nature of compassion?
Programming values into machines
As I consider this, I become trapped in an infinite loop. Why? Because its humans who build AI on foundations of human-selected data. Humans are exceptionally complicated and the decisions we make are based on deeply embedded beliefs, world-views and power dynamics. And selected data on which AI is trained can reflect, over-index, or miss that.
As AI systems are woven ever more into the global social fabric, becoming increasingly deferred to for signifiant decisions over citizens lives, will it ever be possible to solve this Escherian puzzle?
As we know both from the culture wars and violent conflict, people regularly fight over which truths and human rights are right. This even influences interpretations of globally agreed rules like the laws of war.
In other TMR articles, Ive discussed the seductive certainty provided by an algorithmic recommendation. And I dont mean the times Spotify suggests Old MacDonald over Miles Davis because a small child has borrowed your phone.
Im talking about harmful decisions being made in an earthquake response in poor areas where fewer people, especially women, have a mobile phone leading to inaccurate (biased) geospatial data. Or someone from the wrong part of a city being denied parole because biased data flags their characteristics as indicators of reoffending risk.
The Chief Commercial Officer of a frontier AI company recently told me, The thing is, you can programme bias out of an AI system. You cant do that with humans.
But as the creators of AI, its still humans deciding (or noticing) what constitutes bias, what that looks like in data and AI, and what is the right way to correct for and mitigate it. Programming bias AI out of AI system includes decisions on which data to include or exclude, how data is labelled, inclusive approaches to generating questions and gathering data (to know what data even exists), and, the small task of tackling the root causes and symptoms of inequality and marginalisation across society.
In short: who will programme the bias out of the human tasked with programming the bias out of the AI system?
The quality of humanity
Plotting a course towards safe AI means first navigating the messiness of humans, of competing human rights, and structural inequalities. AI safety will remain rhetorical unless there is inclusive analysis and informed protection across genders, age, ethnicities, financial status, geography and more.
Of the four principles that traditionally guide humanitarian aid work humanity, independence, impartiality and neutrality humanity is the one which raises fewest debates. As the UK welcomes the leaders of nations and AI companies to iconic Bletchley Park, not every attendee will share the same interpretation of safety.
But as a starting principle, maybe they can coalesce around one: humanity.
Hit Follow above to be alerted to new articles from The Machine Race blog. Share your comments, corrections and suggestions here, on LinkedIn, or on Twitter @TheMachineRace. Listen to Suzy Madigan talking about AI and society on the Standard Issue podcast and see the About page for authors biography. Thanks for reading.
Originally posted here:
AI Safety: Can we programme humanity? | by The Machine Race by ... - Medium
- Culture Wars Swing Back Hard With Anthemic New Single Bittersweet - XS Noize - October 15th, 2025 [October 15th, 2025]
- Shadow Finance Minister James Paterson discusses his recent speech, warning against adopting a populist agenda and asserting that the Liberal Party... - October 15th, 2025 [October 15th, 2025]
- Libs warned not to give ground on culture wars - senatorpaterson.com.au - October 15th, 2025 [October 15th, 2025]
- Culture Wars Announce First UK Headline Show and Drop New Single Bittersweet - Music and Gigs - October 15th, 2025 [October 15th, 2025]
- English football, right-wing politics, and a new front in the culture wars - The Athletic - The New York Times - October 11th, 2025 [October 11th, 2025]
- Race for Southern school board reflects the culture wars roiling across the country - York Daily Record - October 11th, 2025 [October 11th, 2025]
- Texas A&M chancellor on culture wars and a new era of state-driven reforms in academia - Bryan College Station Eagle - October 9th, 2025 [October 9th, 2025]
- Republican-led Culture Wars show the world should never underestimate the capacity of Americans to hate - Milwaukee Independent - October 9th, 2025 [October 9th, 2025]
- Nick Gibb: The Tories Are Too Focused On Culture Wars - Politics Home - October 9th, 2025 [October 9th, 2025]
- 'We're not the enemy, and drivers aren't the enemy either' - meet the cyclist trying to create calm on the roads and end the culture wars - Cycling... - October 7th, 2025 [October 7th, 2025]
- US Supreme Court girds for culture wars with LGBT, guns and race cases - Reuters - October 7th, 2025 [October 7th, 2025]
- How LGBTQ+ people are stepping up to run for school board seats on the front lines of Americas culture wars - Advocate.com - October 7th, 2025 [October 7th, 2025]
- Katherine Rye Jewell Tunes into Americas Culture Wars in 'Live from the Underground: A History of College Radio' - That Eric Alper - October 7th, 2025 [October 7th, 2025]
- Money Monday: Brands become part of culture wars - WLNS 6 News - October 4th, 2025 [October 4th, 2025]
- Meeks Reacts to Trump and Hegseth Gathering of Military Leaders to Wage Culture Wars - House.gov - October 2nd, 2025 [October 2nd, 2025]
- The Liberal Party cant survive by dodging the culture wars - AFR - October 2nd, 2025 [October 2nd, 2025]
- One Battle After Another review - Paul Thomas Anderson satirises America's culture wars - The Arts Desk | - October 2nd, 2025 [October 2nd, 2025]
- Council to run the Halls after culture wars between theatre and music venue - Eastern Daily Press - October 2nd, 2025 [October 2nd, 2025]
- Culture Wars: All bands should evolve constantly, thats the key to longevity. - V13.net - September 30th, 2025 [September 30th, 2025]
- The Blindfold is off: The Uneven Scales of Justice in Americas Culture Wars - National Right to Life - September 30th, 2025 [September 30th, 2025]
- Bot Networks Are Helping Drag Consumer Brands Into the Culture Wars - The Wall Street Journal - September 28th, 2025 [September 28th, 2025]
- Straight Outta Pierre | Campaign prisons, culture wars, and tangled cords - The Dakota Scout - September 28th, 2025 [September 28th, 2025]
- Tiffany promises to freeze property taxes, fight culture wars in campaign launch for governor - WISN - September 25th, 2025 [September 25th, 2025]
- Local colleges targeted amid growing campus culture wars - WGBH - September 25th, 2025 [September 25th, 2025]
- After Her Photos Were Seized by Police, Sally Man Predicts New Era of Culture Wars - PetaPixel - September 25th, 2025 [September 25th, 2025]
- Photographer Sally Mann warns of 'new era of culture wars' after her art was removed - NPR - September 25th, 2025 [September 25th, 2025]
- What Jimmy Kimmel says in his first show back may not matter. Disney has already been hammered by the culture wars. - MSN - September 25th, 2025 [September 25th, 2025]
- One Battle After Another is an exhilarating story of action, activism, and timeless culture wars - Substack - September 25th, 2025 [September 25th, 2025]
- Youre being played your part in the culture wars - The Shot - September 25th, 2025 [September 25th, 2025]
- Book Shares Teacher Voices From The Culture Wars - Forbes - September 23rd, 2025 [September 23rd, 2025]
- How Charlie Kirks assassination is being exploited to fuel Americas culture wars - 5Pillars - September 23rd, 2025 [September 23rd, 2025]
- How benching Kimmel landed Disneys Iger in the middle of culture wars - MSN - September 23rd, 2025 [September 23rd, 2025]
- Trump and Republicans find themselves on the other side of the cancel culture wars - People's World - September 23rd, 2025 [September 23rd, 2025]
- Commentary: Campus culture wars and the Kirk assassination - Orlando Sentinel - September 23rd, 2025 [September 23rd, 2025]
- Kimmel Embroils Disneys Iger in Culture Wars He Tried to Avoid - MSN - September 23rd, 2025 [September 23rd, 2025]
- David Jolly vows to stop culture wars as Florida governor - Yahoo - September 23rd, 2025 [September 23rd, 2025]
- Culture wars or cost of living? The battle for Virginia's governor - NBC4 Washington - September 21st, 2025 [September 21st, 2025]
- How benching Kimmel landed Disneys Iger in the middle of culture wars - The Washington Post - September 21st, 2025 [September 21st, 2025]
- Our Real Enemy in the Culture Wars Is Nihilism - The Dispatch - September 21st, 2025 [September 21st, 2025]
- HR is now the front line in America's culture wars and they're overwhelmed - Business Insider - September 21st, 2025 [September 21st, 2025]
- Conservatives call youth to cling to their faith to fight the culture wars - Yahoo - September 21st, 2025 [September 21st, 2025]
- Dont let culture wars hijack the Senedd election campaign - Nation.Cymru - September 21st, 2025 [September 21st, 2025]
- Trump and GOP find themselves on other side of cancel culture wars - NBC News - September 19th, 2025 [September 19th, 2025]
- Kimmel Embroils Disneys Iger in Culture Wars He Tried to Avoid - Bloomberg.com - September 19th, 2025 [September 19th, 2025]
- Jimmy Kimmels suspension is an alarming new low for the ongoing culture wars | Jesse Hassenger - The Guardian - September 19th, 2025 [September 19th, 2025]
- Cleveland author aims to rescue Jewish Confederate artist from culture wars - Ideastream - September 19th, 2025 [September 19th, 2025]
- From George Floyd to Iryna Zarutska: Rapper steps outside the culture wars - MSN - September 19th, 2025 [September 19th, 2025]
- This Week in Canada: We Are Fighting Americas Culture Wars - The Free Press - September 17th, 2025 [September 17th, 2025]
- I'm an Aggie. The culture wars are hurting Texas A&M. - Houston Chronicle - September 13th, 2025 [September 13th, 2025]
- Donald Trump And Tom Hanks: The Culture Wars Come to West Point - Forbes - September 13th, 2025 [September 13th, 2025]
- Public Policy and Administration to Deal with the Culture Wars - PA TIMES Online - September 11th, 2025 [September 11th, 2025]
- Businesses trying to drum up attention are finding themselves in the middle of culture wars - Business Insider - September 9th, 2025 [September 9th, 2025]
- How joy, beauty and affirmation disrupted the culture wars in Seattle - The Seattle Times - September 9th, 2025 [September 9th, 2025]
- Wake-up call for the Metropolitan police on culture wars | Brief letters - The Guardian - September 6th, 2025 [September 6th, 2025]
- The FTCs Investigation Into Gender-Affirming Care Exemplifies Its Impressment Into the Culture Wars - promarket.org - September 6th, 2025 [September 6th, 2025]
- Met chief backs officers over Graham Linehan arrest row, but says they shouldnt police toxic culture wars - the-independent.com - September 5th, 2025 [September 5th, 2025]
- Met chief backs officers over Graham Linehan arrest row, but says they shouldnt police toxic culture wars - The Independent - September 3rd, 2025 [September 3rd, 2025]
- Michael Paul Williams: Our culture wars hit the bottom of the (Cracker) barrel - The Daily Progress - September 3rd, 2025 [September 3rd, 2025]
- Can live ideas cut through culture wars? Thinkable thinks so - Mediaweek - September 3rd, 2025 [September 3rd, 2025]
- Met chief backs officers over Graham Linehan arrest row, but says they shouldnt police toxic culture wars - MSN - September 3rd, 2025 [September 3rd, 2025]
- Williams: Our culture wars hit the bottom of the (Cracker) barrel - Richmond Times-Dispatch - September 1st, 2025 [September 1st, 2025]
- Opinion: What we learned from Cracker Barrel and the raging corporate culture wars - The Globe and Mail - September 1st, 2025 [September 1st, 2025]
- What the Hell Is Going on With the Crosswalk Culture Wars? - Autostraddle - August 29th, 2025 [August 29th, 2025]
- How the rebrand became part of the culture wars - Marketing Brew - August 29th, 2025 [August 29th, 2025]
- Sydney Sweeney, Cracker Barrel, and the Last Gasp of the Culture Wars - The Walrus - August 29th, 2025 [August 29th, 2025]
- Americas culture wars as theater of the absurd - Asia Times - August 29th, 2025 [August 29th, 2025]
- Cracker Barrel crackup: How the culture wars are upending corporate branding - The Week - August 24th, 2025 [August 24th, 2025]
- James Dobson ignited the culture wars and changed US politics - Salon.com - August 24th, 2025 [August 24th, 2025]
- 'The Hunting Wives' dominated Netflix with a take on culture wars - Fortune - August 22nd, 2025 [August 22nd, 2025]
- Chetanyahu?: NBA star sucked into Gaza culture wars over workout video - The Forward - August 22nd, 2025 [August 22nd, 2025]
- Cancel culture and culture wars in the social imagination: transnational, diachronic, and interdisciplinary perspectives (MSH Paris) - Fabula, la... - August 20th, 2025 [August 20th, 2025]
- Doctor Who producer reveals why casting Ncuti Gatwa and Jodie Whittaker was not "some bold step in the culture wars" - Radio Times - August 20th, 2025 [August 20th, 2025]
- The Haves and Have-Yachts. Dispatches on the Ultrarich: How Trump exploited mass-manipulation to stoke culture wars - The Irish Times - August 20th, 2025 [August 20th, 2025]
- The decade-long overnight success of Culture Wars - The Line of Best Fit - August 14th, 2025 [August 14th, 2025]
- 'Her meaning contains multitudes': Why the Statue of Liberty is at the heart of US culture wars - the-star.co.ke - August 9th, 2025 [August 9th, 2025]
- Making sense of our origins in the age of culture wars - The Australian - August 9th, 2025 [August 9th, 2025]
- Culture wars: Sydney Sweeney shows why its hard to be an anti-woke woman - AFR - August 7th, 2025 [August 7th, 2025]
- 'Her meaning contains multitudes': Why the Statue of Liberty is at the heart of US culture wars - Club of Mozambique - August 7th, 2025 [August 7th, 2025]
- Culture wars step up as Trump is removed from gallery of the impeached - The Observer - August 3rd, 2025 [August 3rd, 2025]
- 'Her meaning contains multitudes': Why the Statue of Liberty is at the heart of US culture wars - BBC - August 3rd, 2025 [August 3rd, 2025]