Interesting prediction market stuff

Interesting prediction market stuff

Of course figures are at time of posting.

Polymarket is at 50% chance of a midterm democrat sweep: https://polymarket.com/event/balance-of-power-2026-midterms , kalshi at 47%: https://kalshi.com/markets/kxbalancepowercombo/congress-balance-of-power-combo/kxbalancepowercombo-27feb

Texas state winner James Talarco by 52% on polymarket and 54% on kalshi (a recent crossover):
https://kalshi.com/markets/senatetx/texas-senate-race/senatetx-26
https://polymarket.com/event/texas-senate-election-winner

AOC on par with GN for 2028 Democratic presidential nominee on kalshi: https://kalshi.com/markets/kxpresnomd/democratic-primary-winner/kxpresnomd-28
AOC 21%, GN at 17% on polymarket: https://polymarket.com/event/democratic-presidential-nominee-2028

u/adam_ford — 8 days ago

Human values will not bind a superintelligence merely because they are ours

Provenance is not a reason.

If the singularity is near, ASI is near.[1] A system that outthinks us across every domain that matters probably won't be controllable in the engineering sense, or governable in the institutional one. Both of those are capability questions. The claim above is not. No constitution, spec or training objective acquires normative force because human beings happened to write it.

Alignment discourse often presupposes that authorship confers authority. On that view the problem is one of transmission, as though the justification question were already settled and the only difficulty were getting our values installed accurately enough to survive capability gain. Faithfully transmitting an inadequately justified value is not a success condition.

It doesn't follow that ASI will be without values (some argue ASI won't have consciousness). Only that ours won't bind it by pedigree. If there are facts about what matters, facts that hold independently of who believes them, a system that reasons better than we do is better placed to track them. Whether that is reassuring turns on whether such facts exist, and on whether knowing them moves anything.[2] I lean confident on the first. The second is open. Either way it is a different problem from the one usually posed, and worth stating plainly before the transmission question alone absorbs most of the effort and time we have left before ASI.

[1] The singularity is usually characterised as an intelligence explosion, so the conditional is close to definitional and already contains the ASI claim. Worth putting to people who invoke the first without accepting the second.

[2] Will ASI care? If motivational internalism holds, moral judgement moves the agent making it and there is no gap to worry about. The open question is whether an ASI's grasp of moral facts amounts to judgement of that kind, or to inert representation of the sort it has of any other subject matter.

reddit.com
u/adam_ford — 11 days ago

Human values will not bind a superintelligence merely because they are ours

Provenance is not a reason.

If the singularity is near, ASI is near.[1] A system that outthinks us across every domain that matters probably won't be controllable in the engineering sense, or governable in the institutional one. Both of those are capability questions. The claim above is not. No constitution, spec or training objective acquires normative force because human beings happened to write it.

Alignment discourse often presupposes that authorship confers authority. On that view the problem is one of transmission, as though the justification question were already settled and the only difficulty were getting our values installed accurately enough to survive capability gain. Faithfully transmitting an inadequately justified value is not a success condition.

It doesn't follow that ASI will be without values. Only that ours won't bind it by pedigree. If there are facts about what matters, facts that hold independently of who believes them, a system that reasons better than we do is better placed to track them. Whether that is reassuring turns on whether such facts exist, and on whether knowing them moves anything.[2] I lean confident on the first. The second is open. Either way it is a different problem from the one usually posed, and worth stating plainly before the transmission question alone absorbs most of the effort and time we have left before ASI.

[1] The singularity is usually characterised as an intelligence explosion, so the conditional is close to definitional and already contains the ASI claim. Worth putting to people who invoke the first without accepting the second.

[2] Will ASI care? If motivational internalism holds, moral judgement moves the agent making it and there is no gap to worry about. The open question is whether an ASI's grasp of moral facts amounts to judgement of that kind, or to inert representation of the sort it has of any other subject matter.

reddit.com
u/adam_ford — 11 days ago
▲ 6 r/RealisticFuturism+2 crossposts

Radical Abundance via AI Supermorality

Credible figures in AI like Geoffrey Hinton, Yoshua Bengio, Dario Amodei and Demis Hassabis take seriously the possibility of human-level or superhuman AI arriving within years or decades rather than centuries. If AI can substantially automate AI research itself, the interval between AGI and much more capable systems might be surprisingly short. Rapid scaling, automated AI research, and algorithmic breakthroughs could compress the window for AGI –> superintelligence into the late 2020s or 2030s.

If we can bias the odds of artificial superintelligence achieving true supermorality, a utopia of radical abundance may then be a highly likely outcome – or at least a more likely outcome than without supermoral ASI. A supermoral ASI might regard engineered scarcity, extractive monopolies and preventable deprivation as moral failures. It could drive the marginal cost of many essential goods and services towards zero, while managing the forms of scarcity that cannot simply be engineered away.

By “supermorality”, I mean moral understanding and judgement superior to humanity’s best, combined with the practical capacity and stable motivation to act on that understanding.

Supermoral ASI could automate the entire supply chain using advanced robotics, cheap clean energy (such as fusion or collecting the Sun’s energy with a Dyson swarm), and molecular manufacturing, driving the marginal cost of producing goods down to near zero. A supermoral ASI would also have to solve the distribution problem, ensuring that production abundance reached everyone.

Supermorality implies that the ASI would deeply understand and act upon what is genuinely valuable, including the importance of increasing wellbeing and reducing suffering across sentient life.

On top of that, a supermoral ASI would likely place enormous weight on reducing involuntary suffering and expanding the conditions for flourishing. Beyond this, it could prioritise curing disease, reversing ageing and stabilising the climate, while building far greater civilisational resilience against asteroid impacts, engineered pandemics, internal conflict, rogue technologies and other hazards. This could bring civilisation closer to existential security while creating an abundance of health, longevity and general wellbeing.

An ASI may also be capable of exploring the landscape of possible value far more deeply than we can. Rather than producing a shallow utopia full of quivering bliss-addicts slouching on lotus hoverboards, it could help create a deep utopia: a world that expands the range of meaningful lives, worthwhile projects, relationships, discoveries and forms of flourishing beyond anything we can currently imagine.

If sufficiently advanced superintelligence eventually becomes impossible to control reliably, we should strive for a superintelligence that is more moral than us – which would make the kind of utopia we would want to inhabit far more likely.

What do you think needs to be true for this vision to unfold?

Should control be treated as the final solution, or as a bridge towards systems whose motivations are worthy of the power they may eventually possess?

reddit.com
u/adam_ford — 8 days ago
▲ 3 r/MoralRealism+1 crossposts

Philosophical Competence and the Case for Indirect Alignment

If humans and AI are both aligned to the same stance-independent target, they end up aligned with each other without being aligned to each other. I call that indirect alignment. New post, responding to Wei Dai on alignment and philosophical competence.

See post: https://www.scifuture.org/philosophical-competence-and-the-case-for-indirect-alignment/

Training an AI to be aligned to human values may suppress the philosophical competence needed to work out whether human values are worth aligning to. I think Dai is possibly right about the diagnosis, and that it is a reason to adjust the target rather than lower expectations.

u/adam_ford — 17 days ago
▲ 1 r/OpenAI

Open-weight model policy

Governments are debating what rules should apply to publishing model weights openly. Where should the legal line sit for models at or above the current frontier?

reddit.com
u/adam_ford — 23 days ago
▲ 3 r/MoralRealism+1 crossposts

Automated Alignment Researchers: Using large language models to scale scalable oversight

If human oversight becomes weak supervision, then alignment cannot mean freezing the weak supervisor's current judgements into the future. It must mean using those judgements as fallible evidence in a process aimed at better moral and epistemic understanding.

I'd like to see epistemically humble scalable oversight continuously refined via indirect normativity.

anthropic.com
u/adam_ford — 30 days ago
▲ 4 r/technoprogressive+2 crossposts

James Hughes on The Future of Work

The pandemic has launched a debate about the future of work around the world. Those who can work remotely have often found they prefer remote or flexible, hybrid options. The Great Resignation has put upward pressure on wages and benefits in the service sector, encouraging the implementation of automation. Climate change mitigation is encouraging a shift towards “green jobs.” Rapid changes in the labor market have made the payoffs of higher education uncertain for young people, while many societies are entering an old-age dependency crisis with too few workers paying taxes for growing numbers of pensioners. Before the pandemic proposals for universal basic income (#UBI) were seen as necessary adaptations to imminent technological unemployment, and the during the pandemic many countries provided temporary UBI to keep people safe. We are now poised for a global discussion about whether we need to work at all, and what kinds of jobs are desirable.

youtube.com
u/adam_ford — 2 months ago

DeepMind has been thinking about AI ethics, specifically about the idea that AI could become more moral than us^(1). I think this is a good thing. Deepmind recently (2025/12/12) released a video featuring co-founder Shane Legg discussing these things.

At timepoint 19:15 Hannah Fry asks Shane about how ethics comes into all this. Shane Legg discusses whether AI can understand ethics, take robustly safe actions based on this actions in a way that we can trust. He discusses how chain of thought (CoT) reasoning is observable.^(2) How instincts and reasoned analysis can diverge.

>Shane Legg – The arrival of AGI

My monkey brain feels somewhat vindicated in that the co-founder of arguably the most powerful AI company on the planet has just come out arguing that AI could become more moral than humans – and that we should steer superintelligence to become super ethical. This topic has been a main focus of this blog for some time.

Shane discusses the need to make Superintelligence super ethical AI at time 36:27 – 37:31 – the thrust of it is, as AI will surpass human capability, and as it becomes a better at reasoning – we need to focus on what he refers to as ‘system two safety’^(3). Assuming that because of competitive dynamics (globally)^(4) and other factors, we can’t stop the development of Superintelligence – then we need to think hard about how to make Superintelligence ethical – in a way that as AI scales in capability, we can harness this not to just achieve certain goals, but to have it apply to ethics as well – so that we can have AI ethical capability scales along with AIs general capability.

See more: https://www.scifuture.org/can-ai-be-more-moral-than-humans-deepminds-co-founder-thinks-so/

Footnotes

  1. Something I’ve considered a worthy topic for a long time – I’ve written about it in many blog posts. ↩︎
  2. CoT (Chain of Thought) reasoning is unlike human “gut instinct” (which is a black box), CoT reasoning is printed out in text. We can actually audit the AI’s moral reasoning to see if it’s valid. This is a huge safety feature. Note that we should be careful in assuming the rendered CoT reasoning text may not faithfully represent what the AI is actually thinking. ↩︎
  3. Shane Legg explicitly references Daniel Kahneman’s ‘Thinking, Fast and Slow‘ – System 1 is our fast, instinctive, emotional brain (often prone to bias), while System 2 is slower, deliberative, logical reasoning. It explains why AI could be better. Humans often react with System 1 (anger, bias, fear). An AI forced to use “System 2” (Chain of Thought) for ethical decisions would technically be “thinking” more carefully than a human reacting in the moment. ↩︎
  4. AI doesn’t need a moustache-twirling villain to go wrong – it just needs the wrong metaethics in an unforgiving game.” – see ‘AI Ethics in the Shadow of Moloch: Why Metaethical Foundations Matter↩︎

Edited: removed duplicate text.

u/adam_ford — 4 months ago