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Phil Swatton

@philswatton.bsky.social
317 followers 444 following 410 posts

Work as a senior data scientist at the Alan Turing Institute, background in political science. Views my own and not necessarily shared by my employer. philswatton.github.io

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Phil Swatton @philswatton.bsky.social · 08/10/2026
Horseshoe theory is just multidimensional ideology combined with the salience of issues that aren't traditional left-right
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Phil Swatton @philswatton.bsky.social · 07/10/2026
Obviously the landscape has changed dramatically since March -- but I think this document still holds up well given its scope.
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Phil Swatton @philswatton.bsky.social · 07/10/2026
We define 'tampering' as 'adapting an ML model or circumventing the safeguards or guardrails of that model for the purpose of using it for harmful activity not intended by the model creator'.
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Phil Swatton @philswatton.bsky.social · 07/10/2026
Back in March we finished a piece of work I led on tampering with generative AI models. The output for this is a summary of the literature aimed at policymakers seeking to build mitigations. This document is now available online here: www.turing.ac.uk/sites/defaul...
turing.ac.uk
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Phil Swatton @philswatton.bsky.social · 07/10/2026
Also learning from this process how much more fiction stays with me, despite the fact I read both fiction and non fiction equally (or the latter slightly more)
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Phil Swatton @philswatton.bsky.social · 07/10/2026
This was very difficult to put together. The inclusions are much easier to defend than some exclusions: - One, No One, One Hundred Thousand by Pirandello - The Anatomy of Fascism by Robert Paxton - Calvino - Orwell
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Phil Swatton @philswatton.bsky.social · 07/10/2026
God I really love making lists myninebooks.com/g/5ea8401c7899
A picture from myninebooks showing the following selection:

1. Catch-22 by Joseph Heller
2. Cat's Cradle by Kurt Vonnegut
3. The Remains of the Day by Kazuo Ishiguro
4. The Name of the Rose by Umberto Eco
5. Fictions by Jorge Luis Borges
6. Human Acts by Han Kang
7. The Rings of Saturn by Winfried Georg Sebald
8. The Story of the Lost Child (book 4 of the Neapolitan Quartet) by Elena Ferrante
9. Inventing the Renaissance by Ada Palmer
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Phil Swatton @philswatton.bsky.social · 30/09/2026
I wrote up some thoughts on the socioeconomic effect of AI on knowledge work: dysfunctionalprogramming.substack.com/p/ai-and-the...
dysfunctionalprogramming.substack.com
AI and the Uncertain Future of Intellectual Labour
Why the ‘Internet of Landlords’ and ‘Digital Industrialisation’ are Better Metaphors than Technofeudalism
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Phil Swatton @philswatton.bsky.social · 22/09/2026
Of course, you can call this thinking or understanding if you want. But in my view you would be redefining the word beyond all recognition.
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Phil Swatton @philswatton.bsky.social · 22/09/2026
LLMs are astonishingly effective, but the notion they sample from sophisticated distributions over text is a better fit than "thinking" or "understanding" because it also fits their failure modes.
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Phil Swatton @philswatton.bsky.social · 22/09/2026
So the answer is that capability on things which require thinking and understanding in humans is not prima facie evidence of thinking or understanding. We don't think chess engines think or understand because we have better theories of how they work which.
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Phil Swatton @philswatton.bsky.social · 22/09/2026
But there is a deeper problem where the field as a whole is systematically weak in its methods, leading to this being poorly explained: aiguide.substack.com/p/on-evaluat...
aiguide.substack.com
On Evaluating Cognitive Capabilities in Machines (and Other "Alien" Intelligences)
(Apologies for the length of this post, which means it gets cut off in the email version.
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Phil Swatton @philswatton.bsky.social · 22/09/2026
I think that LLMs continue to make unhumanlike mistakes which raise the question of whether they do "think" or "undrratand": doi.org/10.48550/arX... aiguide.substack.com/p/do-ai-reas...
doi.org
GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models
Recent advancements in Large Language Models (LLMs) have sparked interest in their formal reasoning capabilities, particularly in mathematics. The GSM8K benchmark is widely used to assess the mathemat...
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Phil Swatton @philswatton.bsky.social · 22/09/2026
If you accept that LLMs do no think or understand in the ways that humans do—and how we do these is not well understood—then whether they do "think" or "understand" depends mostly on how broadly you are prepared to define these terms.
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Phil Swatton @philswatton.bsky.social · 22/09/2026
I think people are right to say there is a third option, but saying so starts from objecting to the combination of "by any any reasonable stabdard" and "very different from us".
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Phil Swatton @philswatton.bsky.social · 19/09/2026
How come? Is it on a similar line to Rorty's anti realism or something different?
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Phil Swatton @philswatton.bsky.social · 14/09/2026
@sarahwagner.bsky.social
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Phil Swatton @philswatton.bsky.social · 13/09/2026
Great primer for anyone looking to understand the Saxony-Anhalt result and how to properly contextualise it, along with why the BSW is important to the prospects of an AFD government there
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Phil Swatton @philswatton.bsky.social · 13/09/2026
Some reflections on @yuanfenyang.bsky.social's brilliant Rita Hinden memorial lecture hosted by @renewaljournal.bsky.social on ending 40 years of neoliberalism. dysfunctionalprogramming.substack.com/p/embracing-...
dysfunctionalprogramming.substack.com
Embracing Uncertainty
Reflections on the 2nd Rita Hinden Memorial Lecture by Yuan Yang
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Phil Swatton @philswatton.bsky.social · 01/09/2026
And the widespread practice of 'jailbreaking' LLMs guarantees that safeguards won't be sufficient to prevent this. Worrying about AGI is usually worrying about the wrong thing!
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Phil Swatton @philswatton.bsky.social · 01/09/2026
For non-AI folks, abliteration is a technique for removing safeguards from a model. The reason I think the OpenAI cybersecurity stuff is concerning is that open-weight models lag closed-source models in capability by ~6 months, meaning that soon, many attackers could get an uplift in capability
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Phil Swatton @philswatton.bsky.social · 25/08/2026
Great quote from a 100% correct piece. We know all of our models of the world are wrong, but we still have to do research and take action in the world. How do we balance those concerns?
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Phil Swatton @philswatton.bsky.social · 19/08/2026
I'd agree with 'liberal democratic' and the reasons why a consensus was built around it. I think the case for it on the right is the basic case of peace treaty where we all play by the same rules to avoid authoritarian or violent alternatives, rather than that I imagine it's a neutral choice.
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Phil Swatton @philswatton.bsky.social · 19/08/2026
I'm not sure what point you are making with this list. I'm aware what you had in mind and signalled some common ground in the second part of my reply. If you think I'm nitpicking, you can choose not to reply. If you think language is important and signals ideas, you can address the point.
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Phil Swatton @philswatton.bsky.social · 19/08/2026
I think my point is that "prevent bad outcomes" is hopelessly vague and open to abuse (you can imagine an authoritarian banning opposition parties using the same language), not that parties shouldn't be acting as filters on candidates or enforcers of norms (which I advocate for in the thread)
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Phil Swatton @philswatton.bsky.social · 19/08/2026
But this kind of norms enforcement isn't about stopping the public from choosing 'bad outcomes' - if the centre-right wins an election, I usually think that's a bad outcome given my political beliefs! But it isn't a violation or undermining of democratic norms, which is the thing we care about here
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Phil Swatton @philswatton.bsky.social · 19/08/2026
Of course - what you do once the mistake has already been made is another q. As is the q of if the Republican Party still thinks its long-term interests are served by allowing Dems to take power again, having violated the law many times over. Avoiding punishment is an incentive not to cede power.
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Phil Swatton @philswatton.bsky.social · 19/08/2026
Agree this is *the* critical problem of C21 politics - in 'How Democracies Die' (not about the radical right per se), Levitsky & Ziblatt argue for strong norm enforcement by political elites vs antidemocratic outsiders as a solution to this kind of problem, and against attempts to co-opt them.
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Phil Swatton @philswatton.bsky.social · 19/08/2026
I do agree though that it is important to protect vs authoritarian actors by ensuring strong consequences as in South Korea, or as there should have been for Trump over Jan 6th. Less about outcomes, more about strong enforcement of norms or rules of the game
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Phil Swatton @philswatton.bsky.social · 19/08/2026
Granting that this format isn't good for nuance, I dislike the language of "protect the public from being able to choose bad outcomes". Strikes me as straightforwardly an argument for dictatorship and hostile to the pluralism the republican tradition values (who decides what counts as bad?)
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Phil Swatton @philswatton.bsky.social · 19/08/2026
Yeah I think this is the basic hope. Don't over-assume the permancy of the turn to the radical right, try in the meantime to keep them out of power until (moderate, pro-drmocratic) conservatives are able to reasssert themselves as the mainstream of the right
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Phil Swatton @philswatton.bsky.social · 19/08/2026
Agreed but would go further - in any party system where the antidemocratic right is the dominant right faction, democracy is trouble. Suspect elite and civil service enforcement of democratic norms is the important thing On my TBR is this which I think is relevant: en.wikipedia.org/wiki/Conserv...
en.wikipedia.org
Conservative Parties and the Birth of Democracy - Wikipedia
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Phil Swatton @philswatton.bsky.social · 19/08/2026
I hope so too, but I fear that how bad things got will be quickly forgotten if/when Dems get back in power and the basic alternation between left and right governments continues. The health of democracy depends on having both a left and a right whose mainstream is committed to democratic norms
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Hetan Shah @hetanshah.bsky.social · 08/08/2026
Oh this is a great piece from @add-hawk.bsky.social making the case that play and games are the meaning of life, drawing on The Grasshopper by Bernard Suits www.ft.com/content/7b95...
Imagine, says Suits, utopia - some future paradise where technology has solved all our practical problems. We have perfect medicine, unlimited energy and boundless resources. What would we do with our time?
We would play games, says Suits, or we would be bored out of our minds. And if playing games is all we do in utopia, then games must be the meaning of life.
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Phil Swatton @philswatton.bsky.social · 24/07/2026
I did a brief lit review on AI text detectors for work back in Dec '25, so hopefully not too dated. Evaluations often fail to provide realistic settings and lead to over-optimistic estimates of performance - of course can't say whether this is true of Pangram: www.turing.ac.uk/sites/defaul...
turing.ac.uk
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Phil Swatton @philswatton.bsky.social · 08/07/2026
It isn't a net gain if I have to spend more time understanding bloated LLM generated code when reviewing PRs!
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Phil Swatton @philswatton.bsky.social · 08/07/2026
Two brief thoughts on why I think it's still worth keeping LLM use out of introductory programming for stats/data science: - You need to be a good programmer to get good code out of an LLM - You need to be a good programmer to evaluate the code you get out of an LLM
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Phil Swatton @philswatton.bsky.social · 03/07/2026
Many think so! arxiv.org/abs/2506.02153
arxiv.org
Small Language Models are the Future of Agentic AI
Large language models (LLMs) are often praised for exhibiting near-human performance on a wide range of tasks and valued for their ability to hold a general conversation. The rise of agentic AI system...
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Phil Swatton @philswatton.bsky.social · 01/06/2026
Very proud of my wife Samira for passing her viva today. Blessed to be married to such an intelligent and accomplished scholar
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Phil Swatton @philswatton.bsky.social · 29/05/2026
This leaflet format is the British political equivalent of carcinisation
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maybe: annie rauwerda @annierau.bsky.social · 29/05/2026
"why use google?" webpage from 1999
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Phil Swatton @philswatton.bsky.social · 27/05/2026
On these points we agree
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Phil Swatton @philswatton.bsky.social · 27/05/2026
Touché - though his home sec at the time was Callaghan (of the old right), and Wilson himself while starting as a Bevanite was v much a political chameleon
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Phil Swatton @philswatton.bsky.social · 27/05/2026
Yes - and given that loose meaning, I'm not sure it makes sense to identify Labour's _historical_ comfort zone with the _soft left's_ comfort zone, because that latter group isn't generally comfortable with immigration restrictionism?
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Phil Swatton @philswatton.bsky.social · 27/05/2026
We agree on the history - I think I associate that history, perhaps erroneously, with the old right, and had generally assumed Labour's soft left is pro-immigration
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Phil Swatton @philswatton.bsky.social · 27/05/2026
Is it straightforwardly true that the government has defaulted to Labour's soft left comfort zone? Strong case in economic policy, but not in e.g. immigration policy where it is very out of touch with the comfort zone and much more in line with the old right/BL
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Phil Swatton @philswatton.bsky.social · 21/05/2026
Abundantly clear that we are in bloc politics and that Labour's strategy should reflect this. Also very clear that ultimate defeat of the far right in the UK will depend on the UK Conservatives reasserting themselves as the main party of the British right.
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Phil Swatton @philswatton.bsky.social · 12/05/2026
Checking the news like
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Phil Swatton @philswatton.bsky.social · 10/05/2026
I once got a lift home after canvassing from Ken Skates. He mostly spoke very enthusiastically about theories of Rey's origin from the Disney Star Wars films (think this was before episode 8 came out)
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Stephen Farrow @stephenfarrow.bsky.social · 09/05/2026
Bloody hell.
Thread - on Threads - of three posts from someone whose screen name is 'blueskies 1977':

 blueskies1977
 | have been an election agent for the Labour Party for 8 years Yesterday, for
the first time ever, | cried at a count. Was it because we'd lost a lot of seats,
because we had? No. | cried because a very hard working, dedicated, British
born Councillor of Pakistani descent had the word "deport' written next to her
name on a ballot paper with a Reform vote. When the doubtful papers were
shown to candidates and agents, | challenged the Reform agent to disown the
vote and he refused.

 blueskies1977
 | saw a number of other ballot papers with racist, islamophobic and antisemitic
comments. I'm used to the abusive comments about parties and policies on
papers, we tend to have a laugh with them. I'm also used to the many pictures
of penises on ballot papers (you guys are all so original), but | haven't seen so
much hatred written on ballot papers. What are we becoming as a country?
Why do people feel emboldened to put their hatred out there? It's vile.

blueskies 1977
For those commenting that the ballot paper should be rejected, in law it can't be. If a
clear voting intent is shown for the correct number of candidates, it will only be
rejected it there is anything, such as a signature, initials or name, that could identify
the voter or the official mark is defaced or damaged.
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