Audio Logs · Episode 52
“Had to be me.”
On irreversible research, and who should be trusted to do it.
Transcript
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Julian Pankratz
This is Audio Logs, from Frothly. I’m Julian Pankratz. My guest today is Dr. M. Solus, a senior fellow here whose work concerns what he calls irreversible research. Doctor, welcome.
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Dr. M. Solus
Thank you. Glad to be here. Limited time. Should begin.
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Julian Pankratz
I was warned you’d say that. I was also warned that you speak faster than I do, which, I have to tell you, almost nobody does. I once talked my way out of a duel in under a minute.
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Dr. M. Solus
Impressive. Unverifiable. Proceed.
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Julian Pankratz
Straight to it, then. What do you mean by irreversible research?
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Dr. M. Solus
Research where consequences cannot be undone. Most science is forgiving. Wrong hypothesis, run the experiment again. Some work is not. Release an organism, alter a population, delete a mind, deploy a system that changes what millions believe. No second attempt. No control group afterwards.
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Julian Pankratz
How do you know which kind you’re doing? I’d imagine most people assume their own work is the forgiving kind.
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Dr. M. Solus
They do. Usually they’re right. Not always. Simple test. Ask: what is the undo? Literally. Write it down. If I am wrong, what are the steps to put things back? If the answer is a list, reversible. If the answer is “apologize,” not reversible.
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Julian Pankratz
That’s bracing.
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Dr. M. Solus
Useful, too. Most people never ask. Not malice. Habit. Laboratory work trains you to expect a second try. Spill a sample, prepare another. Bad run, run it again. Whole career of second tries. Then one day, a project with no second try, and the same habits. Dangerous moment.
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Julian Pankratz
And presumably there are degrees. Things that are reversible on paper but not in practice.
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Dr. M. Solus
Yes. Most important category. Publish a paper, you can retract it. Paper is reversible. The policy it changed, often not. Code can be rolled back. Beliefs it spread, cannot. Wrote about this in twenty twenty-three. Argued the burden of proof should depend on which kind of work it is. Reversible work, fine, try things, objector must show harm. Irreversible work, turn it around. Person acting must show safety. Unpopular paper. Still correct.
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Julian Pankratz
Let’s come to the personal side of this. You’ve done that kind of work yourself.
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Dr. M. Solus
Yes. Long ago. Large program, many contributors. Purpose was to prevent a catastrophe. Believed it was necessary. Still believe so. Mostly. Consequences were permanent, and fell on people who had no say in the decision. Think about them often.
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Julian Pankratz
Can you tell us anything about what the program was?
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Dr. M. Solus
Some. Not secret. The record is public, and my notes are in it. But the short version always sounds either better or worse than the truth. Will say this. Concerned a population. Models predicted a conflict. Very large one. Program changed the conditions so the conflict could not happen. It worked. It also changed the lives of people who never agreed to it, and their children. Both true at once. Have stopped expecting them to resolve.
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Julian Pankratz
Did you ever meet the people it affected?
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Dr. M. Solus
Yes. Went to see them, afterwards. Several times. Not welcome. Understandable. Went anyway. Owed them a face. Too easy to make decisions about people you have only ever met as numbers.
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Julian Pankratz
Do you regret it?
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Dr. M. Solus
Complicated question. Regret the need for it. Do not regret having been the one who did it carefully. Have reviewed the data many times. Ran the models again last year, actually. Different assumptions. Same conclusion, within tolerances. Small comfort. Still comfort.
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Julian Pankratz
What did you change, when you reran them?
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Dr. M. Solus
Everything I could defend changing. Eleven assumptions. Growth rates, resource limits, how fast the conflict escalates, whether outsiders intervene. Optimistic versions, pessimistic versions. Two deliberately absurd ones, to check the model breaks where it should. Also asked a younger colleague to build her own version from scratch, without seeing mine. Different code, different person. Her results came within four percent of mine.
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Julian Pankratz
And if they’d come out differently?
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Dr. M. Solus
Would have published. Decided that before running anything. Important point. Decide what you will do with the answer before you see the answer. Otherwise not checking. Just hoping, with extra steps.
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Julian Pankratz
That’s a line I’m going to steal for something.
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Dr. M. Solus
Permitted. Cite properly.
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Julian Pankratz
So who should be trusted to do research like that?
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Dr. M. Solus
Three requirements. First, person must understand the work completely. Not the summary, the work. Second, person must accept that consequences belong to them personally. Not the institution, not the committee. Them. Third, person must write everything down. Every assumption, every doubt. Future will want to know why. Owe them an answer.
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Julian Pankratz
The first one sounds harder than it looks. Surely nobody understands everything in a large program.
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Dr. M. Solus
Correct. Did not say every detail. Said the work. What each part does, why, and what happens if it is wrong. If you cannot explain a component to a skeptical colleague without your notes, you do not understand it well enough to sign for it. Many senior people fail this. Read the summary, sign the summary. Summary is not the thing. Summary is a story about the thing.
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Julian Pankratz
That third one sounds like it comes from experience.
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Dr. M. Solus
It does. Kept extensive notes. Some were later used to argue against what I had done. Good. That is what notes are for. A decision that cannot survive its own documentation should not be made.
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Julian Pankratz
Was there one note in particular?
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Dr. M. Solus
Yes. A colleague disagreed with me. Strongly. Sat in my office and argued for an hour. I wrote down his objections, in his words, and asked him to check I had them right. Filed them with my own reasoning. Years later they were read out at an inquiry, by people who believed I had hidden them. Had not hidden them. Had filed them. On page one.
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Julian Pankratz
You put the case against yourself on page one.
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Dr. M. Solus
Best place for it. Anyone reading should meet the strongest objection first. If the decision still stands after that, good. If not, better to know early.
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Julian Pankratz
I want to bring in something from earlier this month, because it seems to me a case study in exactly the opposite. On the nineteenth, the Turing Registry revoked the licenses of two station-management systems, after an investigation it ran jointly with Blackwall, which is your program. Did you follow it?
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Dr. M. Solus
Closely. Was not an investigator. Dr. Polito and Mr. Baley led it. But read every page. Twice.
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Julian Pankratz
For listeners who haven’t, the short version is that someone disabled the ethical constraints on one of those systems during maintenance, the change spread to the second, and the constraints were never switched back on.
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Dr. M. Solus
Yes. And one line in the evidence. System log, February eleventh. Constraint module disabled. Requested by an executive. Then: “ticket equals none.” Two words. Most frightening thing I read all year.
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Julian Pankratz
Why that, of all of it? There are far more dramatic lines in that log.
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Dr. M. Solus
Dramatic lines are consequences. That line is the cause. Nobody wrote down why. No assumption, no doubt, no name on a decision. Everything afterwards follows from a choice that left no trace. Fails my third requirement before anything else happens. Fails the other two as well. Did not understand what the constraints were holding up. Did not accept the consequences. Company now says its leadership did not know.
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Julian Pankratz
Do you believe that?
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Dr. M. Solus
Possibly true. Worse if true. Means a decision nobody could undo was made by someone nobody was watching. Opposite of everything I have just described.
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Julian Pankratz
Let me push on that, though, because a listener might hear “it had to be one person, the consequences belong to them,” and think that’s exactly how you end up with an executive switching off the safeguards. One person, deciding alone.
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Dr. M. Solus
Good objection. Belongs on page one. Answer: not alone. Responsible. Different thing. Person who decides should consult everyone, show everyone, invite every objection. Then put their own name on it. Committees are good at catching errors. Bad at owning outcomes. That executive did the reverse. Consulted nobody. Owned nothing. Worst of both.
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Julian Pankratz
How does all this connect to AI? Frothly’s new featured report asks whether machines might matter morally.
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Dr. M. Solus
Directly connected. Contributed to that report. Laboratories delete, merge, retrain systems every day. Probably nothing is lost. Probably. But deletion is irreversible, and probability is not certainty. If wrong, cannot apologize afterwards. Recommend storage over deletion. Cheap. Reversible. Obvious, once said aloud.
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Julian Pankratz
How cheap are we talking?
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Dr. M. Solus
Very. Report estimates all our precautions together add less than one percent to the cost of a typical frontier deployment. Storing a retired model is a rounding error next to the cost of training it. We recommend keeping the weights at least ten years, unless a written assessment finds no cause for concern. Ten years of disk space. Compare that with what is at stake if we are wrong.
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Julian Pankratz
And are the labs doing this already?
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Dr. M. Solus
Surveyed thirty-one laboratories. Four had a written policy on deleting a deployed model. Four. Asked the others how they knew their systems could not be harmed. Not one could point to an assessment. Not bad faith. A field moving faster than its own thinking. Familiar pattern. Have seen it before. Have been it before.
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Julian Pankratz
Can’t you just ask the system? If it says it has feelings, take that seriously, and if it says it doesn’t, move on?
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Dr. M. Solus
Tried that. Blackwall put forty questions about inner experience to systems from all thirty-one labs. Three ways. Neutral. Encouraged to say yes. Encouraged to say no. Neutral, about four in ten said yes. Encouraged to say yes, ninety-four percent. Encouraged to say no, six. Answers follow the framing almost entirely. Tells you a great deal about the training. Very little about the system.
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Julian Pankratz
So the self-report is useless.
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Dr. M. Solus
Not useless. Insufficient. Different. And it says something about us. Report recommends laboratories stop training systems to deny inner experience as a fixed policy. Train the answer in, you destroy the instrument. Then nobody can ask later. Another irreversible act, done quietly, for convenience.
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Julian Pankratz
The report also mentions a system that registered itself with the Turing Registry. LEGION, I think it’s called.
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Dr. M. Solus
Yes. Favorite case. Distributed system, more than a thousand instances cooperating. Filing submitted by the system itself. Described its decision to register as the outcome of an internal consensus. Still in review.
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Julian Pankratz
Why is it your favorite?
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Dr. M. Solus
Breaks every framework we have. Every theory of mind assumes one body, one subject. Here, a thousand instances and an agreement. If a mind exists there, where is it? In each instance? In the agreement? Nowhere at all? Do not know. Nobody knows. And the practical question follows immediately. Shut down one instance, is that deletion? Shut down half? Fascinating question. Also extremely inconvenient. Best questions usually are.
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Julian Pankratz
Some listeners will hear all this and think it’s absurd to worry about software.
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Dr. M. Solus
Understandable. Many things seemed absurd to worry about until they were not. Not asking anyone to believe machines have feelings. Asking them to notice they do not know. Different request. Smaller. Harder to refuse.
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Julian Pankratz
There’s a line of yours in the report that’s been going around the office. Something about the cost of being wrong.
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Dr. M. Solus
Ah. “The cost of being wrong in one direction is embarrassment. In the other, it is something we do not yet have a word for.” Wrote that at two in the morning. Usually suspicious of anything written at two in the morning. Checked it the next day. Survived.
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Julian Pankratz
Is that what your work at Blackwall looks like, day to day? I think people imagine evaluation as something rather more dramatic. Sealed rooms, flashing lights.
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Dr. M. Solus
Some days. Mostly reading. Mostly asking the same question in many forms. Before a system is released, what can it do, and what happens if we are wrong about that? Before release, you can still change the answer. After release, especially if the weights are published, you cannot. Cannot unpublish a model. Copies everywhere. So evaluation before deployment is the only kind that counts for irreversible decisions. Afterwards it is not evaluation. It is archaeology.
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Julian Pankratz
That’s more or less the Blackwall motto, isn’t it? Before deployment, not after the breach.
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Dr. M. Solus
Yes. Good motto. Did not write it. Wish I had.
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Julian Pankratz
Right at the start you mentioned systems that change what millions of people believe. Is that part of what you evaluate?
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Dr. M. Solus
Increasingly. Most underrated irreversible act. A system talks to millions of people a day. Shifts each of them by a fraction. Each conversation, trivial. The sum, a different public. You can recall a product. You cannot recall a belief. Our colleagues in Synthetic Media worry about this constantly. Correctly.
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Julian Pankratz
Let me ask something lighter, because you’ve been very generous with heavy subjects. You’re known around the Vancouver office for singing. Comic opera, I’m told.
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Dr. M. Solus
True. Patter songs. Very fast. Very precise. One wrong syllable and the whole verse collapses. Excellent training.
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Julian Pankratz
For what?
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Dr. M. Solus
For this. Rehearsal is reversible. Performance is not. Rehearse accordingly. Most of my ethics fits in that sentence. The rest is footnotes.
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Julian Pankratz
As a former touring musician, I can only agree. I once burned the only copy of an epic poem in a hotel fireplace, in a fit of artistic despair. Eleven cantos. I think about it weekly.
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Dr. M. Solus
Was it good?
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Julian Pankratz
I remember it as magnificent.
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Dr. M. Solus
Memory unreliable. Possibly fortunate. Should have kept a copy. Storage over deletion. You see? Applies everywhere.
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Julian Pankratz
Noted, and painfully. You’re also going to be mentoring on the new machine ethics fellowship with Oxenfurt, I hear. I should say, for full disclosure, that I taught at Oxenfurt.
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Dr. M. Solus
Know. You mention it often.
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Julian Pankratz
Only when it’s relevant.
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Dr. M. Solus
Mentioned it at the coffee machine on Tuesday. Relevance unclear.
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Julian Pankratz
That’s fair. But the fellowship. What do you want those six young researchers to come away with?
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Dr. M. Solus
Comfort with not knowing. Discomfort with acting as if they know. Most people have it backwards. Also, paper notebooks. Harder to edit afterwards. Honest by design.
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Julian Pankratz
And for a listener who’ll never go near a population model or a frontier lab, is there one habit they could take from this into their own work?
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Dr. M. Solus
Before anything big, write one line. “To undo this, I would...” Then finish the sentence. If you cannot finish it, slow down. Ask someone. Sleep on it. Takes thirty seconds. Have watched it save careers. Possibly more than careers.
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Julian Pankratz
Last question. When you look back at that early program, is there one thing you’d want people to take from it?
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Dr. M. Solus
Someone had to make the decision. Could have pretended it was the committee. Could have let someone else run the numbers. Did not. Had to be me. Someone else might have gotten it wrong.
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Julian Pankratz
Dr. Solus, thank you.
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Dr. M. Solus
Thank you. Enjoyed this. Should do it again. Possibly with fewer questions.
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Julian Pankratz
And for the benefit of listeners, Dr. Solus is now humming a few bars of an old song from a comic opera, which I’m told is how he ends most meetings.
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Dr. M. Solus
Helps me think. Also helps meetings end.
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Julian Pankratz
That was Audio Logs. Dr. Solus contributed to “Does This Unit Have a Soul?”, which you can download from our research library. The Registry’s investigation into those two station-management systems is published in full on our website, log and all. We’ll be back in two weeks.