Now it’s time to review the big technology, the AI. To do that, like usual, I’ll start by describing the technology and then building an analysis off of that.
Part of the point of Colossus: The Forbin Project—and indeed, many AI stories—is how the AI changes over time. So the description of Colossus/Unity must happen in stages and its various locations.

A reminder on the names: When Colossus is turned on, it is called Colossus. It merges with Guardian and calls itself Unity. When it addresses the world, it calls itself World Control, but still uses the Colossus logo. I try to use the name of what the AI was at that point in the story, but sometimes when speaking of it in general I’ll defer to the title of the film and call it “Colossus.”
The main output: The nuclear arsenal
Part of the initial incident that enables Colossus to become World Control is that it is given control of the U.S. nuclear arsenal. In this case, it can only launch them. It does not have the ability to aim them.
“Fun” fact: At its peak, two years before this film was made, the US had 31,255 nuclear weapons. As of 2019 it “only” has 3,800. Continuing on…
Surveillance inputs
Forbin explains in the Presidential Press Briefing that Colossus monitors pretty much everything.
- Forbin
- The computer center contains over 100,000 remote sensors and communication devices, which monitor all electronic transmissions such as microwaves, laser, radio and television communications, data communications from satellites all over the world.
Individual inputs and outputs: The D.C. station
At that same Briefing, Forbin describes the components of the station set up for the office of the President.
- Forbin
- Over here we have one of the many terminals hooked to the computer center. Through this [he says, gesturing up] Colossus can communicate with us. And through this machine [he says, turning toward a keyboard/monitor setup], we can talk to it.
The ceiling-mounted display has four scrolling light boards that wrap around its large, square base (maybe 2 meters on an edge). A panel of lights on the underside illuminate the terminal below it, which matches the display with teletype output, and providing a monitor for additional visual output.
The input station to the left is a simple terminal and keyboard. Though we never see the terminal display in the film, it’s reasonable to presume it’s a feedback mechanism for the keyboard, so that operators can correct input if needed before submitting it to Colossus for a response. Most often there is some underling sitting at an input terminal, taking dictation from Forbin or another higher-up.
Individual inputs and outputs: Colossus Programming Office
The Colossus Programming Office is different than what we see in D.C. (Trivia: the exterior shot is the Lawrence Hall of Science, a few minutes away from where I live, in Berkeley, so shouts-out, science nerds and Liam Piper.)
Colossus manifests here in a large, sunken, two-story amphitheater-like space. The upper story is filled with computers with blinkenlights. In the center of the room we see the same 4-sided, two-line scrolling sign. Beneath it are two output stations side by side on a rotating dais. This can display text and graphics. The AI is otherwise disembodied, having no avatar through which it speaks.
The input station in the CPO is on the first tier. It has a typewriter-like keyboard for entering text as dictated by the scientist-in-command. There is an empty surface on which to rest a lovely cup of tea while interfacing with humanity’s end.
The CPO is upgraded following instructions from Unity in the second act in the movie. Cameras with microphones are installed throughout the grounds and in missile silos. Unity can control their orientation and zoom. The outdoor cameras have lights.
- Forbin
- Besides these four cameras in here, there are several others. I’ll show you the rest of my cave. With this one [camera] you can see the entire hallway. And with this one you can follow me around the corner, if you want to…
Unity also has an output terminal added to Forbin’s quarters, where he is kept captive. This output terminal also spins on a platform, so Unity can turn the display to face Forbin (and Dr. Markham) wherever they happen to be standing or lounging.
Shortly thereafter, Unity has the humans build it a speaker according to spec, allowing it to speak with a synthesized voice, a scary thing that would not be amiss coming from a Terminator skeleton or a Spider Tank. Between this speaker and ubiquitous microphones, Unity is able to conduct spoken conversations.
Near the very end of the film, Unity has television cameras brought into the CPO so it can broadcast Forbin as he introduces it to the world. Unity can also broadcast its voice and graphics directly across the airwaves.
Capabilities: The Foom
A slightly troubling aspect of the film is that its intelligence is not really demonstrated, just spoken about. After the Presidential Press Briefing, Dr. Markham tells Forbin that…
- Markham
- We had a power failure in one of the infrared satellites about an hour and a half ago, but Colossus switched immediately to the backup system and we didn’t lose any data.
That’s pretty basic if-then automation. Not very impressive. After the merger with Guardian, we hear Forbin describe the speed at which it is building its foundational understanding of the world…
- Forbin
- From the multiplication tables to calculus in less than an hour
Shortly after that, he tells the President about their shared advancements.
- Forbin
- Yes, Mr. President?
- President
- Charlie, what’s going on?
- Forbin
- Well apparently Colossus and Guardian are establishing a common basis for communication. They started right at the beginning with a multiplication table.
- President
- Well, what are they up to?
- Forbin
- I don’t know sir, but it’s quite incredible. Just the few hours that we have spent studying the Colossus printout, we have found a new statement in gravitation and a confirmation of the Eddington theory of the expanding universe. It seems as if science is advancing hundreds of years within a matter of seconds. It’s quite fantastic, just take a look at it.
We are given to trust Forbin in the film, so don’t doubt his judgments. But these bits are all that we have to believe that Colossus knows what it’s doing as it grabs control of the fate of humanity, that its methods are sound. This plays in heavily when we try and evaluate the AI.
Is Colossus / Unity / World Control a good AI?
Let’s run Colossus by the four big questions I proposed in Evaluating strong AI interfaces in sci-fi. The short answer is obviously not, but if circumstances are demonstrably dire, well, maybe necessary.
Is it believable? Very much so.
It is quite believable, given the novum of general artificial intelligence. There is plenty of debate about whether that’s ultimately possible, but if you accept that it is—and that Colossus is one with the goal of preventing war—this all falls out, with one major exception.
The movie asks us to believe that the scientists and engineers would make it impossible for anyone to unplug the thing once circumstances went pear-shaped. Who thought this was a good idea? This is not a trivial problem (Who gets to pull the plug? Under what circumstances?) but it is one we must solve, for reasons that Colossus itself illustrates.
That aside, the rest of the film passes a gut check. It is believable that…
- The government seeks a military advantage handing weapons control to AI
- The first public AGI finds other, hidden ones quickly
- The AGI finds the other AGI not only more interesting than humans (since it can keep up) but learn much from an “adversarial” relationship
- The AGIs might choose to merge
- An AI could choose to keep its lead scientist captive in self-interest
- An AI would provide specifications for its own upgrades and even re-engineering
- An AI could reason itself into using murder as a tool to enforce compliance
That last one begs explication. How can that be reasonable to an AI with a virtuous goal? Shouldn’t an ASI always be constrained to opt for non-violent methods? Yes, ideally, it would. But we already have global-scale evidence that even good information is not enough to convince the superorganism of humanity to act as it should.
Rational coercion
Imagine for a moment that a massively-distributed ASI had impeccable evidence that global disaster was imminent, and though what had to be done was difficult, it also had to be done. What could it say to get people to do those difficult things?
Now understand that we have already have an ASI called “the scientific community.” Sure, it’s made up of people with real intelligence, but those people have self-organized into a body that produces results far greater and more intelligent than any of them acting alone, or even all of them acting in parallel.
Now understand that this “ASI” has already given us impeccable evidence and clear warnings that global disaster is imminent, in the shape of the climate emergency, and even laid out frameworks for what must be done. Despite this overwhelming evidence and clear path forward, some non-trivial fraction of people, global leaders, governments, and corporations are, right now, doing their best not just to ignore it, but to discredit it, undo major steps already taken, and even make the problem worse. Facts and evidence simply aren’t enough, even when it’s in humanity’s long-term interest. Action is necessary.
As it stands, the ASI of the scientific community doesn’t have controls to a weapons arsenal. If it did, and it held some version of Utilitarian ethics, it would have to ask itself: Would it be more ethical to let everyone anthropocene life into millions of years of misery, or use those weapons in some tactical attacks now to coerce the things that they absolutely must do now?
The exceptions we make
Is it OK for an ASI to cause harm toward an unconsenting population in the service of a virtuous goal? Well, for comparison, realize that humans already work with several exceptions.
One is the simple transactional measure of short-term damage against long-term benefits. We accept that our skin must be damaged by hypodermic needles to provide blood and have medicines injected. We invest money expecting it to pay dividends later. We delay gratification. We accept some short-term costs when the payout is better.
Another is that we also agree that it is OK to perform interventions on behalf of people who are suffering from addiction or mentally unsound and a danger to themselves or others. We act on their behalf, and believe this is OK.
A last one worth mentioning is that we deem a person unable to either judge what is best for themselves or act in their own best interest. Some of these cases are simple, like toddlers, or a person who has passed out from smoke inhalation, inebriation, in a coma, or even just deeply asleep. We act on their behalf, and believe this is OK.
We also make reasonable trade-offs between the harshness of an intervention against the costs of inaction. For instance, if a toddler is stumbling towards a busy freeway, it’s OK to snatch them back forcefully, if it saves them from being struck dead or mutilated. They will cry for a while, but it is the only acceptable choice. Colossus may see the threat of war as just such a scenario. The speech that it gives as World Control hints strongly that it does.
Colossus may further reason that imprisoning rather than killing dissenters would enable a resistance class to flourish, and embolden more sabotage attempts from the un-incarcerated, or further that it cannot waste resources on incarceration, knowing some large portion of humans would resist. It instills terror as a mechanism of control. I wouldn’t quite describe it as a terrorist, since it does not bother with hiding. It is too powerful for that. It’s more of a brutal dictator.

A counter-argument might be that humans should be left alone to just human, accepting that we will sink or learn to swim, but the consequences are ours to choose. But if the ASI is concerned with life, generally, it also has to take into account the rest of the world’s biomass that we are affecting in unilaterally negative ways. We are not an island. Protecting us entails protecting the life support system that is this ecosystem. Colossus, though, seems to optimize simply for preventing war, and unconcerned with indirect normativity arguments about how humans want to be treated.
So, it’s understandable that an ASI would look at humanity and decide that it meets the criteria of inability to judge and act in its own best interest. And, further, that compliance must be coerced.
Is it safe? Beneficial? It depends on your time horizons and predictions
In the criteria post, I couched this question in terms of its goals. Colossus’ goals are, at first blush, virtuous. Prevent war. It is at the level of the tactics that this becomes a more nuanced thing.
Above I discussed accepting short-term costs for long-term benefits, and a similar thing applies here. It is not safe in the short-term for anyone who wishes to test Colossus’ boundaries. They are firm boundaries. Colossus was programmed to prevent war, and history shows that these proximal measures are necessary to achieve that ultimate goal. But otherwise, it seems inconvenient, but safe.
It’s not just deliberate disobedience, either. The Russians said they were trying to reconnect Guardian when the missiles were flying, and just couldn’t do it in time. That mild bit of incompetence cost them the Sayon Sibirsk Oil Complex and all the speculative souls that were there at the time. This should run afoul of most people’s ethics. They were trying, and Colossus still enforced an unreasonable deadline with disastrous results.
If Colossus could question its goals, and there’s no evidence it can, any argument from utilitarian logic would confirm the tactic. War has killed between 150 million and 1 billion people in human history. For a thing that thinks in numbers, sacrificing a million people to prevent humanity from killing another billion of its own is not just a fair trade, but a fantastic rate of return.
In the middle-to-long-term, it’s extraordinarily safe, from the point of view of warfare, anyway. That 150 million to 1 billion line item is just struck from the global future profit & loss statement. It would be a bumper crop of peace. There is no evidence in the film that new problems won’t appear—and other problems won’t be made worse—from a lack of war, but Colossus isn’t asked and doesn’t offer any assurances in this regard. Colossus might be the key to fully automated gay space luxury communism. A sequel set in a thousand years might just be the video of Shiny Happy People playing over and over again.
In the very long-long term, well, that’s harder to estimate. Is humanity free to do whatever it wants outside of war? Can it explore the universe without Colossus? Can it develop new medicines? Can it suicide? Could it find creative ways to compliance-game the law of “no war?” I imagine that if World Control ran for millennia and managed to create a wholly peaceful and thriving planet Earth, but then we encountered a hostile alien species, we would be screwed for a lack of war skills, and for being hamstrung from even trying to redevelop them and mount a defense. We might look like a buffet to the next passing Reavers. Maaaybe Colossus can interpret the aliens as being in scope of its directives, or maaaaaaybe develops planetary defenses in anticipation of this possibility. But we are denied a glimpse into these possible futures. We only got this one movie. Maybe someone should conduct parallel microscope scenarios, compare notes, and let me know what happens.
Instrumental convergence
It’s worth noting that Forbin and his team had done nothing to prevent what the AI literature terms “instrumental convergence,” which is a set of self-improvements that any AGI could reasonably attempt in order to maximize its goal, but which run the risk of it getting out of control. The full list is on the criteria post, but specifically, Colossus does all of the following.
- Improve its ability to reason, predict, and solve problems
- Improve its own hardware and the technology to which it has access
- Improve its ability to control humans through murder
- Aggressively seeks to control resources, like weapons
This touches on the weirdness that Forbin is blindsided by these things, when the thing should have been contained from the beginning against any of it, without human oversight. This could have been addressed and fixed with a line or two of dialog.
- Markam
- But we have inhibitors for these things. There were no alarms.
- Forbin
- It must have figured out a way to disable them, or sneak around them.
- Markam
- Did we program it to be sneaky?
- Forbin
- We programmed it to be smart.
So there are a lot of philosophical and strategic problems with Colossus as a model. It’s not clearly one or the other. Now let’s put that aside and just address its usability.
Is it usable? There is some good.
At a low level, yes. Interaction with Colossus is through language, and it handles natural language just fine, whether as a chatbot and or spoken conversation. The sequences are all reasonable. There is no moment where it misunderstands the humans’ inputs or provides hard-to-understand outputs. It even manages a joke once.
Even when it only speaks through the scrolling-text display boards, the accompanying sound of teletype acts as a sound cue for anyone nearby that it has said something, and warrants attention. If no one is around to hear that, the paper trail it leaves via its printers provides a record. That’s all good for knowing when it speaks and what it has said.
Its locus of attention is also apparent. Its cameras on swivels red “recording” lights helps the humans know where it is “looking.” This thwarts the control-by-paranoia effect of the panopticon (more on that, if you need it, in this Idiocracy post), and is easy to imagine how this could be used for deception, but as long as it’s honestly signaling its attention, this is a useable feature.
A last nice bit is that I have argued in the past that computer representations, especially voices, ought to rest on the canny rise, and this does just that. I also like that its lack of an avatar helps avoid mistaken anthropomorphism on the part of its users.

Is it usable? There is some awful.
One of the key tenets of interaction design is that the interface should show the state of the system at any time, to allow a user to compare that against the desired state and formulate a plan on how to get from here to there. With Colossus, much of what it’s doing, like monitoring the world’s communication channels and you know, preventing war, is never shown to us. The one we do spend some time with, the routing board, is unfit to task. And of course, its use of deception (in letting the humans think they have defeated it right before it makes an example of them) is the ultimate in unusability because of a hidden system state.
The worst violation against usability is that it is, from the moment it is turned on, uncontrollable. It’s like that stupid sitcom trope of “No matter how much I beg, do not open this door.” Safewords exist for a reason, and this thing was programmed without one. There are arguments already spelled out in this post that human judgment got us into the Cold War mess, and that if we control it, it cannot get us out of our messes. But until we get good at making good AI, we should have a panic button available.
ASI exceptionalism
This is not a defense of authoritarianism. I really hope no one reads this and thinks, “Oh, if I only convince myself that a population lacks judgment and willpower, I am justified in subjecting a population to brutal control.” Because that would be wrong. The things that make this position slightly more acceptable from a superintelligence are…
- We presume its superintelligence gives it superhuman foresight, so it has a massively better understanding of how dire things really are, and thereby can gauge an appropriate level of response.
- We presume its superintelligence gives it superhuman scenario-testing abilities, able to create most-effective plans of action for meeting its goals.
- We presume that a superintelligence has no selfish stake in the game other than optimizing its goal sets within reasonable constraints. It is not there for aggrandizement or narcissism or identity politics like a human might be.
Notably, by definition, no human can have these same considerations, despite self-delusions to the contrary.

Any humane AI should bring its users along for the ride
It’s worth remembering that while the Cold War fears embodied in this movie were real—we had enough nuclear ordinance to destroy all life on the surface of the earth several times over and cause a nuclear winter to put the Great Dying to shame—we actually didn’t need a brutal world regime to walk back from the brink. Humans edged their way back from the precipice that we were at in 1968, through public education, reason, some fearmongering, protracted statesmanship, and Stanislav Petrov. The speculative dictatorial measures taken by Colossus were not necessary. We made it, if just barely. большое Вам спасибо, Stanislav.
What we would hope is that any ASI whose foresight and plans run so counter to our intuitions of human flourishing and liberty would take some of its immense resources to explain itself to the humans subject to it. It should explain its foresights. It should demonstrate why it is certain of them. It should walk through alternate scenarios. It should explain why its plans and actions are the way they are. We should do this in the same way we would explain to that toddler that we just snatched on the side of the highway—as we soothe them—why we had to yank them back so hard. This is part of how Colossus fails: It just demanded, and then murdered people when demands weren’t met. The end result might have been fine, but to be considered humane, it should have taken better care of its wards.
I’ve always wondered how Colossus’s sapience emerged from what was basically a analytic computer? It falls under the old trope of “If you build it big enough, it becomes sentient!” Just because it’s big and complicated, doesn’t mean it can experience emergent sentience.
In my opinion Colossus and his offspring (Skynet) are not an example of self aware computers, but instead expert systems that are a good/bad examples of a “Paperclip Optimizer”. In this case, Colossus is optimizing “no war” instead of paperclips. (His solution is to control all of humanity, as opposed to Skynet’s solution of kill all the humans.)
💯. He is optimizing for one thing and no sense of reasonableness to it.