Thanks Bruce, thanks Warren — both of these are useful, and they pull in slightly different directions, so let me take them one at a time.
Bruce — I think we’re standing in the same place, and you’ve put the load-bearing part in the language of control better than I threw it out. The whole thing rests on channel independence, and I’d been treating that as a property of the system: are the two records really separate, or do they quietly share an owner, a source, a failure mode? You state it as a live condition between controllers — each carrier may have to control a perception that the other is controlling well. Same thing from two sides: independence isn’t something the system has, it’s something it has to keep. And your framing names exactly where these arrangements fail. The second record almost always exists. What’s missing is a carrier holding it who isn’t also holding the first — which is the same requirement I’d been reaching for from the other end, that at least one channel has to reach the world from outside the system’s own categories. An independent carrier is what gives you that outside path. Your point and mine are one criterion, described twice.
Warren — the point about multiple channels being implicit in the hierarchy is fair, and I want to be precise about where I agree and where I’d draw a line. Redundancy inside one hierarchy buys you internal consistency: the levels agree with each other. What it can’t buy you is correspondence. A hierarchy fed corrupted perceptions will sit there reporting perfect control while the world burns — and every level agrees, because they’re all reading the same corrupted signal. So the second channel that does real work can’t be another input to the same controller. It has to reach the world by a different path and come back able to disagree. Not more channels down one hierarchy — one that closes outside it.
This isn’t only a diagram. I’ve traced the same structure across about thirty failures, and it holds its shape whether the medium is clay, a corporate ledger, or a set of model weights.
In an RLHF language model the loop closes through what the rater approves, not through the world — and at inference there’s no second channel at all, so the system is open-loop with respect to reality at the moment it speaks. It reports confidence, not correspondence. (Redefining the objective doesn’t fix this — a scalar reward or an active-inference preference prior are both internal; neither adds a measurement from outside. Same open loop.) In Greece’s pre-crisis accounts, a currency swap moved debt off the declared deficit — the swap cash-flows were a second channel the whole time, and nothing independent was carrying them against the number they should have contradicted. And four thousand years earlier, a clay tablet was kept against an independently held counter-roll for exactly one reason: so the first record couldn’t be quietly altered. The medium keeps changing. The missing piece is always the same one.
Which is really why I put a second loop on the table instead of more environment-modelling. Rick’s single loop is right about what it’s right about — it’s what does the controlling. Bruce’s paths are what it reaches through. Your physics is what makes a simulation run. None of that is wrong. But the thing that lets a control system catch its own blind spot isn’t a better internal model of the environment — it’s a second loop, independently carried, controlling the agreement between two records rather than either quantity directly. When they diverge, that disagreement is the error signal.
I’d rather be honest about the status of this than oversell it. I think two loops — properly constructed, at least one reaching outside the system — have a right to exist as an architecture. I don’t think it’s settled, and I could be wrong about the number or the construction; it needs testing, and the tests are simple ones. But the fact that the same shape turns up across four millennia and three completely different media is usually a sign the structure is real.
I’ve written the whole thing up — the case set, the AI work, and the ancient material — in one place, for anyone who wants the sources rather than my summary of them: https://perceptualcontroltheory.org/
Curious where you’d each take it from here.
Luk