Where this week sits

NowPartWeeksWhat it does
→Premiseweeks 1–2the constraint, and what a sense organ is for
Interior modelsweeks 3–7trace, association, map, prediction, self
Control groupweeks 8–10other minds, as the only outside vantage
The human case, and its limitsweeks 11–12the catalogue, and the blind spot

The third part is not a tour. It is the only place a bound is visible from outside, which is what the fourth part needs.

How and Why You’re Dumb

SLOP3233 · Week 1 · Halvard Emms

You are a finite thing inside a world that is not.

Part 1 — the constraint, before any biology

A system smaller than its world must throw things away

world stateshelddiscardednot represented,and not flagged
The second line is the whole course. Nothing marks the boundary from inside.

Ashby, 1956: you cannot regulate what you cannot represent

Three lines showing variety that a regulator cannot remove, falling with a slope of exactly minus one against regulator variety, for disturbance varieties of 3, 5 and 8 bits, each reaching zero only when regulator variety matches disturbance variety.

Requisite variety: the number of distinct responses a regulator can make. Ashby’s law puts a floor on what it cannot absorb:

H(outcome) ≥ H(disturbance) − H(regulator)

The slope is −1 by construction

One bit of repertoire removes one bit of variety, and not a fraction more.

Worked, with numbers

A thermostat that can only switch a heater on or off has H(regulator) = log₂ 2 = 1 bit.

Suppose the disturbances it must counter — outdoor temperature, occupancy, sunlight, draughts, door openings — jointly take 32 distinguishable states, so H(disturbance) = log₂ 32 = 5 bits.

H(outcome) ≥ 5 − 1 = 4 bits of variation it cannot remove

Sanity check: buy a regulator with 32 settings and the floor drops to 5 − 5 = 0. Buy one with 64 and it stays at 0 — extra repertoire past the disturbance variety buys nothing.

The moral

Ashby’s law is not advice about thermostats.

It says the shape of what a system cannot control is fixed by its own repertoire, and no cleverness in how the repertoire is deployed changes the floor.

Every organism in this course is somewhere on that inequality.

Read the left-hand region

A regulator with fewer distinguishable responses than the world has distinguishable disturbances leaves the remainder standing —

however cleverly it is organised.

No amount of architecture substitutes for repertoire. That is what makes it a law rather than a design guideline.

Conant & Ashby, 1970: so the model is not optional

regulatormodelof systemsystem

Any successful regulator contains a model of what it regulates.

So only its accuracy is negotiable.

Shannon gave us the price list

Rate-distortion curves for two memoryless Gaussian sources. Rate in bits per sample falls steeply as permitted distortion rises, reaching zero at distortion equal to the source variance.

The exact closed form, not a sketch: R(D) = ½·log₂(σ²/D).

Past D = σ² the rate is zero — you send nothing and guess the mean.

Three results, one claim

YearResultWhat it forbids
1948Rate–distortion (Shannon)fidelity beyond your channel capacity
1956Requisite variety (Ashby)regulating variety you cannot represent
1970Good regulator (Conant & Ashby)regulating without a model at all

None of the three is about biology. All three constrain it.

Why start here rather than with an animal

Because the alternative is circular.

If you begin by asking “how intelligent is this organism”, you have already assumed intelligence is a quantity on a single scale, which is the assumption week 8 destroys and week 12 turns on us.

Beginning with the constraint means the question becomes: what did this system decide not to represent, and what did that buy?

That question has an answer for a bacterium and for you.

Take out your card

The optic disc: no photoreceptors, no report

The optic disc drawn to scale in degrees of visual angle: an ellipse five degrees wide and seven tall, centred about fifteen and a half degrees temporal from fixation, with nine half-degree circles representing full moons fitted inside it.

Roughly 15° temporal, about 5° × 7°. The full moon subtends half a degree.

Which is to say

Nine full moons of nothing, in each eye, about fifteen degrees out from wherever you are looking.

Present since birth. Never once reported.

What you are about to watch is not the gap

+fixate the cross+move the card in+the dot is gone
Panel three has no hole in it. Your visual system generated the ground and did not tell you.

Not the gap. The filling.

But be careful what you conclude from it

There is a real dispute here, and it is a good first taste of what this course does with disputes.

Ramachandran and others describe the visual system as actively filling in — generating plausible content across the gap, like an interpolation.

Dennett argues nothing is filled in. The system simply does not represent the absence, and there is no need to paint anything, because nobody is looking at an internal canvas.

The two accounts predict differently

QuestionFilling-inNot-representing-absence
Is content generated?yesno
What would you find in cortex?activity coding the interpolated patternnothing where the gap is
Why no hole is seenthe hole was painted overthere is no mechanism that reports holes

Some V1 studies do find responses consistent with interpolation, which pushes toward the first. Grade [C] — and notice that both accounts explain your experience equally well, which is exactly why the experience cannot settle it.

Part 3 — the instrument you use all semester

The notation you will use every week

a claimreplicated, oruncontested?[E]field disagrees?[C][S]
Established, contested, speculative. By week 3 you assign these yourself.

Where [C] actually sits

GradeNot thisBut this
[E]“true”replicated, or nobody is arguing
[C]“we don’t know yet”the disagreement is the content
[S]“guessing”reasoned past the evidence, and labelled

Grade these before I tell you

  1. Octopuses have eight independent brains.
  2. Ego depletion: self-control is a limited resource that runs down with use.
  3. The mantis shrimp sees millions more colours than humans.
  4. Slime moulds can navigate a maze.

Write [E], [C] or [S] beside each. Two minutes.

The answers, and why they are uncomfortable

ClaimGradeWhy
1 · eight brains[S]arms hold most neurons and act locally, but “brains” imports more than the evidence
2 · ego depletion[C]23 labs, N = 2,141, no effect — and still argued over
3 · mantis shrimp colours[E] that it is falsediscrimination measured ~10× worse than a goldfish
4 · slime mould maze[E]replicated, and the mechanism was identified by removing the cue

What that exercise was for

Three of those four are things you had probably heard. One of them is confidently repeated and inverts its source.

“Sounds right” and “is supported” are different properties of a sentence, and you cannot tell them apart by introspection — which is the first appearance of week 12’s problem, in week 1, about you.

Four claims. Two are wrong.

claim 1claim 2claim 3claim 4the field took decades to notice which
Nobody gets all four. Finding that out in week 1 is cheaper than in week 10.

Before next week, in this order

1. position statement~500 words, no reading2. the week 2 readingnot this way round
The only work in this course that is better for being uninformed. Hurdle: no statement, no revision mark.

What this course is not

  • Not a survey of clever animals. Weeks 8–10 are a control group, and they exist to test whether the account generalises.
  • Not a ladder. There is no scale with bacteria at one end and us at the other. Scala naturae is what evolutionary biology spent a century dismantling.
  • Not a list of your cognitive biases. Week 11 is largely about why that literature is less secure than its popularity suggests.

What is assessed, and when

PieceWeightDue
Position statementhurdle, 0%end of week 3
News and Views investigation25%week 7
Revision and memo20%week 11
Calibrated quizzes15%weekly, best 8 of 10
Cognitive profile40%week 12

Two of those are unusual enough to explain now.

The quizzes will make your score look bad

They use certainty-based marking: you declare how sure you are, and a confident error costs six marks where a hedged one costs nothing.

Students at 80% accuracy typically collect about half the available marks.

That gap is not a scoring quirk. It is the subject of week 12, arriving in week 2 and in your own results.

The quiz scoring, worked

Declared certaintyIf correctIf wrong
low+10
mid+2−2
high+3−6

Let p be your true probability of being correct. Expected score is linear in p:

E[low]  = 1p + 0(1−p) =      p
E[mid]  = 2p − 2(1−p) = 4p − 2
E[high] = 3p − 6(1−p) = 9p − 6

Where the advice changes

Set the lines equal:

low = mid    →   p = 4p − 2    →   p = 2/3  ≈ 0.667
mid = high   →   4p − 2 = 9p − 6   →   p = 4/5 = 0.800

Sanity check: those are the 67% and 80% thresholds the scheme publishes. They were not chosen by anyone. They fall out of the payoff table.

Which is what “proper” means

Three straight lines of expected score against true probability of being correct: declare low, mid and high. The upper envelope switches at two-thirds and four-fifths, both marked.

The highest line at your actual p is always the one that reports your actual p. No misreport beats honesty.

The moral

You cannot improve your score by managing how confident you look.

The only lever is being better calibrated — which is the one thing the course is trying to teach, and the reason the scheme was chosen over ordinary negative marking.

And the position statement is deliberately uninformed

~500 words, before you do any reading, on what you currently think intelligence is and where it starts.

Not marked. Submitting it is a hurdle. It cannot be extended past week 3, because a statement written in week 8 has already been contaminated by the thing it is meant to predate.

In week 11 you revise it, and the memo explaining what moved is what earns the marks.

Week 12 asks this again

The card found a gap your visual system never reported.

The last week asks what else is shaped like that, and has no card.