music-video-gen/flow-state/EPIC-4.md
Dejvino 89e05459c0 Every shot stands on something, and the frame has two ends
A section used to be one scene, and two thirds of the library is composable —
sparse by design, elements ON something. Cast as backgrounds anyway, they left
9 of 40 sampled frames under 20% painted, the darkest at 0.3%: a minute and a
half of a few bright things on black, invisible to every gate because every
gate on the stack was a limit rather than a floor.

Every section now stands on a GROUND: a canvas that fills the frame, cast per
section kind so a shot cut changes the shot and not the world. When the shot
fills the frame itself it IS the ground — two canvases stacked is two pictures
fighting. Above that, a coverage BUDGET: director appetite times the section's
energy times where the story is, capped at two frames' worth of material.

The measured facts move into the repo. scenes/metadata.json is generated from
the gallery — coverage as a shot, coverage as a bed, variety, the structural
profile — tracked in git, stamped with a fingerprint of the scenes and the
metric definitions, and refreshed from gallery.html. `surface` is derived from
it rather than declared; nine scenes claimed `canvas` while painting under a
third of the frame, and declaring it is now a lint error. The generator weights
every layering choice by measured structural distance, because family labels
and the render disagree: two `geometric` scenes can be 0.31 apart and a `flow`
and an `organic` scene 0.04.

The gallery's 0.1 red line is gone. It was right when a section was one scene
and wrong now — nineteen scenes were failing a bar for being consistent, which
is a virtue in an ingredient.

Chasing the numbers turned up four real faults:

  * A scene that reads prev() cannot be a ground. It returns the whole
    composited frame including the layers above it, so a datamosh under a shot
    is eating it: the render stopped reproducing from a seek and two WebGL
    contexts diverged by 91/255 against a tolerance of 4.
  * Screen was the wrong operator for a shot over a bed. It lightens, so a
    median quarter of every frame clipped to paper and whole sections rendered
    100% white. Replaced by a lumakey — the shot's brightness is its alpha.
  * Feedback was an accumulator: a still image settled at 2.3x its own
    brightness. Fine over black, fatal over a filled ground. Normalised at 0.6,
    plus a highlight shoulder so the top rolls off instead of clipping.
  * useTrack never prewarmed, so a fresh Show's first frame differed from every
    later render of it — the export-breaking hazard Compositor.prime documents.

Blazing is a decision now, not a side effect: directors declare an appetite for
it, a section must be loud and late in the story to earn one, and quiet kinds
never do. The ceiling gate matches that — a hard cap per section, and no more
than a fifth of them hot at all.

Rendered across twelve videos, middle of every section:

    painted        51% mean, darkest 0.3%  ->  87% mean, darkest 43%
    clipped white  24% median, worst 100%  ->   1% mean, worst 30%
    separation     0.10                    ->  0.44

Seven scenes can ground a section — five geometric, two organic — so every
quiet section of every video stands on one of two beds. That is the library's
largest hole and it is scene work: there is no minimal or flow canvas that
fills half the frame without reading prev().

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-20 09:02:01 +02:00

585 lines
31 KiB
Markdown
Raw Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

# Epic 4 — the song tells a story
Epic 3 asked what is on screen. This one asks a question none of the existing layers can
answer:
> Why is this the *last* drop rather than the first one?
Nothing in the generator knows. And a viewer who cannot tell the difference is watching a
loop with good production design.
---
## 1. What is actually missing
The generator has four timescales, and `ArcDriver`'s header lists them honestly: per frame,
per shot, per section, whole song. Three of the four are cyclic or local. The fourth — the
"whole song" one — turns out to be much thinner than it reads:
* **`_slowAxisFor`** is the only thing in the system that travels one way across the track.
It moves one or two params per scene, `journey = smoothstep(t/duration)`, in a direction
picked by `rng.bool()`. It is real progression, and it is blind: it does not know where the
drop is, it does not know a section from a boundary, and half the time it travels the wrong
way for what the song is doing.
* **`paletteArc.underDrift`** — a bounded hue crawl, plus per-*kind* offsets.
* **`buildSlope`** — one bar of lookahead. Local by design.
Everything else that decides what a video looks like is keyed on section **kind**, and kinds
recur:
```
assignRostersByKind() roster per KIND — every drop cuts between the same visuals
KIND_ENERGY / biasFor() same energy, density, motion for every drop
rhythmFor(energy) same cutting pattern for every section of that energy
derivePaletteArc() kindHue.drop — the same hue offset at every drop
frameShot(style, ...) framing from previous shot + energy; no notion of when
```
So the fourth drop is cast from the same roster as the first, biased to the same energy,
cut at the same rate, tinted the same hue and framed by the same rule. The *content* of the
video is a function of `kind`, and `kind` has no arrow of time in it. That is precisely a
song structure without a story: recurrence without consequence.
This is not a bug in any of those modules. Kind-keying is what gave the video its identity
(§`assignRostersByKind`), and it should stay. What is missing is the second coordinate.
> Today a section is identified by **what kind of thing it is**.
> It should be identified by **what kind of thing it is, and where in the story it sits**.
---
## 2. The proposal, in one paragraph
A new pure module, `look/Story.js`, runs once per track between segmentation and the look
generator. It reads the section list and the summary, picks a **plot** the way
`directors.js` picks a director, locates the song's **key moments**, and emits a small
**narrative state** per section and per frame. Everything that currently keys on `kind`
keys on `(kind, story)` instead. No scene changes, and — in the first slice — no new
uniforms: the story acts by rewriting inputs the whole library already consumes, so it
applies to all 61 scenes on day one.
---
## 3. What a story is, here
Three layers, smallest to largest.
### Position — where a section sits
Derived, not invented. From the sections `segment.js` already produces:
```js
{
index, kind,
ordinal, ordinalOf, // "the 3rd of 4 drops" — the single most useful missing fact
act, // setup | development | turn | climax | resolution
isMoment, // one of the key moments below
}
```
`ordinal` alone unlocks most of the devices in §5, and costs a `Map` and a loop.
### Moments — the frames the story turns on
Measured from the track, never imposed. A short list, and each one has a definition that
falls out of data already on the FeatureTrack:
| moment | definition |
|---|---|
| **arrival** | first section whose energy clears 0.6 × max — the video's first "here it is" |
| **turn** | largest energy *fall* between adjacent sections after the arrival |
| **climax** | max-energy section; ties broken toward the later one |
| **resolution** | first section after the climax whose energy stays below it |
A two-section track collapses these onto each other, and that is fine — a track with no
structure gets almost no story, which is the correct behaviour and not a degenerate case
to defend against.
### Plot — what the track does with them
One coherent narrative shape per track, chosen weighted-random with the audio tilting the
odds, exactly the way `pickDirector` works, and for the same reason: a fixed mapping from
measured features to narrative is how a library ends up with one story per genre.
| plot | shape |
|---|---|
| **emergence** | almost nothing, then something. Reveal rises monotonically and stays. |
| **escalation** | each recurrence of a kind is further than the last. A ratchet, not a curve. |
| **collapse** | order → entropy. The climax is a breakdown of the thing, not a peak of it. |
| **return** | ABA. The outro rhymes with the intro, transformed by what happened between. |
| **unveiling** | the protagonist is withheld until the climax and then it is all there is. |
Each plot is a set of curves over five **story variables**, evaluated per frame:
```
tension 0..1 how hard everything is pushed
reveal 0..1 how much of the song's identity has been shown
closeness 0..1 wide and distant → close and involved
population 0..1 sparse → crowded → alone
order 0..1 regular → broken (or the reverse; the plot decides the sign)
```
These are *staged* curves, not ramps: they hold flat inside a section and move at
boundaries, with a step at the climax. That is what makes them read as a story rather than
as a slow zoom — a story advances in scenes.
---
## 4. Where it plugs in
Every one of these is an existing call site gaining an argument.
| site | change |
|---|---|
| `biasFor()` | tension modulates energy/density **within the kind's envelope**, bounded to ±0.2, so a breakdown at high tension is still a breakdown |
| `sampleValues(…, temperament)` | `extremity` scaled by tension — the ratchet for **escalation** |
| `assignRostersByKind()` | roster stays per kind; *which member plays* becomes a story decision (§5.1) |
| `buildStack()` | overlay chance follows `population`, not just energy |
| `rhythmFor()` | later acts pick from faster patterns; the resolution gets a held shot |
| `frameShot()` | `closeness` biases the size draw |
| `derivePaletteArc()` | new `'narrative'` mode keyed on act rather than on kind |
| `ArcDriver._paramsAt()` | `journey` comes from `story.journeyAt(frame)`; the slow axis gets its **sign from the plot**, not from `rng.bool()` |
| `ArcDriver.update()` | passes a story-shifted personality clone, memoised on rounded `reveal` exactly as `_paletteAt` memoises on rounded shift |
That last one is how the story reaches Epic 3's content registers without a new uniform:
`setPersonality` is already called every frame, and the identity uniforms are derived from
the personality object. Scaling `notchDepth`, `hollow`, `inkOutline`, `posterize` and
`latScaleSpread` toward their full values as `reveal` rises makes the song's cast literally
arrive over the course of the video.
---
## 5. The devices, ranked by legibility per unit of work
**5.1 The anchor is earned.** Today `roster[0]` opens every section of its kind. Instead,
reserve it: earlier drops play companions, and the anchor arrives at the climax. Same
roster, same identity, and now the biggest visual in the video lands on the biggest moment.
Roughly twenty lines.
**5.2 Recapitulation.** Under the **return** plot, the outro re-casts the intro's scene,
with the story's parameters rather than the intro's. The oldest device in music video and
the cheapest one here — the scene is already built and cached.
**5.3 The ratchet.** Under **escalation**, `ordinal/ordinalOf` scales temperament extremity
and slow-axis travel per recurrence. The fourth drop is measurably further out than the
first, on every param the scenes declare.
**5.4 Reveal schedule.** §4's identity scaling. Under **unveiling** the protagonist's
`u_cast*` form is a near-circle until the climax, then snaps to full at a downbeat.
**5.5 Punctuation.** A budget of **two or three single-use events** for the entire video,
spent at the moments in §3 — the only cut to black, the only symmetry-fold flip, the only
feedback reset. Single-use is the whole point: a device used twice is a style, used once it
is a moment. These are the only additions that need a flash-gate review.
---
## 6. How to know if it worked
The existing instrument can measure this almost unmodified. Build the section×section
descriptor distance matrix that `checks/variety` already knows how to produce, and ask
three questions of it:
* **Direction.** Does distance correlate with |ij| beyond what kind explains? Today this is
~0 by construction: the matrix is kind-blocked, all drops mutually near, and time is
invisible. A story makes it a gradient. This is the headline number.
* **Recurrence.** For a repeated kind, is `d(first, last) > d(first, middle)`? That is the
ratchet, and it is the one a viewer names as "it kept going somewhere".
* **Coherence bound.** Adjacent-section distance must stay under the existing ceiling. A
story that maximises Direction by shuffling scenes is the failure mode, and this is the
gate that catches it.
Plus: each punctuation fires exactly once, on a downbeat, under the flash limit; and every
curve is a pure function of frame, so seek-exactness and the determinism grep hold.
**A prediction, stated in advance:** the seed-variety *floor* — how far a video travels from
itself — will **rise**, because that is what progression is. Epic 3 spent its effort pushing
that number down. Both are correct, and the instrument is what is wrong: it measures
distance and calls it drift, with no way to tell wandering from travelling. The fix is one
extra statistic, not a retreat from the feature — split the self-distance into an *ordered*
component (monotone with time; a story) and an *unordered* residual (a shuffle). Ship that
statistic **before** the feature, or the first honest measurement of Epic 4 will read as a
regression and be argued about instead of read.
---
## 7. Risks
**The story overrides the song.** A plot that declares a climax where the track is quiet is
worse than no plot. Mitigation is structural: moments are *found* in the audio (§3), never
placed by the seed, and tension is bounded inside the kind envelope so the quiet-kind
coupling in `directors.js` — the one that keeps an intro off a strobing scene — still holds
absolutely.
**Every video tells the same story.** The exact failure `directors.js` was written to fix.
Same mitigation: five plots, weighted, with seeded curve parameters inside each.
**It becomes a slow zoom.** If the curves are smooth ramps, this is an effect, not a
narrative. Staged curves with plateaus and a step at the climax are load-bearing, not a
refinement.
**Short tracks.** Under three sections, most of this has nothing to work with. Degrade to
the current behaviour explicitly rather than letting the curves do something arbitrary.
---
## 8. The smallest experiment worth running first
Do not build five plots on a prediction. Three changes, no new uniforms, no scene edits:
1. `Story.js` with position and moments only — no plot templates, one hardcoded
**escalation** curve.
2. Wire it to exactly two sites: the slow-axis sign/magnitude in `_paramsAt`, and the anchor
reservation in §5.1.
3. Add the **Direction** statistic to the variety report and run the song bank.
The prediction is specific: **Direction moves off zero and Coherence holds**, while the
between-song distance is unchanged — the story should differentiate a video *from itself in
time*, and have no opinion about other songs. If Direction does not move, the story is not
reaching the image and the rest of the epic is worth nothing until it does.
---
## 11. What was built, and what it measured
Built, in `look/Story.js` plus one argument at each call site listed in §4:
* position (`ordinal`/`ordinalOf`/act), the four moments, five plots with seeded curves;
* the anchor is earned (§5.1), the ratchet on temperament (§5.3), recapitulation (§5.2),
the reveal schedule on the identity uniforms (§5.4), story-driven cut rate, framing
closeness, and a `narrative` palette-arc mode;
* the slow axis now takes its **direction from the track** rather than a per-scene coin
flip, and its journey from the staged story curve;
* Phase 13 (`checks/phase13.js`, 8 checks, no GPU) and the **direction** statistic in the
variety report (`checks/variety/signature.js`).
Punctuation (§5.5) was **not** built — it is the only part that needs a flash-gate review,
and it is worth doing after the numbers below are understood rather than before.
### The first direction measurement
`checks.html?variety=1&library=0&seeds=6`, one song, against the arcless single-scene
reference:
```
floor 0.1697 direction -0.14
observed 0.1594 arcless ref 0.01
ceiling 0.1996
```
The prediction in §8 was that direction moves off zero **upward**. It did not. Three
readings, in the order they should be checked:
1. **The recapitulation is fighting the statistic, by construction.** Roughly two videos in
five recap, and `return` — the plot most likely to — is an arch that comes back. Its
first and last probes are *deliberately* similar, which is exactly what a negative rank
correlation between time separation and distance means. The statistic as written cannot
tell ABA from no story at all; it may need to be measured against the journey curve
rather than against clock time.
2. **Six seeds of one song is a small sample**, and the probe count (5) makes each video's
correlation rest on ten pairs.
3. **The arc may not be reaching the image**, which is the reading that matters and the one
§8 was written to expose. If 1 and 2 are controlled for and direction stays at zero, the
story is moving parameters that do not change the picture — the same failure the slow
axis had before scenes declared `slowAxis`, and the fix would be the same: name the
levers rather than guessing at them.
The no-story control arm (the same report with the story layer bypassed) **did not
complete** — the run hung in the browser after the first arm, so the floor and separation
figures above are not yet attributable to this work either way. That comparison is the next
thing to run, and it should be run before any conclusion is drawn from the numbers.
---
## 12. The second direction measurement — reading 3 was right
Same invocation, `checks.html?variety=1&library=0&seeds=6`, after the two fixes in §12.1:
```
§11 now
direction -0.14 +0.24 arcless reference -0.02
floor 0.1697 0.2130
```
§8 predicted direction moves off zero **upward** and that the floor **rises**, because that
is what progression is. Both happened, and the epic's headline hypothesis is confirmed.
Of the three readings offered in §11, **reading 3 was the correct one**: the arc was not
reaching the image. The story layer was never the problem — it had nothing to speak
through. Two of the channels a narrative would have to travel down were inert, and neither
failure was visible from the source:
**The overlay path was structurally dead.** `buildStack` gated layering on
`surfaceOf(m) === 'composable'`, and no scene in the library declared `surface` — so the
only scene that could ever sit on top was the one declaring `role: 'accent'`, which the
overlay roster excluded by construction. Empty intersection, every time: **0/144 stacks
carried an overlay**. `population` had been wired to the overlay chance per §4 and moved a
number nothing read. Fixed by labelling the library from the phase 12 coverage gate — the
37 scenes painting under 30% of the frame are composable — and collapsing the reserved
accent slot into one path. 1 distinct overlay scene became 27, at 34% of stacks.
**The camera was inert.** `framing.shift` moved the frame by a median of **0.029** of a
half-frame at a fresh uniform angle every shot, so successive offsets cancelled and the
median jump at a cut was **0.014**. `closeness` reached shot SIZE per §4; the recentre got a
per-track constant and a die roll. Fixed by `look/Camera.js` — see §12.1. Median offset is
now 0.190 and the median reframe 0.135.
This is the same failure mode the slow axis had before scenes declared `slowAxis`, exactly
as reading 3 predicted, and it had the same shape: a lever that existed, was wired, was
covered by gates, and moved nothing. **Both passed every check that existed**, because every
bound on them was a ceiling. A device doing nothing clears a ceiling comfortably.
> The lesson worth carrying out of this epic: a gate on a *device* needs a floor, not only a
> limit. Three of the four new camera checks are floors for this reason.
Readings 1 and 2 are still uncontrolled — the recap arch and the small sample both still
apply, and the honest statement is that direction was measured under them both times, so the
*change* is attributable even though neither absolute figure is clean.
### 12.1 Built since §11
* `look/Camera.js` — the director's camera department, and the answer to "who translates
story into imagery". Story says tension, order and act; this turns that into where the
frame looks and how it travels there. Each director in `directors.js` names a camera.
Jump distance follows tension and act, speed follows energy, curve is one of four, and a
cut chooses between reframing and matching so two scenes can still read as one place.
94% of shots now move *during* the shot — the recentre is no longer per-shot constant,
which is a deliberate departure from the rule in `framing.js` (that rule was right about
size and wrong about where the camera is looking).
* `surface` declared across the library, `role: 'accent'` retired in favour of
`surface: 'composable'` plus `background: false`, and one layering path instead of two.
* Four camera gates in phase 11, each with a floor.
---
## 13. What is left
Ranked. Three of the four are measurements, and they all report through an instrument that
is currently broken — hence the ordering.
**13.1 The seed-variety instrument does not report.** Not in the original plan, and now the
first thing to fix:
```
separation — not computable: the reference landed below the floor
floor 0.2130 · ceiling 0.2179 · all six seeds read "thin"
```
The ceiling — videos built from casts sharing *no scenes* — is 0.2179 against a floor of
0.2130. Real seeds already differ by about as much as maximally-unrelated ones, so
separation divides by a near-zero interval and comes back `NaN`. This is the `separation
NaN` in the standing phase 12 failure, and it has been there across every run including the
pre-work baseline.
§11 anticipated this precisely — *"the instrument is what is wrong"* — and proposed the
direction split as the fix. But direction was added **alongside** the broken separation
rather than replacing it, so the gate now leads with an unreadable number while a working
one sits underneath. The decision to make: repair the ceiling, or retire separation and read
**(floor, direction)** as the pair.
**13.2 The coherence bound (§6).** Never built. Optional while direction sat at zero;
load-bearing now that it is +0.24, because nothing currently stops future work from buying
direction by making adjacent sections incoherent — the named failure mode in §6.
**13.3 Recurrence (§6).** Never built. `phase13` has a spec-level cousin — was the kind
recast, did tension move more than 0.08 — but not the descriptor-distance statistic
`d(first, last) > d(first, middle)`. That is the ratchet measured in the image rather than
in the spec, and §5.3 calls it the one a viewer names as "it kept going somewhere".
**13.4 Punctuation (§5.5).** Still the only part of the plan wholly unbuilt. Nothing in
`src/` mentions it. Needs the flash-gate review, which is why it was deferred; §11 said to
do it once the numbers were understood, and they now are.
**13.5 The no-story control arm.** Still never completed. Less urgent than when §11 was
written — direction clears the arcless reference by 0.26, which is hard to explain without
a story — but it remains the only thing that would attribute the floor rise (0.1697 →
0.2130) to this work rather than to everything else that changed alongside it.
---
## 14. Composition — the frame has a floor and a ceiling
Not part of the original plan. It comes out of the same place §12 did: the layer stack was
being asked to carry the video, and half of what it was stacking was nothing.
**The floor.** Two thirds of the library is `composable` — sparse by design, elements ON
something. `canBackground` let almost all of it anchor a section anyway, so a section's
bottom layer was regularly a scene painting 2% of the frame with black behind it. Measured
across six videos, sampling the middle of every section: **9 of 40 frames were under 20%
painted, the darkest at 0.3%**. That is a minute and a half of a few bright things on black,
and no gate could see it, because every gate on the stack was a limit rather than a floor.
Every section now stands on a GROUND: a canvas painting at least half the frame, cast per
section kind so a section's shot cuts change the shot and not the world. When the shot is
itself a full canvas it *is* the ground — two canvases stacked is two pictures fighting. The
same measurement now reads **mean 92% painted, darkest 63%, nothing under 30%**, and phase 12
gates it in the image, not in the spec.
**The ceiling.** Layering had a rate but no budget, so how full a frame got was a die roll
that knew nothing about the song. A stack now has a coverage budget — director appetite
(`crowd`, 1.05 brutalist to 1.7 corrupt), times the section's energy and density, times where
the story is — capped at **200%**, two frames' worth of material. The ground and the shot are
paid for first; the budget governs what may be stacked on top, and the odds of an overlay
fall off as the headroom does rather than only at the wall.
**What it cost, and what it bought.** Same instrument, same six seeds:
```
baseline with grounds
separation 0.10 0.44
direction 0.06 0.21 (arcless reference 0.02 → 0.08)
library 80% 97% of what the library can express
scale 42% 56%
motion 68% 96%
texture 74% 90%
```
The ceiling *fell* (0.2334 → 0.2031) while observed rose, so part of that separation gain is
the reference arm coming down: videos that share a ground vocabulary are less unalike even
when they share no shots. The honest reading is that the floor rose 0.009, direction tripled,
and the ceiling moved toward the floor — the numbers are up, and not all of the rise is
signal.
**A scene that reads the previous frame cannot be a ground.** `prev()` returns the whole
composited frame, *including whatever is layered on top of this scene*, so a datamosh under a
shot is not grounding it, it is eating it. Measured the moment one became a bed: the render
stopped reproducing from a seek, and two WebGL contexts diverged by 91/255 against a ceiling
of 4 — phase 4 caught both. `readsHistory` is derived from the shader source rather than
declared, and costs the ground pool six of twenty scenes, five of them glitch.
`scenes/coverage.js` is the measured coverage of every scene, pasted back out of the phase 12
gate, which re-measures and fails on drift over a tenth of a frame. A new scene has no entry
and therefore cannot ground anything until someone renders it.
### 14.1 The measurements moved into the repo
Everything in §14 depends on a number — how much of the frame a scene paints — and the
first version of it was a table pasted into a source file by hand. That is the same mistake
`surface` already was: a measured fact written down by a person, correct on the day and
wrong after the next shader edit.
**`src/scenes/metadata.json`** is now generated, tracked in git, and holds every measured
fact about every visualizer: coverage as a shot, coverage as a bed, the variety score, the
per-block scores, and the mean structural profile. Nothing in it is typed by a human.
`surface` is derived from it (canvas at 50%, composable below) and declaring `surface:` in a
scene file is now a lint error.
It is refreshed from **gallery.html → refresh metadata**, which re-renders the library and
writes the file through a dev-only endpoint in `vite.config.js`. The file carries a
fingerprint of everything that can move a number in it — the scenes, the shader contract,
the identities and palettes they are handed, the descriptor definitions — and phase 12 fails
when that stops matching. A stale metadata file does not produce a stale report, it produces
wrong videos, so it has to be detectable.
**Measuring at the wrong bias measures nothing.** Coverage is mostly a function of a scene's
parameters, and the first measurement took one number per scene at the busiest section of
six songs. Metaballs measures 69% there and painted **6%** as an intro's ground. Three
things came out of chasing that, in order of how much each was worth:
* A bed is drawn with a **moderate hand**. `extremity` pushes parameters toward the ends of
their ranges, and half of what decides coverage is a parameter with no `bias` key at all —
Metaballs' `threshold` — so extremity is the only thing moving it and one end is an empty
frame. Grounds sample at `extremity * 0.2`. The extremes belong to the shot.
* Energy and density are **floors** for a ground, not reductions. Calming the bed by
lowering energy is how to empty it: scenes bias their fill against `energy` as often as
against `density`.
* Coverage is measured **twice**, once as a shot and once as a bed, at the same bias and
temperament the generator will use. `GROUND_BIAS` and `groundTemperamentFrom` live in
`scenes/surface.js` and are imported by both the generator and the measuring pass, so the
two cannot drift apart.
Rendered result across six videos, sampling the middle of every section: **mean 87% painted,
darkest 30%**, against 51%/0.3% before any of this.
**Eleven scenes can ground a section** — five organic, five geometric, one structural. There
is no `minimal`, `flow` or `glitch` canvas in the library that paints half the frame without
reading `prev()`, so every quiet section in every video stands on one of five organic beds.
That is the largest remaining hole and it is library work, not generator work: the fix is
writing dense, self-contained canvases in the three thin families.
### 14.2 The red line is gone
`MIN_VARIETY` — 0.1, drawn across the gallery, "below this a scene is the same picture
wherever it appears" — was right when a section was one scene and is wrong now. A section is
a ground, a shot on it and sometimes a pass over that, so what a viewer sees is a
combination, and a scene that is reliably itself is a good ingredient in one. Nineteen
scenes were failing a bar for being consistent.
What replaced it is a level up, and it is the reason the profiles are in the metadata: the
generator weights every layering choice by **structural distance** — how unalike two scenes
measured, on the same descriptor the variety harness compares videos with. Family labels and
the render disagree often enough to matter; two `geometric` scenes can be 0.31 apart and a
`flow` and an `organic` scene 0.04, and stacking the second pair is one picture at double
density. Measured over 436 stacked pairs: **mean distance 0.268, zero near-twins**.
### 14.3 The other end of the frame
The floor had a ceiling missing. Measured across twelve videos, sampling the middle of every
section: **a median 24% of every frame was clipped to pure white, and whole sections
rendered at 100%.** The videos were washed out, and no gate could see it because every guard
on the frame asked whether there was enough in it.
Three causes, all introduced or exposed by §14, in the order they were found:
**The shot was screened over its ground.** Screen is a lightening operator — correct for a
few bright elements over a bed, and over a filled canvas it drives everything toward white.
Replaced with a **lumakey** blend (`passes.js`): the shot's own brightness is its alpha, so
it replaces the ground where it paints and leaves it where it does not, keeping its own
colour instead of adding it to the bed's. Median clipping 24% → 11%.
**The feedback loop was an accumulator.** `cur + hist * decay * amount` settles a still
image at `1/(1 - decay*amount)` times its drawn brightness — **2.3x** at the settings the
generator hands out. Survivable when a frame was a few bright things on black; fatal the
moment every section stood on a filled ground. Turning feedback off took a blown frame from
100% to 34% mean luminance, which is the whole diagnosis in one number. It now divides by
the same gain, at 0.6 rather than 1.0: full normalisation took the lift out along with the
blowout — the median frame fell from 95% painted to 71% and fourteen sections dropped
through the black-frame floor.
**Nothing rolled off.** The grade clipped. A **highlight shoulder** now compresses everything
above 0.75 toward but never to 1. Clipped white is not brightness, it is missing information:
every difference inside it has been deleted.
Rendered, after all three — 74 sections, twelve videos:
```
before after
painted 51% mean 88% mean, darkest 43% (was darkest 0.3%)
clipped white 24% median 0% median, worst 21% (was worst 100%)
luminance 77% median 42% median, worst 80%
```
The gate is now two-ended: `composition · a rendered section is neither black nor blown out`.
**A ground has to survive the song's identity.** Chasing the dark end turned up the same
class of error as §14.1: a ground measured at 61% painted **2%** in one particular video,
because that song's ink treatment is `hollow` — outlines, no fill. Two changes came out of
it. The world is now drawn solid and the song's hand is kept for the subject
(`groundPersonalityFrom`), and eligibility takes the **worst** identity into account as well
as the mean: a ground fills the frame on average and never vanishes. Holding the worst case
to the full 50% would leave *four* castable beds in the library, which is a worse video than
an occasionally dim intro.
**Seven scenes can ground a section** — five geometric, two organic. Every quiet section of
every video stands on one of two beds. Restated from §14.1 because it got worse, not better:
this is the library's largest hole.
### 14.4 Blazing on purpose
Screening the shot over its ground and letting the two brightnesses sum is a real effect — a
drop that goes to paper for eight bars reads as the song peaking. The mistake in §14.3 was
not the effect, it was that the effect was the **default**: every section did it, so a median
quarter of every frame in every video was clipped, and nothing about that said "peak".
It is a decision now. Each director declares a `blaze` appetite — brutalist 0.05 (mass does
not glow), corrupt 0.5 (overload is the subject) — and a section still has to earn one: loud,
and late in the story. Quiet kinds never blaze, because a breakdown that goes white is not a
choice, it is a bug with a rationale. The default composite is the lumakey, which keeps the
shot's own colour.
The ceiling gate matches the intent rather than banning brightness. Per section, only a hard
cap — past about half the frame at full white there is no picture left to read. Across the
population, **no more than a fifth of sections may be hot at all**, which is the number that
actually distinguishes a director choosing to peak from a pipeline with no headroom.
Measured now: **1 of 74 sections blazing**, worst 30% clipped.