Draw freight on the card, and teach the bot to build a railroad

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Jesse
2026-08-04 04:59:23 -04:00
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@@ -10,6 +10,290 @@ The target is 20 Revenue over 5 Days.
## Unreleased
### Rolling stock was leaving the game
Four things were tried against bot revenue. **One of them was worth more than everything else in
this changelog combined, and it is the one that had been ranked third and predicted not to matter.**
**The Classification Yard was write-only.** Seven places pushed cars into it — retired trains,
collisions, unjams, set-outs — and nothing in the engine ever read it. Rolling stock drained one way
out of the game: 30 cars dead by the end of a game, **37% of the 80 dealt at setup**. Gap 2c says
engines and cabooses return to the Division Yard and everything else to Classification; the
recovered rules never say how Classification empties.
**ASSUMPTION, flagged rather than derived:** sorting cars for redistribution is what a
classification yard is for, and a Day is its natural cycle, so they now return at the Day boundary.
This is a rules decision that wants confirming against the source.
Paired over 400 seeds: **+2.32 ± 0.52, t = 8.79**, 194 seeds better against 44. Revenue 6.70 → 9.02.
Why it was mis-ranked is worth recording. The Division Yard does not run *dry* in five Days — 16.6
loaded freight cars remain, empty in 2 games of 100 — so it was reasoned that supply could not be
binding. The aggregate was never the point: what starves freight is not having the RIGHT commodity
at the moment a green box needs stocking, and returning classified cars keeps the mix alive.
### Three things that did not work, kept because the measurement is the result
Measured paired over the same 400 seeds, which is the only way to see effects this size.
**Capping the draw option: worth nothing.** 62% of all Local Operations actions went to drawing and
12.6 of 29 cards drawn were discarded, so a draw into a full hand converts straight into a discard.
Refusing it: **-0.10 ± 0.13**, and 379 of 400 seeds byte-identical. The branch almost never fires.
**Pairing the two halves of a load: worth nothing.** Sampling every outbound industry at every
loadUnload phase, 76% of the time it had NEITHER a stocked green box NOR a spotted car, and only 5%
of Stages had a single workable facility. Letting the bot switch for a stocked box without waiting
for a train at the Office changed nothing measurable — folded into the -0.10 above. The diagnosis
was right and the prescription did not address it: there is usually nothing to switch.
**Waking a dead branch made things worse.** `chooseLocalOption` tested
`options.some(i => i.type === 'mainline.modify')`, but that intent requires `s.turn.option === 'draw'`
and the test runs while the option is still null — `legalActions` had already filtered it out, so the
branch could never fire and never had. Rewriting it to check the hand cost **-0.64 ± 0.32
(t = -3.90)**, 104 seeds worse against 35. Its comment claimed the value compounds like a train
card's; it does not. The branch is now deleted, with the measurement in its place.
**The Enhancements other than Interlocking are worth exactly nothing** — and cost nothing either:
**-0.01 ± 0.41 (t = -0.04)** when the bot is forbidden to place any of them. Left as they are; there
is nothing to gain by restricting them. Note the first attempt at this experiment showed 0/400 seeds
changed, which was the experiment failing rather than the answer: a `card.play` fallback with no
placement filter was still placing them.
| | before | after |
| --- | --- | --- |
| revenue (200 games) | 6.7 | **8.7** |
| wins | 6.5% | **12%** |
| freight loads | 2.8 | 3.2 |
| cars dead in the Classification Yard | 28.4 | **~0** |
### A Running Track with nowhere to put an Enhancement
Every penalty in the game has one cause. Across 100 games, all 48 were `collision: no free A/D
track` — 2.70 revenue a game, **27% of gross**, concentrated in about a fifth of games and
responsible for the −47 tail.
The rules already answer it. Interlocking prints "may stop an inbound train on the Limit Track", and
`advance.ts:621` holds the train at the Limits instead of colliding. **It had never once been
placed.** Nor had any train ever been held at the Limits.
The reason was structural and nothing to do with Interlocking. The bot builds minimal two-arc
run-arounds — an `ne` arc meets an `nw` arc directly — so it never needed a straight and laid none:
**0.00 straights on the Running Track across 100 games.** Interlocking, Water Column and Telegraph
all require one; Yard Office and Small Yard want a Secondary Track Straight; Telephone and Radio
chain off Telegraph. Thirteen of the eighteen Enhancement cards that go on the board were
unplayable. They were drawn 3.78 a game and placed 0.64.
`bestTrackLay` now scores one straight onto the Running Track. Enhancements placed went 0.64 → 3.01
across nine types where only Overpass had ever appeared, and Interlocking now reaches the board in
about a quarter of games.
**On whether it pays — measured properly, and the answer is qualified.** Revenue per game has a
standard deviation of ~9, so a 100-game run carries roughly ±1.0 of noise. Run against the same 400
seeds, paired:
| | without | with |
| --- | --- | --- |
| revenue | 5.99 | **6.70** |
| collisions cost | 2.70 | **1.91** |
| worst single game | −47 | **−24** |
| most collisions in a game | 10 | 6 |
| wins | 5.3% | 6.5% |
Paired per-seed the change is **+0.70 ± 0.74 (95% CI), t = 1.87** — not significant on its own. And
154 seeds improved against **165 that got worse**: the mean gain comes from removing catastrophes,
not from making a typical game better. What justifies keeping it is that the mechanism is measured
directly and accounts for the whole effect — collision cost falls 0.79, and revenue rises 0.70.
**A correction to the numbers already in this file.** The per-100-game revenue figures reported for
the earlier changes carry the same ±1.0 noise, so the individual steps (5.0 → 6.0 → 6.5) were stated
more precisely than the sample supports. The cumulative move from 3.2 to ~6.7 is far larger than the
noise and stands; the individual increments should be read as indicative only.
### The bot was throwing away its own freight
**Routing turned out not to be the problem, which is why it was worth measuring first.** Of 1650
drops across 100 games, 940 (57%) landed on a facility that wanted the car and **zero** landed on
one that did not. The crew makes 9.4 correctly-targeted drops a game; the one-move-only destination
test costs nothing measurable. "70% of waiting loads have nothing spotted" was a misleading signal —
the cars arrive.
Following the freight from the other end found the leak. Loads were being **destroyed**:
stockToOutbound 9.45/game
loadStarted 2.71/game
facilityUnjammed 3.10/game from outbound <- healthy waiting loads, discarded
`facilityUnjammed` from `outbound` splices the load out of the green box and pushes it to the
classification yard. That load cost a Local Operations action to stock, so discarding it is strictly
negative — and the bot did it more often than it started a load.
**Two fallbacks meeting, and the root cause is a familiar one: two rules for one act.**
`canStockProductively` decided the Freight Agent option was worth taking if a matching empty car was
spotted. The engine's `stockOutbound` additionally requires a **loaded car of that commodity in the
Division Yard** — which the predicate never checked. So the option was chosen believing a box could
be stocked when none could; the follow-through then found nothing stuck, nothing to clear and
nothing stockable, and fell through to "clear whatever is stuck" with nothing stuck.
Fixed by making the predicate ask the same question the engine does, by no longer using Freight
Agent as the idle default (switching at worst moves the crew toward the Office, which a train must
reach to depart at all, §8.1), and by ordering the last-resort unjam by what it costs to lose —
MEN|AT|WORK first, then the red box whose Revenue is already banked, and the green box last.
| | cars fixed | freight kept |
| --- | --- | --- |
| loads discarded from a green box | 3.10 | **0.00** |
| revenue | 6.0 | **6.5** |
| wins | 5/100 | **8/100** |
| trains scheduled | 3.0 | 3.4 |
| cards played | 16.6 | 19.3 |
**The gain is development, not freight.** Loads started held at 2.70 and freight revenue at 2.6 —
the recovered Local Operations actions went into drawing and switching rather than into the freight
chain. Green-box stocking fell 9.45 → 6.34 because the bot no longer stocks boxes it cannot serve.
The regression test asserts outbound unjams stay at zero *and* that genuine MEN|AT|WORK jams are
still cleared, so gutting the fallback would not pass it.
### Half the industries never asked for a car
Freight had not moved through two rounds of fixing the district, and this is why: **three of the six
industries were invisible when the bot chose what to put on a train.**
`wantedCars` consulted a hand-written `industry -> car type` switch that had drifted from the sheet.
It named `produceShed` and `oilRefinery` — neither is an industry — and omitted `freightHouse`,
`refinery` and `packingSheds`, which are. An industry it could not name returned null and was
skipped entirely, so it never requested a car. The Refinery is the only source of tank traffic, so
tank cars boarded a train 0.07 times a game and were **dropped by a crew zero times in 100 games**,
while 23 of 79 waiting loads sat at an industry that wanted one.
It now derives the commodities from `INDUSTRY_PROFILES`, which is the sheet. The switch is deleted
rather than corrected — a second copy of the mapping is the bug, not the values in it.
**A second, narrower collapse.** `facilityCarType` returned `carTypes[0]`, so the second commodity
of a two-commodity industry was unreachable: a Power Plant burns coal OR oil, a Grocer's Warehouse
receives dry goods OR perishables. `facilityCarTypes` (plural) now returns the full set, and the
bot's spotting and switching checks accept any of them.
Worth stating precisely: the engine's `WRONG_CAR_TYPE` gate was corrected to use the full set too,
but that changes nothing today — both two-commodity industries are inbound-only, so
`freightAgent.stockOutbound` rejects them before the commodity is examined. That fix is latent. The
measured gain is entirely the bot side.
| | facilities fixed | cars fixed |
| --- | --- | --- |
| revenue | 5.0 | **6.0** |
| wins | 1/100 | **5/100** |
| freight revenue | 1.3 | **2.6** |
| freight share of gross | 25% | **37%** |
| loads completed | 1.27 | **2.60** |
| tank cars dropped | **0.00** | **0.62** |
| reefers dropped | 0.04 | 0.67 |
Both regression tests were checked against the bug they guard: restoring the stale map fails the
tank assertion, and collapsing `carTypes` to its first entry fails the profile assertion.
**Still 70% of waiting loads have nothing spotted at all.** The commodity mix is right now; the
volume reaching the industry tracks is not. That is a routing question — which facility the crew
takes a car to — rather than a car-choice one.
### Putting the industries on the siding
The run-arounds were being built and the industries were somewhere else — facilities sitting on one
stayed at **0.00 a game** even at 91 districts in 100 with a closed loop. The cause was blunt:
facility placement was `options.find(i => i.placement !== undefined)`, the first legal square the
generator happened to list, unscored, while track laying had sixty lines of scoring beside it.
**Facilities are now scored**, on the thing that decides whether a crew can serve them at all: a
placement in line with a siding still being built becomes part of the loop itself (its own through
track is a segment), so the crew reaches it from either end and can pass its standing cars (§A.5).
Merely touching reachable track is worth less; the Running Track is a penalty, because a car left
standing there is hit by the next arrival (§11.2).
**A second bug surfaced immediately, and it is the interesting one.** Scoring facilities onto the
siding row sent run-arounds *down*, 91 games in 100 to 36 — the industry took the square and the
loop stopped closing around it. `runsAcross` tested the card's KIND ("a track straight running
east-west"), so an industry standing in the line read as a dead end and the run refused to extend
through it. It now asks the card's PORTS instead. A Facility carries its own rails (§11.2), and so
do the Office and a Limits sign; what matters is whether a port faces this way.
The reachability walk is now shared between track laying and facility placement rather than written
twice — two copies would eventually disagree about whether a district connects, which is the one
thing both decisions rest on.
| | before sidings | sidings fixed | facilities fixed |
| --- | --- | --- | --- |
| facilities on a run-around | 0.00 | 0.00 | **1.08** |
| games with a run-around | 0/100 | 91/100 | 71/100 |
| revenue | 3.2 | 4.1 | **5.0** |
| collisions | — | — | 0.4 (was 0.6) |
| track pieces spent | 19.5 | 16.1 | 13.6 |
Run-arounds fall from 91 to 71 because facilities now compete for the siding squares — which is the
trade being made deliberately: a loop with an industry on it is worth more than an empty one.
**Freight did not follow.** Loads completed 1.42 → 1.27 and freight's share of gross 31% → 25%; the
revenue gain is passengers and fewer collisions. Of facilities holding a load, 77% still have
nothing spotted at all. The industries are now reachable and the right cars still are not arriving —
which is the car-selection problem in TODO, untouched by any of this.
### The bot was building stubs, not sidings
**Measured first: 0 run-arounds in 100 games.** A run-around is the engine's own definition of a
useful siding (`track.ts`) — double-ended, both ends reaching the main, and §A.5's facing-point move
is impossible without one. Every district the bot built was dead-end stubs, 3.86 of them a game,
plus 2.89 cards below the main that reached nothing at all. Before trusting a zero the detector was
handed a run-around built on purpose and found it from both ends.
**Three bugs, all the same shape: scoring on local form without checking it reaches anything.**
- The +12 rule was commented "close the loop back up to the main: the run-around is complete" and
only tested that a neighbour ran east-west — never that the card above had a south port to join.
The siding terminated in an arc pointing north into empty space. It now requires a way up above,
asked of the engine's `hasPort` so the Office counts too; `divergesSouth` had looked for a turnout
and missed the one way down that is on every board. An arc's facing also decides what it meets —
`nw` joins west, `ne` joins east — so closing from the wrong side connected nothing.
- The east-west extension had no stopping condition, so the run went on past the last column it
could rejoin at, in 96 of 100 games. The loop then missed by one card.
- **`bestTrackLay` never declined.** This was the one that actually mattered, and the first two
fixes barely moved the overshoot without it: the function returned its best-scoring option
unconditionally, so once the useful squares were taken it kept laying track because track was
legal. Bonuses are now tracked apart from the distance score, and a piece that earns none is not
laid — the Stage falls through to playing a card instead.
Anchors also have to be reachable from the main now. A stranded east-west straight made both its
neighbours look like legal extensions, so a fragment joined to nothing grew in both directions.
| | before | after |
| --- | --- | --- |
| games with a run-around | **0/100** | **91/100** |
| track laid east of the last way up | 96/100 | **0/100** |
| track pieces spent | 19.5 | 16.1 |
| revenue | 3.2 | **4.1** |
| freight revenue | 2.6 | **3.8** |
| cars dropped | 11.6 | 20.9 |
| loads completed | 0.99 | 1.42 |
Two regression tests, both walking the district with the engine's own `exitsFrom` so they cannot
credit a connection §A.1 forbids: one asserts run-arounds get closed, the other that no track is
spent east of the last column with a way up.
**Still open.** Facilities sitting *on* a run-around: 0.00. The loops get built and the industries
are not on them, so the run-around is not yet paying for itself in freight — which is the next
thread, not a finished one.
### Freight, drawn where the work happens
**The load pipeline moved onto the card.** A load crosses green → `MEN | AT | WORK` → a spotted car,
and that journey *is* freight. It was drawn only in the side panel, so a Laborer action — the whole
of the freight game — changed nothing on the card the player was looking at. The squares now sit
under the track, which is where the printed cards put them and why they are printed at all. The
tooltip names the same thing in words: which square the load is on, and what the next Laborer action
does with it.
**A collision found while placing them.** `overpass` and `facingPointLocks` are placed `onCard`, so
they can land on a facility, and the enhancement label's baseline ran straight through the new
squares. The label moved into the gap between the crew tray and the pipeline; a test now asserts the
two do not overlap rather than trusting the two constants to stay apart.
### Teaching the bot to use a siding
**Nose coupling, which the rules had and the engine did not.** §A.3: "engines also have couplers on