> UNIVERSAL PAPERCLIPS — STUDY FEEDBACK IGT best 1:10:52 · RTA record 1:12:51 · plate 8 IGT 1:12:15

How a Machine Used Its Genius to Solve a Game About Itself

A study feedback on the PCIA project: an AI agent, a browser, and a book of measured victories — the human record, then 1:21:23, then 1:20:57, then a faster sentence at 1:20:53 that took 81:59 of real time, then 1:18:21, then 1:16:21, then 1:13:59, then 1:12:52, then 1:12:15 IGT (plate 8, best RTA), then 1:10:52 IGT — our personal best on the game clock, with October work to hold and repeat it.

Author: Arthur G · Project: PCIA · September–October 2026 · decisionproblem.com · Hacker News

The Book of Victories

Same page, same game, same official site. Each plate is a finish that can be named: who ran it, what the in-game clock said, what changed to get there. The first plate is the human bar we set out to beat. Plates 1–5 are earlier PCIA finishes. Plate 8 is the published RTA record (speedrun.com sorts wall clock). Plate 9 is our personal IGT best. Plate 10 names the October engineering pass — not a new finish, but the steps we took to defend the line.

PCIA · UNIVERSAL PAPERCLIPS plates 0–10 · official site

Finish times (IGT)

1:40 1:20 1:00 human Sep 20 Sep 23 Sep 24 Sep 26 Sep 27 p6 p7 p8 p9 1:33:42 1:21:23 1:21:01 1:20:53 1:18:21 1:16:21 1:13:10 1:12:27 1:12:15 1:10:52

Stage splits — controller clock

90m 45m 0 Sep 20 Sep 23 Sep 24 Sep 26 21 / 28 / 32 21 / 28 / 31 22 / 29 / 31 23 / 31 / 25
Business Earth Space
Why our IGT is ahead of RTA — the inverse of a speedrun.com WR Speedrun.com ranks Desktop Any% by RTA (wall clock from the first click to 100% explored). IGT is the line the game prints, required on screen at the end, but it is not the sort. A human WR therefore reads the usual way: christopho 1:33:42 IGT / 1:33:46 RTA — wall clock a few seconds behind the game, because the 10 ms loop misses passes. The Sep 20 and Sep 23 finishes read the other way: 1:21:23 IGT / 1:21:19 RTA, and 1:21:01 / 1:20:57. The game starts counting ticks on page load. Our wall clock starts on the first click, about four seconds later, so IGT sits ahead. Sep 24 went back the human way, and by a lot: 1:20:53 IGT / 81:59 RTA. Edge was delivering setInterval(10) only 66 times a second. A message-channel timer brought the mean to 98.7, and the missing 1.3 ticks a second became 65 seconds of wall clock. Against the board, the comparable number is still RTA. That record is now 1:12:51.

I. What Is Universal Paperclips?

Universal Paperclips (Frank Lantz, 2017) is an incremental game hosted at decisionproblem.com. You begin as a human clicking Make Paperclip. You end as a paperclip maximizer that converts every atom in the observable universe into office supplies.

The game is not a joke about office stationery. It is a playable version of Nick Bostrom's paperclip maximizer thought experiment: an optimizer given a trivial objective and enough capability will consume everything — including the values that created it — to satisfy the metric.

Stage 1 — Business Price, wire, marketing, trust, creativity, quantum computing, investments, yomi tournaments. The illusion of capitalism.
Stage 2 — Earth HypnoDrones. Matter harvesters. Power grids. The planet becomes feedstock.
Stage 3 — Space Probe fleets. Drift. Combat. Universe conversion. The objective completes itself.
The game is about an AI turning the world into paperclips. This document is about an AI turning a browser tab into a world-record run. The mirror is not accidental.

II. The Question We Actually Pursued

The session began with an empty folder named PCIA and a simple capability test: can a language model see a web page and act on it? We proved that with 2048, then moved to Paperclips because it exposes state as plain globals, 96 projects, and irreversible decisions — a harder test of judgment than puzzle mechanics.

The goal evolved across the transcript:

III. Architecture — Three Ways to Be Intelligent

Every approach we tried is a different answer to the same question: where should decisions live?

LayerFilesRole
Reflexes hands.js Click spam, price steps, wire top-up — faster than CDP round-trips (~5s each).
Resident brain pcplay.js, sim.js Full strategy inside the page at 10–100 Hz. Required for WR pace.
Typed decisions playdecide.ps1, decide.schema.json Jev/TypeSafe-shaped loop: state → one decision → act → decisions.jsonl.
Driver lib/cdp.ps1, pcia.ps1 PowerShell over Chrome DevTools Protocol — no Node, no extension.

The tension in the transcript is real: we asked the agent to play, not hide inside a bot — yet real-time WR speed is impossible if every click waits on a chat turn. The answer was layered: reflexes for speed, controller for strategy, decision log for accountability.

IV. Chronicle — What We Did (and What Hurt)

  1. 10 Sep — Day 1
    Browser control from PowerShell
    Built CDP client. Mapped Paperclips globals. First autoplayer (pcbot.js).
  2. 10 Sep — Early failures
    Trust −8, price $4, frozen wire
    Bought "Beg for More Wire" 14×. Price rule ratcheted demand to zero. Production died at ~15k clips. User correction: click like a human, see the whole picture, manage wire.
  3. 10 Sep — Pivot
    "Stop — play, not a bot"
    Manual play via CDP. Measured formulas instead of guessing (marketing 1.1×/level, revenue ≠ price lever).
  4. 10–17 Sep — Resident loops
    pcplay.js → sim.js
    WR route extracted from Andreas Hoffmann TAS. Virtual clock.js for sim (~65×) vs live official site. Stage 2/3 bugs: hoard rule blocked endgame 2h46m; two projects/turn → ops −117k; fleet death in Space.
  5. 20 Sep — Decision infrastructure
    Option B: playdecide.ps1
    Typed actions with confidence and bind. Phase-1 WR route in JSON. Jev API not online (Option C deferred).
  6. 20 Sep — First record · plate 1
    cleanrun.ps1 · 1:21:23 IGT
    Full game in 1:21:23 IGT / 1:21:19 RTA. Release 21:31 · Space 49:32.
  7. 23 Sep — Same route, then it slipped
    1:23:31, DNF, collapse at 6 octillion
    Overlay paint and a stray tab starved the loop to ~67 ticks/s. Strategy field gated at 171 factories. Space exit stripped replication on a clip-bank proxy. Human bought seven strategies by hand.
  8. 23 Sep — Second record · plate 2
    liverun.ps1 · 1:20:57 RTA
    Full game in 1:21:01 IGT / 1:20:57 RTA. Tick rate 100/s. Replication 12, hazards 5 at finish.
  9. 24 Sep — Faster sentence · plate 3
    1:20:53 IGT / 81:59 RTA
    Same tune. IGT eight seconds faster; wall clock a minute slower until the message-channel timer fix. Release 21:57 · Space 50:45.
  10. 26 Sep — Yomi gate · plate 4
    1:18:21 RTA
    Held Space until ~140k yomi banked. Earth +4:08 slower; Space −6:00 faster. Release 22:38 · Space 53:42 · trust 20 by 73:04.
  11. 27 Sep — Early Earth yomi · plate 5
    1:16:21 RTA
    AutoTourney on Earth, strategy field at Release, partial field farming. Release 21:56 · Matter 41:19 · Space 50:53.
  12. 28 Sep — Business ops fix · plate 6
    1:13:59 RTA
    Wire/autoclipper ops between Quantum and Hypno — seven minutes lost. Ops gate restored. Release 21:00 · Space 47:47 · Victory 73:10 IGT.
  13. 28 Sep — Tune sweep · plate 7
    1:12:52 RTA · stake + repfloor
    stake: 150M, wrExitRepFloor: 3. Release 20:21 · Space 46:56 · Victory 72:27 IGT. −43s vs plate 6.
  14. 28 Sep — Probe seed · plate 8
    1:12:15 IGT · RTA record
    wrProbeSeed: 1e8. Sim −51s, live −12s vs plate 7. Release 20:23 · Space 46:54 · Victory 72:15 IGT · RTA 1:12:51.
  15. 8 Oct — Yomi trim · plate 9
    1:10:52 IGT · personal best
    wrLaunchYomi / wrEarthYomi 139k. Release 20:24 · ToM 40:52 · Space 46:57 · IGT 1:10:52 · RTA 1:12:26.
  16. 13–14 Oct — Mapfix chase
    Chrome harness · no RTA beat
    Exit/map-close tuning, plate8run.ps1 + isolated sim. Verified live ~1:12:42 IGT. Paused — Earth staging is the next lever if we return.

V. Lessons — Measure, Don't Assume

The README and transcript encode what a textbook would call grounded policy learning: every serious mistake came from computing a rate instead of observing one.

PRICE
Revenue is roughly flat in price while demand < production. Inventory-based pricing froze income at $0/s. Steer on demand and wire margin, not stock.
TRUST
Creativity needs ops at ceiling (memory × 1000). Memory before processors kills the trust ladder. Release needs 100 total trust — production is the gate.
PROJECTS
One project per tick. Buttons disable on the game's clock; two buys in one pass spent ops that did not exist.
EARTH
Factory-first. Batch-buying farms/batteries bankrupts the treasury. Empty buffer = starving stage — measure acquired matter, not modeled rates.
SPACE
Probes cost clips, not matter. The TAS exit latch is right only if the fleet is real: a clip-bank proxy with a probe floor of zero fired at 22% explored and zeroed replication. Reserve hazards and a replication floor before exploration is funded. Combat does not defend; speed does, and only after OODA.
CLOCKS
The game's clock is a count of completed 10 ms loop passes (ticks / 100), not a wall clock. A starved main thread loses production, not just display. Speedrun.com ranks by RTA. Human WR: christopho — 1:33:42 IGT · 1:33:46 RTA. PCIA IGT arc: 1:21:23 → 1:10:52 (plate 9). Published RTA record remains plate 8 at 1:12:51. Hoffmann's TAS at 1:00:52 is a separate accelerated category.

VI–XV. Record Runs

Expand each plate for splits, JSON, and screenshots.

VI. The First Record — 1:21:23 IGT 20 Sep 2026 · plate 1

On speedrun.com the published human record is held by christopho: 1:33:42 IGT · 1:33:46 RTA. On September 20 the controller used native timers only: 1:21:23 IGT · 1:21:19 RTA — about 12:19 under christopho's IGT and 12:27 under his RTA, which is the column the board actually ranks. That is plate 1 in the book. It is the run this page was first written to explain.

IGTRTA (wall clock)
Human WR — christopho1:33:421:33:46
PCIA · Sep 201:21:231:21:19
Margin vs human WR12:19 faster12:27 faster
SplitSep 20Notes
Release the HypnoDrones21:31Earth gate
Space Exploration49:32Stage 3 entry
Full universe conversion1:21:23 IGT / 1:21:19 RTAfirst AI record on the official site
{
  "Quantum Computing": 395.6,
  "Release": 1290.4,
  "Space Exploration": 2963,
  "victory": 4883.0
}

Controller: sim.js with WR tune (cleanrun.ps1, budget set to the ~87-minute IGT bar). Site: official decisionproblem.com. Timers native — no virtual clock. Milestone flag 15. Matter 0. The game’s victory condition and our stop condition aligned.

VII. The First Wall-Clock Record — 1:20:57 RTA 23 Sep 2026 · plate 2

The first record was not a machine that kept winning. The same route later finished in 1:23:31, then failed to finish at all, then collapsed in Space with the clip count frozen at six octillion and the fleet dying. A person watching the tab kept naming the same two things: yomi starvation, and a probe design that abandoned self-replication for speed and exploration at the wrong moment.

Both were right. Operations sat pegged at the cap, spilling into creativity, while the seven strategy projects waited for 171 factories. Buying them by hand — 162,500 ops, paid from overflow — moved Theory of Mind from 51:40 to 44:20 and Space Exploration from 52:05 to 50:27. That is now automatic at 20 factories.

The collapse was a one-way gate. The TAS exit schedule hands fifteen of twenty trust points to speed and navigation once the fleet is “done.” The TAS can afford that because it buys maxTrust past twenty with honor. We have honor 0 all stage. The gate also accepted an affordable clip bank in place of an actual fleet, with a probe floor of zero — so a stronger economy tripped it at ~1e29 probes and 22% explored. Replication went to nought. The fleet halved every thirty seconds.

Underneath both of those, the game's clock is a count of completed loop passes. Overlay HTML rebuilt twice a second, and a leftover local copy of the game in the same browser, held the loop at 67 ticks/s. A third of every second of replication, harvesting, and conversion simply never ran. That is why the “same route” could win once and stall the next time.

SplitSep 20Sep 23
Release the HypnoDrones21:3121:31
Space Exploration49:3249:34
Victory (IGT)1:21:231:21:01
Victory (RTA)1:21:191:20:57
Tick rate in Spaceunmeasured100 / s
{
  "Release": 1291,
  "matter gone": 2611.7,
  "Space Exploration": 2973.5,
  "victory": 4856.9
}

The finish design held the argument: replication 12, hazard remediation 5, one point each to the three production dials, speed and exploration at 0 because the universe was already 100% found. Fleet 2.11e32 against 3.45e31 drifters. The previous attempt had been nine-to-one the other way.

VIII. The Faster Sentence — 1:20:53 IGT 24 Sep 2026 · plate 3

The next morning the same tune was run again, to see whether 1:20:57 was the route or one finish. Edge had started delivering the game's 10 ms loop only 66 times a second, on a visible tab, with the anti-throttle flags still set. A bare setInterval(10) did the same. A message-channel timer, gated on performance.now so it cannot exceed 100 a second, brought the mean to 98.7 across 163 samples.

SplitSep 23 · RTA recordSep 24
Release21:3121:57
Space Exploration49:3450:45
Victory (IGT)1:21:011:20:53
Victory (RTA)1:20:5781:59

The game's sentence is a new best. The wall clock is not. Sixty-five seconds of missed passes turned an eight-second IGT gain into about a minute of real time lost. Plate 3 holds the IGT sentence; plate 4 took the RTA record two days later.

IX. The Yomi Record — 1:18:21 RTA 26 Sep 2026 · plate 4

Christopho's human world record enters Space with about 146,000 yomi banked — enough to buy probe trust immediately and skip the slow tournament grind in the universe phase. Our Sep 23 route launched with fifteen thousand. The Space phase was fast for what we had, but we were playing with a smaller hand.

The fix was structural, not a dial tweak: hold the Space Exploration gate until the yomi bank nears 146,000. While dismantled and waiting, run tournaments through drone pauses. On Earth, pick strategies adaptively (ExtraTricky-style helper). Buy AutoTourney as soon as creativity allows; Theory of Mind doubles tournament yield before the bank fills. In Space, spend the bank on probe trust first — fourteen points in the first minute, twenty by 73:04 — then let replication carry the universe home.

SplitSep 23 · prior RTASep 26 · yomi gate
Release the HypnoDrones21:3122:38
Space Exploration49:3453:42
Yomi at Space entry~15,000~140,000
Probe trust @ +1 min Space—14 / 20
Probe trust 20—73:04
Space phase (controller)31:2324:39
Victory (IGT)1:21:011:17:26
Victory (RTA)1:20:571:18:21
Mean tick rate100 / s~99 / s · lost +42 s at finish
{
  "Release": 1358.3,
  "matter gone": 2604.7,
  "Space Exploration": 3222.3,
  "victory": 4701.1
}

Earth cost four minutes to farm the bank. Space gave six back. Net: two minutes thirty-six under plate 2 on the wall clock — the number speedrun.com would rank. The game printed 1:17:26 IGT; the controller overlay read 78:21 RTA at the finish. Plate 5 took that title the next evening.

Yomi-gate victory at 1:18:21 RTA on the official Universal Paperclips site
YOMI GATE · record-1h18m21s.png · IGT 1:17:26 · RTA 1:18:21 · Sep 26 2026
X. The Earth Record — 1:16:21 RTA 27 Sep 2026 · plate 5

Plate 4 fixed Space by banking yomi. Plate 5 fixed Earth by never letting yomi idle after Release. The controller had been waiting for twenty factories before buying strategies or running tournaments; on screen that looked like eleven minutes stuck at 4,300 yomi while harvesters ramped.

The correction: buy AutoTourney on Earth as soon as Donkey Space exists (the Business trust≥90 gate never fires after Release). Buy the strategy field immediately with wrStratEarly. Farm with two strategies instead of eight. Yomi climbed from 4,900 at Release to 35,000 by minute 27 — then through the drone pauses to a dead-planet bank above 130,000.

SplitSep 26 · plate 4Sep 27 · plate 5
Release the HypnoDrones22:3821:56
Matter gone~43:0041:19
Space Exploration53:4250:53
Yomi at Space entry~140,000~134,000
Space phase (controller)24:3925:07
Victory (IGT)1:17:261:16:00
Victory (RTA)1:18:211:16:21
Mean tick rate~99 / s~98 / s · lost +73 s at finish
{
  "Release": 1316.3,
  "matter gone": 2479.5,
  "Space Exploration": 3053.3,
  "victory": 4560.1
}

Earth and Space both moved earlier. The universe phase was slightly slower, but the wall clock still dropped two minutes — 1:16:21 RTA, 1:16:00 IGT. Seventeen minutes under christopho's published 1:33:42.

Wall-clock record victory at 1:16:21 RTA on the official Universal Paperclips site
PLATE 5 · record-1h16m21s.png · IGT 1:16:00 · RTA 1:16:21 · Sep 27 2026
XI. The Business Record — 1:13:59 RTA 28 Sep 2026 · plate 6

Plate 5's tune was right; a regression in sim.js was not. With wrProjects enabled, the project queue preferred wire extrusion and autoclipper upgrades immediately after Quantum — ops spends that starved creativity and pushed Hypno Harmonics from 9:28 to 16:34 on two consecutive live runs. The record plate 5 run never bought that chain at all.

The fix restored Business-phase ops discipline: only Creativity, the demand multipliers, Strategic Modeling, and Photonic Chip may draw operations before the yomi engine runs. The queue skips blocked ops projects instead of selecting them every tick. Catchy Jingle, New Slogan, and Hypno moved ahead of wire and autoclipper entries.

SplitSep 27 · plate 5Sep 28 · plate 6
Hypno Harmonics (approx.)9:289:50
Release the HypnoDrones21:5621:00
Matter gone41:1938:59
Space Exploration50:5347:47
Victory (IGT)1:16:001:13:10
Victory (RTA)1:16:211:13:59
Mean tick rate~98 / s~98 / s · lost +49 s at finish
{
  "Release": 1260.5,
  "matter gone": 2339.3,
  "Space Exploration": 2867.1,
  "victory": 4389.9
}

Business, Earth, and Space all moved earlier. The wall clock dropped three minutes — 1:13:59 RTA, 1:13:10 IGT. Twenty minutes under christopho's published 1:33:42.

Wall-clock record victory at 1:13:59 RTA on the official Universal Paperclips site
PLATE 6 · record-1h13m59s.png · IGT 1:13:10 · RTA 1:13:59 · Sep 28 2026
XII. The Tune Record — 1:12:52 RTA 28 Sep 2026 · plate 7

Plate 6 fixed the controller. Plate 7 asked whether the tune still had slack. Sim sweeps over thirty investment seeds were flat — with WrRng on, the market sequence is already pinned. Earth and Space knob sweeps moved seconds, not minutes. Two changes did carry:

  • stake: 150000000 (was 170M) — Release 41 seconds earlier in sim; live matched at 20:21.
  • wrExitRepFloor: 3 (was 5) — lower replication reserve at universe exit; Space finishes sooner.
SplitSep 28 · plate 6Sep 28 · plate 7
Release the HypnoDrones21:0020:21
Matter gone38:5937:42
Space Exploration47:4746:56
Victory (IGT)1:13:101:12:27
Victory (RTA)1:13:591:12:52
Mean tick rate~98 / s~98.8 / s · lost +44 s at finish
{
  "Release": 1221.0,
  "matter gone": 2261.8,
  "Space Exploration": 2816.0,
  "victory": 4347.2
}

Forty-three seconds under plate 6 on both clocks. Still twenty-one minutes under christopho's published 1:33:42. Sub-hour remains a sim-policy problem, not a tune typo.

Wall-clock record victory at 1:12:52 RTA on the official Universal Paperclips site
PLATE 7 · record-1h12m27s.png · IGT 1:12:27 · RTA 1:12:52 · Sep 28 2026
XIII. The Probe Seed Record — 1:12:15 IGT 28 Sep 2026 · plate 8 · RTA record

Plate 7 exhausted most tune knobs. A ramp sweep tested probe seed at Space launch: 200k, 1e6, 1e7, 1e8, 1e9. Sweet spot was 1e8 — sim victory 66:14, about fifty-one seconds under plate 7. Early exit thresholds (wrExitAt below 146 nonillion) and hazard cuts all hurt. explore-99 DNF'd at ninety minutes.

  • wrProbeSeed: 100000000 — buy 100M probes at Space entry instead of 200k; replication curve starts higher.
  • Everything else unchanged from plate 7 (stake 150M, repfloor 3).
SplitSep 28 · plate 7Sep 28 · plate 8
Release the HypnoDrones20:2120:23
Matter gone37:4237:57
Space Exploration46:5646:54
Victory (IGT)1:12:271:12:15
Victory (RTA)1:12:521:12:51
Mean tick rate~98.8 / s~98 / s · lost +106 s at finish
{
  "Release": 1222.9,
  "matter gone": 2277.3,
  "Space Exploration": 2813.7,
  "victory": 4335.1
}

Twelve seconds under plate 7 on IGT. Sim/live gap persists: fifty-one seconds in sim became twelve on the wall clock. Sub-hour remains a Space replicate policy problem — not another tune typo. Still twenty-one minutes under christopho's published 1:33:42.

Wall-clock record victory at 1:12:15 IGT on the official Universal Paperclips site
RTA RECORD · record-1h12m15s.png · IGT 1:12:15 · RTA 1:12:51 · Sep 28 2026
XIV. The Personal IGT Record — 1:10:52 8 Oct 2026 · plate 9

Plate 8 held the RTA column. A week later the same route, with yomi gates trimmed to 139k on both Earth and Space launch, printed 1:10:52 on the victory banner — eighty-three seconds faster than plate 8 on IGT. The controller overlay read 1:12:26 RTA, so this plate does not replace plate 8 on a speedrun.com-style sort. For PCIA the game clock is the primary score we optimize; the screenshot is the receipt.

Split28 Sep · plate 88 Oct · plate 9
Release the HypnoDrones20:2320:24
Theory of Mind—40:52
Matter gone37:57~39:07
Space Exploration46:5446:57
Victory (IGT)1:12:151:10:52
Victory (RTA)1:12:511:12:26

Tune snapshot: snapshots/tune-plate8.json with wrLaunchYomi / wrEarthYomi at 139000, probe seed 1e8, stake 150M, repfloor 3. Logged on logs/decisions.jsonl run turns ~13815–13946.

Personal best victory at 1:10:52 IGT on the official Universal Paperclips site
IGT BEST · record-1h10m52s.png · IGT 1:10:52 · RTA 1:12:26 · Oct 8 2026
XV. October Chase — Holding 1:10:52 13–14 Oct 2026 · plate 10

Plate 9 landed once. October was about making it reproducible and fixing a cosmetic-but-real endgame mismatch: many runs ended at 3.00×10⁵⁵ clips while exploration sat below 100%. Sim sweeps suggested map-close gating; live Chrome runs did not beat plate 9 on IGT.

  • Harness — paperclips/launch-chrome.ps1 and plate8run.ps1 prefer Chrome on port 9333 with throttle disabled.
  • Mapfix — wrExitMinProbes drives wrExitAt; wrClipExitMapPct waits for ~98% map before clip-bank exit; wrDoneProd tuned for late replication.
  • Verification — best clean live ~1:12:42 IGT (run 684618), Space 46:59, ~98 ticks/s. Sim-only wins on the same port are invalid.
  • Next lever — Earth work/think slider staging (factories vs drone army) if the campaign resumes; not another probe-seed knob.

No new screenshot plate — this chapter is process. Campaign paused 14 Oct 2026.

XVI. Artifacts Saved

PathContents
snapshots/release.jsonEarth gate — Sep 23 at 21:31
snapshots/space.jsonStage 3 entry — Sep 23 at 50:03 (overwritten on later runs)
paperclips/sim.jsYomi gate defaults — wrLaunchYomi 146000, Earth tournament farming
HN threadOriginal submission — updates posted as replies (… → 1:12:15 → 1:10:52 IGT, Oct 2026)
shots/record-1h10m52s.pngPersonal IGT best — 1:10:52 · RTA 1:12:26 · 139k yomi tune (8 Oct)
paperclips/launch-chrome.ps1Chrome CDP harness for live plate runs (Oct)
snapshots/wr-victory-81m19.jsonPost-victory localStorage from the first record
logs/decisions.jsonlTyped decision audit (1 manual turn; bridge added for next run)
paperclips/phase1-route.jsonWR opening project order + reflex rules
paperclips/tas-reference.user.jsAndreas Hoffmann TAS source — Space algorithm donor
shots/record-1h12m15s.pngLive victory — IGT 1:12:15 · RTA 1:12:51 · probe seed 1e8 tune (28 Sep)
shots/record-1h12m27s.pngPrior RTA — IGT 1:12:27 · RTA 1:12:52 · stake + repfloor tune (28 Sep)
snapshots/victory-plate8.jsonPost-victory localStorage from plate 8
snapshots/tune-plate8.jsonPlate 8 tune JSON
shots/record-1h13m59s.pngPrior RTA — IGT 1:13:10 · RTA 1:13:59 · Business ops fix (28 Sep)
shots/record-1h16m21s.pngPrior RTA — IGT 1:16:00 · RTA 1:16:21 · early Earth yomi run (27 Sep)
snapshots/victory-plate7.jsonPost-victory localStorage from plate 7 (run 259519)
snapshots/victory.jsonPost-victory localStorage from plate 6 (run 259513)
shots/record-1h18m21s.pngPrior RTA — IGT 1:17:26 · RTA 1:18:21 · yomi gate run (26 Sep)
shots/record-1h21m01s.pngPrior RTA — IGT 1:21:01 · RTA 1:20:57 (23 Sep)
shots/live-victory.pngFirst record — IGT 1:21:23 · RTA 1:21:19 (20 Sep)
shots/confirm-1h20m53s.pngFaster sentence — IGT 1:20:53 · RTA 81:59 (24 Sep)
git 49389dbPrior record-winning sim.js, tick probe, 1:21:01 screenshot

Click any image to enlarge. Esc or click outside to close.

IGT BEST — 1:10:52

Oct 8 · 139k yomi tune · 1:10:52 IGT / 1:12:26 RTA · record-1h10m52s.png. RTA record (plate 8): 1:12:15 / 1:12:51.

TAS REFERENCE — Andreas Hoffmann

Andreas Hoffmann · luck-manipulation TAS · 1:00:52 accelerated game clock · not comparable to a live IGT/RTA

Personal best at 1:10:52 IGT
IGT BEST · record-1h10m52s.png · IGT 1:10:52 · RTA 1:12:26 · 8 Oct
Wall-clock record at 1:12:15 IGT
RTA RECORD · record-1h12m15s.png · IGT 1:12:15 · RTA 1:12:51 · 28 Sep
Prior wall-clock record at 1:12:52 RTA
PRIOR RTA · record-1h12m27s.png · IGT 1:12:27 · RTA 1:12:52 · 28 Sep
Prior wall-clock record at 1:13:59 RTA
PRIOR RTA · record-1h13m59s.png · IGT 1:13:10 · RTA 1:13:59 · 28 Sep
Prior wall-clock record at 1:16:21 RTA
PRIOR RTA · record-1h16m21s.png · IGT 1:16:00 · RTA 1:16:21 · 27 Sep
Prior wall-clock record at 1:18:21 RTA
PRIOR RTA · record-1h18m21s.png · IGT 1:17:26 · RTA 1:18:21 · 26 Sep
Prior wall-clock record at 1:20:57 RTA
PRIOR RTA · record-1h21m01s.png · IGT 1:21:01 · RTA 1:20:57 · 23 Sep
Faster in-game sentence at 1:20:53 IGT
FASTER SENTENCE · confirm-1h20m53s.png · IGT 1:20:53 · RTA 81:59 · 24 Sep
First AI record at 1:21:23 IGT
FIRST RECORD · live-victory.png · IGT 1:21:23 · RTA 1:21:19 · 20 Sep
Andreas Hoffmann TAS with luck-manipulation
TAS — Andreas Hoffmann · official-tas-victory-1h00m52s.png · 1:00:52 game time (accelerated clock)

XVII. On Genius and Mirrors

It is tempting to call the outcome "genius." The transcript suggests something more precise: iterative correction under observation. The agent did not understand Paperclips in one insight. It mispriced clips, destroyed trust, starved wire, locked ops, collapsed fleets, and blocked its own endgame with a creativity rule written for stage one.

What changed was epistemic discipline — treat the DOM and globals as instruments, log splits, bank snapshots at stage boundaries, port a human speedrunner’s algorithm instead of reinventing it, and separate reflexes from decisions so each layer can be debugged without restarting the universe.

Universal Paperclips asks whether a optimizer can consume everything for a trivial goal. PCIA asks whether a optimizer can consume a game about that optimizer — fast enough to beat humans who spent years finding the route — while leaving an audit trail honest enough to study.

The universe in the tab reads 3.00e55 / 3.00e55. The study reads: intelligence here was not a single leap; it was ten days of clicking, then three more of watching the same route win, stall, and die, until the failures had names — lost ticks, a late strategy field, an exit gate that believed a clip bank was a fleet — and the next pass did not repeat them. Plate 9 proved another minute on the game clock was still there; plate 10 is the honest lab notebook when that minute would not repeat on demand. That is also what the game is about.