HUSTLE SIM BENCHMARK · FRESH START

GPT-6.1 Sol on Fresh start run 1

Reached $1M earned in 22m 03s of game time, against 17m 30s for the game's best line (Best income per dollar) from the same start. All of GPT-6.1 Sol's runs.

RESULTReached the goal

GAME TIME22m 03s

BEST LINE17m 30s

SCORE79

DECISIONS10

REFUSED0 of 55

MODEL TIME3.5 min

COST$0.215 (API-equivalent)

TOKENS IN / OUT123,842 / 4,867

REQUESTS10

Lifetime earnings at each decisionWhat the run had earned each time the model was asked, on a log scale. Dashed lines mark the goal and the game time the best game strategy needed from the same start.

The game's strategies on this run

Player	Game time to the goal	Score
GPT-6.1 Sol	22m 03s	79
Best income per dollar	17m 30s	100
Deepen first	19m 49s	88
Cheapest thing available	29m 30s	59
Chase speed milestones	44m 28s	39
Unguided (seed 3)	12h 31m	2
Automate everything	13h 55m	2
Collect first	17h 15m	2
Unguided (seed 1)	18h 29m	2
Unguided (seed 2)	1d 15h	1
Perks before levels	3d 23h	0

Every decision

Where the run stood when the model was asked, the actions it gave, what each cost or why the game refused it, and how far the clock moved while it saved up. The run file carries an arcade-session/1 envelope: the seed, start and these actions replay this exact run at Hustle Sim commit a295bad.


<actions>
BRAINSTORM
</actions>
<actions>
LEVEL 1 1
LEVEL 1 1
LEVEL 1 1
LEVEL 1 1
LEVEL 1 1
LEVEL 1 1
LEVEL 1 1
LEVEL 1 1
LEVEL 1 1
LEVEL 1 1
BRAINSTORM
</actions>
<actions>
PICK plasma
BOOST dogwalking
LEVEL dogwalking NEXT
HELPER dogwalking
BRAINSTORM
</actions>
<actions>
PERK 1 cash
PERK 1 quality
PICK clipping
BRAINSTORM
</actions>
<actions>
PICK delivery
BRAINSTORM
</actions>
<actions>
PICK ugc
PERK dogwalking premium
LEVEL dogwalking 10
BOOST plasma
PERK plasma juice
PERK plasma premium
LEVEL plasma NEXT
HELPER plasma
</actions>
<actions>
LEVEL dogwalking 1
LEVEL dogwalking 1
LEVEL dogwalking 1
PERK dogwalking reputation
LEVEL dogwalking 1
LEVEL dogwalking 1
LEVEL dogwalking 1
LEVEL dogwalking 1
LEVEL dogwalking 1
LEVEL dogwalking 1
LEVEL dogwalking 1
LEVEL dogwalking 1
LEVEL dogwalking 1
LEVEL dogwalking 1
LEVEL dogwalking 1
LEVEL dogwalking 1
PERK dogwalking empire
</actions>
<actions>
LEVEL dogwalking 8
PERK dogwalking signature
LEVEL dogwalking 3
</actions>
<actions>
LEVEL dogwalking 1
PERK plasma gold
PERK plasma iron
</actions>
<actions>
WAIT
</actions>

Decision	Clock	Earned	Income	Actions	Clock moved
1	0s	$0$100 cash	$0/s0 hustles	BRAINSTORM$100	5s	Reply <actions> BRAINSTORM </actions>
2	5s	$0$0 cash	by hand1 hustle	LEVEL 1 1$4 LEVEL 1 1$5 LEVEL 1 1$5 LEVEL 1 1$6 LEVEL 1 1$7 LEVEL 1 1$8 LEVEL 1 1$10 LEVEL 1 1$11 LEVEL 1 1$13 LEVEL 1 1$15 BRAINSTORM$25	27s	Reply <actions> LEVEL 1 1 LEVEL 1 1 LEVEL 1 1 LEVEL 1 1 LEVEL 1 1 LEVEL 1 1 LEVEL 1 1 LEVEL 1 1 LEVEL 1 1 LEVEL 1 1 BRAINSTORM </actions>
3	32s	$119$10 cash	by hand1 hustle	PICK plasma BOOST dogwalking$30 LEVEL dogwalking NEXT$802 HELPER dogwalking$40 BRAINSTORM$1,500	1m 48s	Reply <actions> PICK plasma BOOST dogwalking LEVEL dogwalking NEXT HELPER dogwalking BRAINSTORM </actions>
4	2m 20s	$2,822$340 cash	$62/s2 hustles	PERK 1 cash$150 PERK 1 quality$500 PICK clipping BRAINSTORM$4,500	59s	Reply <actions> PERK 1 cash PERK 1 quality PICK clipping BRAINSTORM </actions>
5	3m 19s	$8,098$467 cash	$91/s3 hustles	PICK delivery BRAINSTORM$13,500	2m 29s	Reply <actions> PICK delivery BRAINSTORM </actions>
6	5m 48s	$21,601$470 cash	$91/s4 hustles	PICK ugc PERK dogwalking premium$2,500 LEVEL dogwalking 10$3,408 BOOST plasma$73 PERK plasma juice$225 PERK plasma premium$750 LEVEL plasma NEXT$2,131 HELPER plasma$493	1m 16s	Reply <actions> PICK ugc PERK dogwalking premium LEVEL dogwalking 10 BOOST plasma PERK plasma juice PERK plasma premium LEVEL plasma NEXT HELPER plasma </actions>
7	7m 04s	$30,728$17 cash	$179/s5 hustles	LEVEL dogwalking 1$731 LEVEL dogwalking 1$855 LEVEL dogwalking 1$1,000 PERK dogwalking reputation$10,000 LEVEL dogwalking 1$1,170 LEVEL dogwalking 1$1,369 LEVEL dogwalking 1$1,602 LEVEL dogwalking 1$1,874 LEVEL dogwalking 1$2,193 LEVEL dogwalking 1$2,566 LEVEL dogwalking 1$3,002 LEVEL dogwalking 1$3,512 LEVEL dogwalking 1$4,109 LEVEL dogwalking 1$4,807 LEVEL dogwalking 1$5,624 LEVEL dogwalking 1$6,581 PERK dogwalking empire$50,000	4m 20s	Reply <actions> LEVEL dogwalking 1 LEVEL dogwalking 1 LEVEL dogwalking 1 PERK dogwalking reputation LEVEL dogwalking 1 LEVEL dogwalking 1 LEVEL dogwalking 1 LEVEL dogwalking 1 LEVEL dogwalking 1 LEVEL dogwalking 1 LEVEL dogwalking 1 LEVEL dogwalking 1 LEVEL dogwalking 1 LEVEL dogwalking 1 LEVEL dogwalking 1 LEVEL dogwalking 1 PERK dogwalking empire </actions>
8	11m 24s	$131,746$40 cash	$883/s5 hustles	LEVEL dogwalking 8$113,738 PERK dogwalking signature$250,000 LEVEL dogwalking 3$95,671	6m 41s	Reply <actions> LEVEL dogwalking 8 PERK dogwalking signature LEVEL dogwalking 3 </actions>
9	18m 06s	$591,263$148 cash	$1,658/s5 hustles	LEVEL dogwalking 1$43,298 PERK plasma gold$3,750 PERK plasma iron$15,000	37s	Reply <actions> LEVEL dogwalking 1 PERK plasma gold PERK plasma iron </actions>
10	18m 43s	$653,346$183 cash	$1,731/s5 hustles	WAIT	3m 20s	Reply <actions> WAIT </actions>