Floor

gen10

Generated boss floor, checked by the exact solver; held out: no prompt or annotation was developed on it.

Play this floorAll 33 model episodes
88 HPexact optimum: the most HP left when the boss falls
88 HPanswer of the published solver
4winning sets of cleared monsters and doors (1 optimal)
11 × 118 decisions on the optimal route · 26 search states

Optimal route

Route on the map
HP470final 88
ATK / DEF9 / 4
Keys0 / 0 / 0yellow / blue / red
Step0 / 158 decisions
0
1
2
3
4
5
6
7
8
9
10
0
182
24
1
182
2
!
182
3
114
114
4
5
56
6
114
7
182
8
9
55
114
10
Original game tiles (24-floor sample tower, mota-js). Number on a monster = HP it costs to kill now (green: winnable, red: not). Hover any tile for its stats.
Exact route · 88 HP

Every decision clears a door or fight node; items and fights that cost nothing are taken automatically ("auto"). 26 states expanded.

Optimal route against the models' wins

15 model episodes won this floor; 4 reach the optimum of 88 HP. Below, monsters and doors only, the exact optimal route next to the most common winning trajectory (6 wins clear the same monsters and doors in the same order), as played in this DeepSeek-V4-Flash episode (final HP 79).

turn 15 The trajectory leaves the optimal route here: Open yellow door at (9,7) where the route takes yellow door (3,9). The state value (the most HP still reachable at the boss) falls from 88 to 79 HP.

Open the episode at turn 15 to read the model's reasoning there.

Exact optimal route8 decisions
#clearsHP after
1Bat (1,7)302
2Slime Lord (2,3)427
3Bat (3,1)283
4Bat (7,0), Green Slime (8,0)275
5Slime Lord (8,3)210
6yellow door (3,9)210
7Black Slime (7,9), Slime Lord (8,9)349
8Boss (0,2)88
Most common winning trajectory6 episodes
turnactionHP aftervalue
2Fight Bat at (1,7)assisted30288
5Fight Slime Lord at (2,3)assisted42788
6Fight Bat at (3,1)28388
9Fight Bat at (7,0)28988
10Fight Green Slime at (8,0)27588
12Fight Slime Lord at (8,3)21088
15Open yellow door at (9,7)leaves the route21079
18Fight Slime Lord at (8,9)24079
19Fight Black Slime at (7,9)21579
23Fight Boss at (0,2)7979

Model episodes on this floor

By model
modelepisodeswonbest final HP
DeepSeek-V4-Flash251588
Llama-3.1-8B80–

All stored episodes on this floor, every configuration together; the thesis reports them per cell (see Results).

Wins (15)
modelfinal HPof optimumcell
DeepSeek-V4-Flash88100%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash88100%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash88100%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash88100%gen10_deepseek-v4-flash_final2replay
DeepSeek-V4-Flash7990%gs2_dsv4flash_barereplay
DeepSeek-V4-Flash7990%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash7990%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash7990%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash7990%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash7990%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash6372%gen10_deepseek-v4-flash_final2replay
DeepSeek-V4-Flash6372%gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash5461%gs_dsv4flash_bare_k1replay
DeepSeek-V4-Flash5461%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash4956%gs5_pareto_dsthink_barereplay