Floor

gen15

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

Play this floorAll 33 model episodes
216 HPexact optimum: the most HP left when the boss falls
216 HPanswer of the published solver
30winning sets of cleared monsters and doors (1 optimal)
11 × 119 decisions on the optimal route · 122 search states

Optimal route

Route on the map
HP470final 216
ATK / DEF9 / 4
Keys0 / 0 / 0yellow / blue / red
Step0 / 169 decisions
0
1
2
3
4
5
6
7
8
9
10
0
182
1
!
2
114
3
182
182
4
55
182
5
6
56
55
7
24
8
56
9
10
182
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 · 216 HP

Every decision clears a door or fight node; items and fights that cost nothing are taken automatically ("auto"). 122 states expanded.

Optimal route against the models' wins

31 model episodes won this floor; 3 reach the optimum of 216 HP. Below, monsters and doors only, the exact optimal route next to the most common winning trajectory with computed state values (4 wins; the most common trajectory overall, 5 wins, has none), as played in this Llama-3.1-8B episode (final HP 140).

turn 9 The trajectory leaves the optimal route here: Fight Black Slime at (0,4) where the route takes Bat (1,3). The state value (the most HP still reachable at the boss) falls from 216 to 176 HP.

Open the episode at turn 9 to read the model's reasoning there.

Exact optimal route9 decisions
#clearsHP after
1Bat (3,10)438
2Green Slime (2,7), Red Slime (2,8)508
3Bat (1,3)352
4Bat (3,0)253
5Red Slime (3,6)308
6Black Slime (7,6)288
7yellow door (8,7)288
8Slime Lord (7,2)480
9Boss (9,1)216
Most common winning trajectory4 episodes
turnactionHP aftervalue
3Fight Bat at (3,10)assisted438216
6Fight Red Slime at (2,8)assisted532216
7Fight Green Slime at (2,7)assisted508216
9Fight Black Slime at (0,4)leaves the route468176
10Fight Red Slime at (3,6)419157
11Fight Black Slime at (7,6)379157
13Fight Bat at (1,3)235157
19Fight Bat at (3,0)145148
24Fight Slime Lord at (7,2)204140
25Open yellow door at (8,7)204140
28Fight Boss at (9,1)140140

Model episodes on this floor

By model
modelepisodeswonbest final HP
DeepSeek-V4-Flash2525216
Llama-3.1-8B86180

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

Wins (31)
modelfinal HPof optimumcell
DeepSeek-V4-Flash216100%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash216100%gen15_deepseek-v4-flash_final2replay
DeepSeek-V4-Flash216100%gen15_deepseek-v4-flash_final2replay
DeepSeek-V4-Flash20595%gen15_deepseek-v4-flash_final2replay
DeepSeek-V4-Flash20093%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash19590%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash19590%gs_dsv4flash_fullreplay
Llama-3.1-8B18083%gs_llama8b_barereplay
DeepSeek-V4-Flash18083%gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash17481%gs3_dsbare_confirmreplay
Llama-3.1-8B16576%gs_llama8b_barereplay
DeepSeek-V4-Flash16074%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash16074%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash16074%gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash16074%gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash16074%gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash15773%gs_dsv4flash_bare_k1replay
DeepSeek-V4-Flash14869%gs2_dsv4flash_barereplay
DeepSeek-V4-Flash14869%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash14869%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash14768%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash14366%gs3_dsbare_confirmreplay
Llama-3.1-8B14065%gs_llama8b_fullreplay
Llama-3.1-8B14065%gs_llama8b_fullreplay
Llama-3.1-8B14065%gs2_llama8b_fullreplay
DeepSeek-V4-Flash14065%gs_dsv4flash_bare_k1replay
DeepSeek-V4-Flash12056%gs5_pareto_dsthink_barereplay
Llama-3.1-8B11252%gs_llama8b_fullreplay
DeepSeek-V4-Flash6731%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash136%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash136%gs5_pareto_dsthink_barereplay