Floor

gen07

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

222 HPexact optimum: the most HP left when the boss falls
222 HPanswer of the published solver
88winning sets of cleared monsters and doors (6 optimal)
11 × 119 decisions on the optimal route · 325 search states

Optimal route

Route on the map
HP470final 222
ATK / DEF9 / 4
Keys0 / 0 / 0yellow / blue / red
Step0 / 179 decisions
0
1
2
3
4
5
6
7
8
9
10
0
56
114
1
!
114
2
56
3
114
55
4
5
55
24
24
6
7
56
114
8
9
56
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 · 222 HP

Every decision clears a door or fight node; items and fights that cost nothing are taken automatically ("auto"). 325 states expanded.

Optimal route against the models' wins

33 model episodes won this floor; none reaches the optimum of 222 HP. Below, monsters and doors only, the exact optimal route next to the most common winning trajectory (3 wins clear the same monsters and doors in the same order), as played in this Llama-3.1-8B episode (final HP 165).

turn 13 The trajectory leaves the optimal route here: Fight Slime Lord at (5,3). The state value (the most HP still reachable at the boss) falls from 222 to 217 HP.

Open the episode at turn 13 to read the model's reasoning there.

Exact optimal route9 decisions
#clearsHP after
1Bat (3,10)288
2Red Slime (1,7)246
3Black Slime (3,5)281
4Slime Lord (5,3)437
5Red Slime (2,0), Slime Lord (3,0)363
6yellow door (7,5)513
7Slime Lord (8,7)495
8Slime Lord (7,1)486
9Boss (5,1)222
Most common winning trajectory3 episodes
turnactionHP aftervalue
1Fight Bat at (3,10)assisted288222
4Fight Red Slime at (1,7)246222
7Fight Black Slime at (3,5)281222
12Fight Green Slime at (6,5)476222
13Fight Slime Lord at (5,3)leaves the route432217
14Fight Slime Lord at (3,0)388217
15Fight Red Slime at (2,0)358217
22Fight Green Slime at (5,5)assisted508217
23Fight Red Slime at (0,9)493202
24Fight Slime Lord at (7,1)475195
26Open yellow door at (7,5)475195
27Fight Slime Lord at (8,7)459195
29Fight Black Slime at (8,3)439175
30Fight Red Slime at (9,2)429165
31Fight Boss at (5,1)165165

Model episodes on this floor

By model
modelepisodeswonbest final HP
DeepSeek-V4-Flash2525219
Llama-3.1-8B88185

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

Wins (33)
modelfinal HPof optimumcell
DeepSeek-V4-Flash21999%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash21999%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash21999%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash21798%gen07_deepseek-v4-flash_final2replay
DeepSeek-V4-Flash21798%gen07_deepseek-v4-flash_final2replay
DeepSeek-V4-Flash21798%gen07_deepseek-v4-flash_final2replay
Llama-3.1-8B18583%gs_llama8b_fullreplay
DeepSeek-V4-Flash17780%gs2_dsv4flash_fullreplay
Llama-3.1-8B16574%gs_llama8b_fullreplay
Llama-3.1-8B16574%gs_llama8b_fullreplay
Llama-3.1-8B16574%gs2_llama8b_fullreplay
DeepSeek-V4-Flash16574%gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash16474%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash16273%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash16173%gs3_dsbare_confirmreplay
Llama-3.1-8B15570%gs_llama8b_barereplay
Llama-3.1-8B15570%gs2_llama8b_barereplay
DeepSeek-V4-Flash15369%gs_dsv4flash_bare_k1replay
DeepSeek-V4-Flash15068%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash15068%gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash14766%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash14063%gs2_dsv4flash_barereplay
DeepSeek-V4-Flash14063%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash13963%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash13963%gs5_pareto_dsthink_barereplay
Llama-3.1-8B13561%gs_llama8b_barereplay
DeepSeek-V4-Flash13561%gs5_oneplusone_dsthink_barereplay
Llama-3.1-8B12858%gs_llama8b_barereplay
DeepSeek-V4-Flash12858%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash12757%gs_dsv4flash_bare_k1replay
DeepSeek-V4-Flash12657%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash10447%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash10346%gs3_dsbare_confirmreplay