Floor

gen01

Generated boss floor, checked by the exact solver; a training floor of the prompt-optimisation study.

Play this floorAll 91 model episodes
168 HPexact optimum: the most HP left when the boss falls
168 HPanswer of the published solver
12winning sets of cleared monsters and doors (1 optimal)
11 × 118 decisions on the optimal route · 39 search states

Optimal route

Route on the map
HP470final 168
ATK / DEF9 / 4
Keys0 / 0 / 0yellow / blue / red
Step0 / 148 decisions
0
1
2
3
4
5
6
7
8
9
10
0
114
1
55
55
!
2
3
114
56
182
4
5
6
114
7
8
182
9
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 · 168 HP

Every decision clears a door or fight node; items and fights that cost nothing are taken automatically ("auto"). 39 states expanded.

Optimal route against the models' wins

91 model episodes won this floor; 19 reach the optimum of 168 HP. Below, monsters and doors only, the exact optimal route next to the most common winning trajectory (37 wins clear the same monsters and doors in the same order), as played in this Llama-3.1-8B episode (final HP 88).

turn 9 The trajectory leaves the optimal route here: Fight Slime Lord at (8,9) where the route takes Bat (10,3). The state value (the most HP still reachable at the boss) falls from 168 to 113 HP.

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

Exact optimal route8 decisions
#clearsHP after
1Bat (7,8)438
2Bat (10,3)405
3Slime Lord (7,0)350
4Black Slime (2,1)320
5Slime Lord (2,3)275
6Red Slime (4,3)245
7Slime Lord (2,6), yellow door (2,7)405
8Boss (9,1)168
Most common winning trajectory37 episodes
turnactionHP aftervalue
3Fight Bat at (7,8)assisted438168
9Fight Slime Lord at (8,9)leaves the route458113
10Fight Bat at (10,3)assisted350113
11Fight Slime Lord at (7,0)295113
12Fight Black Slime at (2,1)265113
14Fight Black Slime at (1,1)24088
15Fight Red Slime at (4,3)21088
18Fight Slime Lord at (2,3)36588
20Fight Slime Lord at (2,6)32588
21Open yellow door at (2,7)32588
25Fight Boss at (9,1)assisted8888

Model episodes on this floor

By model
modelepisodeswonbest final HP
DeepSeek-V4-Flash5656168
Llama-3.1-8B323293
Qwen3.5-397B33168

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

Wins (91)
modelfinal HPof optimumcell
Qwen3.5-397B168100%gen01_qwen3.5-397b_final2replay
Qwen3.5-397B168100%gen01_qwen3.5-397b_final2replay
Qwen3.5-397B168100%gen01_qwen3.5-397b_final2replay
DeepSeek-V4-Flash168100%gepa_result_gs_dsv4flash_fullreplay
DeepSeek-V4-Flash168100%gepa_result_gs_dsv4flash_fullreplay
DeepSeek-V4-Flash168100%gepa_result_gs_dsv4flash_fullreplay
DeepSeek-V4-Flash168100%gepa_result_gs_dsv4flash_fullreplay
DeepSeek-V4-Flash168100%gepa_result_gs_dsv4flash_fullreplay
DeepSeek-V4-Flash168100%gepa_result_gs_dsv4flash_fullreplay
DeepSeek-V4-Flash168100%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash168100%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash168100%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash168100%gepa_result_gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash168100%gepa_result_gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash168100%gepa_result_gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash168100%gepa_result_gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash168100%gepa_result_gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash168100%gepa_result_gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash168100%gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash14385%gepa_result_gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash11870%gepa_result_gs_dsv4flash_barereplay
Llama-3.1-8B9355%gepa_result_gs_llama8b_fullreplay
Llama-3.1-8B9355%gepa_result_gs_llama8b_fullreplay
Llama-3.1-8B9355%gepa_result_gs_llama8b_fullreplay
Llama-3.1-8B9355%gepa_result_gs_llama8b_fullreplay
Llama-3.1-8B9355%gepa_result_gs_llama8b_fullreplay
Llama-3.1-8B9355%gs_llama8b_fullreplay
Llama-3.1-8B9355%gs_llama8b_fullreplay
DeepSeek-V4-Flash9355%gs_dsv4flash_bare_k1replay
Llama-3.1-8B9355%gepa_result_gs2_llama8b_fullreplay
Llama-3.1-8B9355%gepa_result_gs2_llama8b_fullreplay
Llama-3.1-8B9355%gepa_result_gs2_llama8b_fullreplay
Llama-3.1-8B9355%gepa_result_gs2_llama8b_fullreplay
Llama-3.1-8B9355%gs2_llama8b_fullreplay
Llama-3.1-8B8852%gepa_result_gs_llama8b_fullreplay
Llama-3.1-8B8852%gs_llama8b_fullreplay
Llama-3.1-8B8852%gepa_result_gs_llama8b_barereplay
Llama-3.1-8B8852%gepa_result_gs_llama8b_barereplay
Llama-3.1-8B8852%gepa_result_gs_llama8b_barereplay
Llama-3.1-8B8852%gepa_result_gs_llama8b_barereplay
Llama-3.1-8B8852%gepa_result_gs_llama8b_barereplay
Llama-3.1-8B8852%gs_llama8b_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs_dsv4flash_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs_dsv4flash_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs_dsv4flash_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs_dsv4flash_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs_dsv4flash_barereplay
DeepSeek-V4-Flash8852%gs_dsv4flash_bare_k1replay
Llama-3.1-8B8852%gepa_result_gs2_llama8b_fullreplay
Llama-3.1-8B8852%gepa_result_gs2_llama8b_fullreplay
Llama-3.1-8B8852%gepa_result_gs2_llama8b_barereplay
Llama-3.1-8B8852%gepa_result_gs2_llama8b_barereplay
Llama-3.1-8B8852%gepa_result_gs2_llama8b_barereplay
Llama-3.1-8B8852%gepa_result_gs2_llama8b_barereplay
Llama-3.1-8B8852%gepa_result_gs2_llama8b_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs2_dsv4flash_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs2_dsv4flash_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs2_dsv4flash_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs2_dsv4flash_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs2_dsv4flash_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash8852%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash8852%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash8852%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash8852%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash8852%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash8852%gepa_result_gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash8852%gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash8852%gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash8852%gs5_oneplusone_dsthink_barereplay
Llama-3.1-8B8752%gs_llama8b_barereplay
Llama-3.1-8B8249%gepa_result_gs_llama8b_barereplay
Llama-3.1-8B8249%gs_llama8b_barereplay
Llama-3.1-8B8249%gepa_result_gs2_llama8b_barereplay
Llama-3.1-8B8249%gs2_llama8b_barereplay
DeepSeek-V4-Flash8249%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash53%gepa_result_gs2_dsv4flash_barereplay
DeepSeek-V4-Flash53%gs2_dsv4flash_barereplay