Floor

gen02

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

Play this floorAll 91 model episodes
232 HPexact optimum: the most HP left when the boss falls
232 HPanswer of the published solver
32winning sets of cleared monsters and doors (1 optimal)
11 × 117 decisions on the optimal route · 212 search states

Optimal route

Route on the map
HP470final 232
ATK / DEF9 / 4
Keys0 / 0 / 0yellow / blue / red
Step0 / 147 decisions
0
1
2
3
4
5
6
7
8
9
10
0
182
1
182
114
2
24
!
114
3
114
4
5
55
6
55
7
182
55
8
9
55
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 · 232 HP

Every decision clears a door or fight node; items and fights that cost nothing are taken automatically ("auto"). 212 states expanded.

Optimal route against the models' wins

75 model episodes won this floor; 19 reach the optimum of 232 HP. Below, monsters and doors only, the exact optimal route next to the most common winning trajectory (18 wins clear the same monsters and doors in the same order), as played in this Qwen3.5-397B episode (final HP 232).

This trajectory keeps the optimal value to the end.

Exact optimal route7 decisions
#clearsHP after
1Black Slime (10,7)490
2Black Slime (3,9)450
3Bat (0,7)329
4yellow door (8,3)479
5Slime Lord (7,1)643
6Bat (3,1)544
7Boss (6,2)232
Most common winning trajectory18 episodes
turnactionHP aftervalue
3Fight Black Slime at (10,7)490232
7Fight Black Slime at (3,9)450232
9Fight Bat at (0,7)329232
14Open yellow door at (8,3)479232
16Fight Slime Lord at (7,1)643232
17Fight Bat at (3,1)544232
20Fight Green Slime at (1,2)assisted544232
21Fight Boss at (6,2)232232

Model episodes on this floor

By model
modelepisodeswonbest final HP
DeepSeek-V4-Flash5652232
Llama-3.1-8B3220188
Qwen3.5-397B33232

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

Wins (75)
modelfinal HPof optimumcell
Qwen3.5-397B232100%gen02_qwen3.5-397b_final2replay
Qwen3.5-397B232100%gen02_qwen3.5-397b_final2replay
Qwen3.5-397B232100%gen02_qwen3.5-397b_final2replay
DeepSeek-V4-Flash232100%gepa_result_gs_dsv4flash_fullreplay
DeepSeek-V4-Flash232100%gepa_result_gs_dsv4flash_fullreplay
DeepSeek-V4-Flash232100%gepa_result_gs_dsv4flash_fullreplay
DeepSeek-V4-Flash232100%gepa_result_gs_dsv4flash_fullreplay
DeepSeek-V4-Flash232100%gepa_result_gs_dsv4flash_fullreplay
DeepSeek-V4-Flash232100%gepa_result_gs_dsv4flash_fullreplay
DeepSeek-V4-Flash232100%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash232100%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash232100%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash232100%gepa_result_gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash232100%gepa_result_gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash232100%gepa_result_gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash232100%gepa_result_gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash232100%gepa_result_gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash232100%gepa_result_gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash232100%gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash20890%gepa_result_gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash20789%gepa_result_gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash20789%gepa_result_gs5_oneplusone_dsthink_barereplay
Llama-3.1-8B18881%gepa_result_gs_llama8b_fullreplay
Llama-3.1-8B18881%gs_llama8b_fullreplay
Llama-3.1-8B18881%gs_llama8b_fullreplay
Llama-3.1-8B18379%gepa_result_gs_llama8b_fullreplay
Llama-3.1-8B16872%gepa_result_gs2_llama8b_fullreplay
Llama-3.1-8B16370%gs2_llama8b_fullreplay
DeepSeek-V4-Flash14663%gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash14161%gepa_result_gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash14161%gepa_result_gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash13257%gepa_result_gs2_dsv4flash_barereplay
DeepSeek-V4-Flash13156%gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash12855%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash12855%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash12855%gepa_result_gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash12855%gepa_result_gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash12755%gs_dsv4flash_bare_k1replay
DeepSeek-V4-Flash12755%gepa_result_gs2_dsv4flash_barereplay
DeepSeek-V4-Flash12755%gepa_result_gs2_dsv4flash_barereplay
DeepSeek-V4-Flash12654%gepa_result_gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash12253%gepa_result_gs2_dsv4flash_barereplay
Llama-3.1-8B11047%gepa_result_gs2_llama8b_barereplay
DeepSeek-V4-Flash10847%gepa_result_gs_dsv4flash_barereplay
DeepSeek-V4-Flash10847%gepa_result_gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash10847%gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash10344%gepa_result_gs_dsv4flash_barereplay
DeepSeek-V4-Flash10344%gs_dsv4flash_bare_k1replay
DeepSeek-V4-Flash10344%gs2_dsv4flash_barereplay
DeepSeek-V4-Flash10344%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash10344%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash10344%gepa_result_gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash10344%gepa_result_gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash9641%gepa_result_gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash9641%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash9441%gepa_result_gs2_dsv4flash_barereplay
DeepSeek-V4-Flash9441%gepa_result_gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash7131%gepa_result_gs5_pareto_dsthink_barereplay
Llama-3.1-8B6428%gepa_result_gs_llama8b_fullreplay
Llama-3.1-8B6428%gepa_result_gs_llama8b_fullreplay
Llama-3.1-8B6428%gepa_result_gs2_llama8b_fullreplay
Llama-3.1-8B6428%gepa_result_gs2_llama8b_fullreplay
Llama-3.1-8B6428%gepa_result_gs2_llama8b_fullreplay
Llama-3.1-8B6428%gepa_result_gs2_llama8b_fullreplay
Llama-3.1-8B5222%gs_llama8b_fullreplay
Llama-3.1-8B5222%gepa_result_gs2_llama8b_fullreplay
Llama-3.1-8B3917%gepa_result_gs_llama8b_fullreplay
Llama-3.1-8B3917%gepa_result_gs_llama8b_fullreplay
DeepSeek-V4-Flash3214%gepa_result_gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash2310%gepa_result_gs5_pareto_dsthink_barereplay
Llama-3.1-8B188%gepa_result_gs2_llama8b_barereplay
Llama-3.1-8B177%gepa_result_gs2_llama8b_barereplay
Llama-3.1-8B167%gs_llama8b_barereplay
DeepSeek-V4-Flash136%gepa_result_gs_dsv4flash_barereplay
DeepSeek-V4-Flash104%gepa_result_gs_dsv4flash_barereplay