Floor

gen08

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

250 HPexact optimum: the most HP left when the boss falls
250 HPanswer of the published solver
78winning sets of cleared monsters and doors (1 optimal)
11 × 118 decisions on the optimal route · 203 search states

Optimal route

Route on the map
HP470final 250
ATK / DEF9 / 4
Keys0 / 0 / 0yellow / blue / red
Step0 / 158 decisions
0
1
2
3
4
5
6
7
8
9
10
0
1
!
182
2
182
3
182
56
4
182
5
182
182
6
182
114
7
182
8
9
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 · 250 HP

Every decision clears a door or fight node; items and fights that cost nothing are taken automatically ("auto"). 203 states expanded.

Optimal route against the models' wins

20 model episodes won this floor; none reaches the optimum of 250 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 DeepSeek-V4-Flash episode (final HP 247).

turn 15 The trajectory leaves the optimal route here: Open yellow door at (3,8) where the route takes Bat (4,2). The state value (the most HP still reachable at the boss) falls from 250 to 247 HP.

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

Exact optimal route8 decisions
#clearsHP after
1Bat (8,7)363
2yellow door (7,9)363
3Bat (7,4)242
4Bat (4,2), Red Slime (4,3)132
5yellow door (10,3)132
6Bat (3,1)135
7Bat (1,3)63
8Boss (0,1)250
Most common winning trajectory3 episodes
turnactionHP aftervalue
2Fight Bat at (8,7)assisted363250
6Open yellow door at (7,9)363250
9Fight Bat at (7,4)242250
14Fight Red Slime at (4,3)222250
15Open yellow door at (3,8)leaves the route222247
19Fight Bat at (4,2)607247
22Fight Bat at (1,3)535247
23Fight Boss at (0,1)247247

Model episodes on this floor

By model
modelepisodeswonbest final HP
DeepSeek-V4-Flash2516247
Llama-3.1-8B84174

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

Wins (20)
modelfinal HPof optimumcell
DeepSeek-V4-Flash24799%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash24799%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash24799%gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash24799%gen08_deepseek-v4-flash_final2replay
DeepSeek-V4-Flash24799%gen08_deepseek-v4-flash_final2replay
DeepSeek-V4-Flash23192%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash23192%gen08_deepseek-v4-flash_final2replay
DeepSeek-V4-Flash19076%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash19076%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash19076%gs5_pareto_dsthink_barereplay
Llama-3.1-8B17470%gs2_llama8b_fullreplay
DeepSeek-V4-Flash16968%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash12650%gs5_oneplusone_dsthink_barereplay
Llama-3.1-8B12249%gs_llama8b_fullreplay
Llama-3.1-8B12249%gs_llama8b_fullreplay
DeepSeek-V4-Flash10542%gs5_pareto_dsthink_barereplay
Llama-3.1-8B10241%gs_llama8b_fullreplay
DeepSeek-V4-Flash7028%gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash5622%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash5422%gs5_pareto_dsthink_barereplay