Floor

gen05

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

172 HPexact optimum: the most HP left when the boss falls
172 HPanswer of the published solver
50winning sets of cleared monsters and doors (1 optimal)
11 × 119 decisions on the optimal route · 358 search states

Optimal route

Route on the map
HP470final 172
ATK / DEF9 / 4
Keys0 / 0 / 0yellow / blue / red
Step0 / 169 decisions
0
1
2
3
4
5
6
7
8
9
10
0
!
1
114
182
2
3
182
55
4
56
5
114
6
7
114
24
8
56
9
10
55
182
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 · 172 HP

Every decision clears a door or fight node; items and fights that cost nothing are taken automatically ("auto"). 358 states expanded.

Optimal route against the models' wins

28 model episodes won this floor; 1 reaches the optimum of 172 HP. Below, monsters and doors only, the exact optimal route next to the most common winning trajectory (8 wins clear the same monsters and doors in the same order), as played in this DeepSeek-V4-Flash episode (final HP 61).

turn 9 The trajectory leaves the optimal route here: Fight Slime Lord at (10,5) where the route takes Bat (7,10). The state value (the most HP still reachable at the boss) falls from 172 to 112 HP.

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

Exact optimal route9 decisions
#clearsHP after
1Green Slime (10,7)446
2Black Slime (8,3), Red Slime (8,4)335
3Bat (7,10)278
4Bat (3,10)318
5Slime Lord (5,7)291
6Red Slime (0,8)276
7yellow door (1,3)476
8Slime Lord (7,1)460
9Boss (4,0)172
Most common winning trajectory8 episodes
turnactionHP aftervalue
2Fight Green Slime at (10,7)446172
3Fight Red Slime at (8,4)390172
4Fight Black Slime at (8,3)335172
9Fight Slime Lord at (10,5)leaves the route350112
10Fight Slime Lord at (7,1)29068
11Fight Bat at (4,3)15861
13Fight Slime Lord at (5,7)11361
18Fight Bat at (3,10)16461
21Fight Red Slime at (0,8)14961
23Open yellow door at (1,3)34961
25Fight Boss at (4,0)6161

Model episodes on this floor

By model
modelepisodeswonbest final HP
DeepSeek-V4-Flash2525172
Llama-3.1-8B8396

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

Wins (28)
modelfinal HPof optimumcell
DeepSeek-V4-Flash172100%gs2_dsv4flash_fullreplay
DeepSeek-V4-Flash17199%gen05_deepseek-v4-flash_final2replay
DeepSeek-V4-Flash17099%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash17099%gen05_deepseek-v4-flash_final2replay
DeepSeek-V4-Flash17099%gen05_deepseek-v4-flash_final2replay
DeepSeek-V4-Flash12774%gs_dsv4flash_fullreplay
DeepSeek-V4-Flash12170%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash11466%gs_dsv4flash_fullreplay
Llama-3.1-8B9656%gs_llama8b_fullreplay
DeepSeek-V4-Flash9555%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash7342%gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash6135%gs_dsv4flash_bare_k1replay
DeepSeek-V4-Flash6135%gs2_dsv4flash_barereplay
DeepSeek-V4-Flash6135%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash6135%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash6135%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash6135%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash6135%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash6135%gs3_dsbare_confirmreplay
DeepSeek-V4-Flash6135%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash6135%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash6135%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash4124%gs_dsv4flash_bare_k1replay
Llama-3.1-8B2917%gs_llama8b_fullreplay
Llama-3.1-8B2917%gs2_llama8b_fullreplay
DeepSeek-V4-Flash74%gs5_pareto_dsthink_barereplay
DeepSeek-V4-Flash74%gs5_oneplusone_dsthink_barereplay
DeepSeek-V4-Flash74%gs5_oneplusone_dsthink_barereplay