GameBench · complete task atlas
The policy is code.
The evidence is the rollout.
GameBench evaluates executable policies, diagnostic policy puzzles, sparse cybernetic controllers, and cross-language implementations inside frozen game environments.
8
envs
1.9k
samples
3
live splits
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Explore every GameBench task type
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01 · environment gallery
Full reported suite
Aggregate rows are shown as reported: sample count, mean ± standard deviation, and median.
Featured evidence
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Candidate code · rollout · result
02 · candidate gallery
Craftax policies

Managed hillclimb v1
0.1515
achievement score
+78.7% vs baseline
Adds resource routing, table memory, iron and furnace progression, sword crafting, and bounded combat.
if needs_table(state) and can_place_table(state):
return action("place_table")
if can_upgrade_to_iron(state):
return route_and_craft("iron_pickaxe")
if zombie_is_safe_to_fight(state):
return face_and_act(state.nearest_zombie)
return frontier_step(state, remember={"table", "furnace"})03 · measured results
Harbor vs Dock
Luna medium · code-policy starting board
runs in flight · updates from canonical artifacts
awaiting run
no canonical result
awaiting run
no canonical result
awaiting run
no canonical result
awaiting run
no canonical result
awaiting run
no canonical result
awaiting run
no canonical result
awaiting run
no canonical result
awaiting run
no canonical result
awaiting run
no canonical result
awaiting run
no canonical result
awaiting run
no canonical result
awaiting run
no canonical result
awaiting run
no canonical result
awaiting run
no canonical result
The primary value is mean uplift over the frozen baseline; when uplift is unavailable, the best-candidate or benchmark score is shown. Only runs with canonical task, family, and baseline provenance enter the aggregate. Infrastructure failures and model misses remain visible.
Candidate quality is not monotonic
The Craftax lineage records every scored candidate, including regressions. The managed candidate reaches a higher measured score with substantially less candidate-generation output than the longest standalone search.
craftax_policy_dev_v1 · 10 seeds · identical scorer · achievement score normalized to 0–1
Inspect the underlying project
Environments, policy contracts, examples, and verification tooling live in the GameBench repository.