Wood inventory0 to 64 items
Stone inventory0 to 64 items
Plank inventory0 to 64 items
Tool tier0 to 3 tier
Health0 to 20 points
Objective progress0 to 100 %
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a08/minecraft-resource-loop
Minecraft Resource Loop
Predict inventory and task progress across a bounded multi-step crafting objective.
Prediction improvement93.12%
Planning top-1100%
Critical violations0
Runtime p950.22 ms
Training sourceA08 symbolic resource-loop simulator v0.1
Training transitions3,200
Held-out one-step error0.41%
Held-out improvement92.92%
Interactive package
Change the context. Compare the plans.
The local runtime evaluates candidate control sequences, predicts their trajectories and rejects plans outside the declared envelope.
Live runtime
Plan from system state
Observed stateValues observed at H0
Planner search7 candidates · H6
ExploreChop woodCraft planksMine stoneCraft toolRecover
Set the current telemetry, choose a goal and run the planner.
Results include actions, predicted state and constraint checks.World contract
One survival episode covering exploration, wood, stone and basic tool progression.
Temporal unit: action_step. Supported horizons: 1, 4, 8.
Exploreexplore
Chop woodchop wood
Craft plankscraft planks
Mine stonemine stone
Craft toolcraft tool
Recoverrecover
Craft a stone tool3 declared targets
survivalcritical · gte 4
inventory capacityhard · lte 64
objective boundaryhard · lte 100
Package record
Everything required to inspect and run this world.
Package digest
sha256:f50f315aa4e4b1916caffbfcc5961c5261a47bf43c76e81a4b1f7d78356c4380world.jsonScope, lineage and runtime contract
model artifact420 parameter transition profile
schemas/State, action and goal validation
eval/40 registered cases and result digest
Declared limitationsSimulation-trained on a symbolic resource loop, not pixels or a full Minecraft-compatible engine.No open-world navigation, combat, arbitrary recipes or language interface.This package is separate from A08 research benchmark evidence.