World contract
Typed state, actions, goals and operating limits.
Model and Evidence Registry
Every model version should carry its evidence.
The registry records the machine boundary, supported actions, evaluation, limitations and repair history behind each A08 package. It is a technical record, not a catalogue-size claim.
Process control
Research package
a08/pc-gym-four-tank-control
PC-Gym Four-Tank Controller
Predict coupled tank levels and rank pump schedules against live level targets and overflow constraints.
Tank 1 levelTank 2 levelTank 3 level
Official simulator · retrospectivePlan quality 100%
Mean regret 0.0000Full-plan match 100%
Evidence recordOpen package ↗
Process control
Research package
a08/pc-gym-cstr-control
PC-Gym CSTR Controller
Predict nonlinear reactor concentration and temperature, then rank coolant schedules under a thermal safety boundary.
Product concentrationReactor temperatureConcentration target
Official simulator · retrospectivePlan quality 91.67%
Mean regret 0.0040Full-plan match 91.67%
Evidence recordOpen package ↗
Cloud operations
Research package
a08/kubernetes-rollout-control
Kubernetes Operator Planning
Compare calibrated request-rate counterfactuals and rank bounded Kubernetes resource actions without mutation authority.
Worker request rateRequest rate lower boundRequest rate upper bound
Local lab evidence4 planning cases
Evidence recordOpen package ↗
Robotics
Research package
a08/maniskill-multitask-manipulation
ManiSkill Multi-Task Manipulation
Predict and control Panda-arm cube manipulation across push, pull, pick-and-place and stack tasks.
Joint 1 positionJoint 2 positionJoint 3 position
Official ManiSkill simulator64/64 portable controller · model-ranked gain
+45.447% H8 vs persistenceBC rejected · 2/64 successes
Evidence recordOpen package ↗
Linux systems
Research package
a08/linux-memory-pressure
Linux Memory Pressure
Predict host pressure and rank cgroup, migration or load-shedding actions before thrashing.
Memory usedPSI memory somePSI memory full
Synthetic trajectories16 planning cases
Evidence recordOpen package ↗
Interactive environments
Research package
a08/minecraft-resource-loop
Minecraft Resource Loop
Predict inventory and task progress across a bounded multi-step crafting objective.
Wood inventoryStone inventoryPlank inventory
Synthetic trajectories16 planning cases
Evidence recordOpen package ↗
Databases
Research package
a08/postgresql-replication-recovery
PostgreSQL Replication Recovery
Predict replication recovery and rank throttling, promotion or rebuild actions.
WAL generation rateReplay lagRetained WAL
Synthetic trajectories16 planning cases
Evidence recordOpen package ↗
Embodied robotics
Research package
a08/ros2-mobile-manipulator-pick
ROS 2 Mobile Manipulator Pick
Predict mission state and rank navigation, alignment, grasp and placement subplans.
Base distance to targetArm pose errorGrasp quality
Synthetic trajectories16 planning cases
Evidence recordOpen package ↗
Energy systems
Research package
a08/ev-battery-fast-charge
EV Battery Fast-Charge Thermal
Predict pack state and rank charge and cooling profiles under thermal constraints.
State of chargeMaximum cell temperatureCell voltage spread
Synthetic trajectories16 planning cases
Evidence recordOpen package ↗
Distributed storage
Research package
a08/ceph-recovery-backfill
Ceph Recovery and Backfill
Predict RADOS recovery and rank backfill, priority or client-throttling actions.
Degraded objectsMisplaced objectsClient P95
Synthetic trajectories16 planning cases
Evidence recordOpen package ↗
Streaming systems
Research package
a08/kafka-consumer-lag
Kafka Consumer Lag Recovery
Predict lag recovery and rank consumer, partition or producer interventions.
Consumer lagIngress rateConsume rate
Synthetic trajectories16 planning cases
Evidence recordOpen package ↗
Industrial equipment
Research package
a08/centrifugal-pump-operation
Centrifugal Pump Operation
Predict hydraulic response and rank speed, valve or bypass actions against cavitation risk.
FlowHeadSuction pressure
Synthetic trajectories16 planning cases
Evidence recordOpen package ↗
Machine tools
Research package
a08/cnc-spindle-thermal
CNC Spindle Thermal Model
Plan spindle warm-up against bearing temperature, vibration and tool-drift limits.
Spindle speedFront bearing temperatureTool-centre drift
Evaluated4 planning cases
Evidence recordOpen package ↗
Industrial robotics
Research package
a08/robot-cell-cycle
Robot Cell Cycle Model
Recover pick-and-place throughput under joint heat and grip instability.
Maximum joint temperatureServo loadGripper pressure
Evaluated4 planning cases
Evidence recordOpen package ↗
Thermal infrastructure
Research package
a08/rack-liquid-cooling
Rack Liquid Cooling Model
Plan pump and valve settings for a high-density rack under thermal and pressure limits.
Supply temperatureReturn temperatureBranch flow
Evaluated4 planning cases
Evidence recordOpen package ↗
Mobile robotics
Research package
a08/amr-material-transfer
AMR Material Transfer Model
Plan a loaded AMR mission against battery, motor heat and crossing occupancy.
Route progressRemaining routeBattery state of charge
Evaluated4 planning cases
Evidence recordOpen package ↗
Inside every listing
Scope, behavior and evidence stay together.
Transition model
Action-conditioned state prediction across declared horizons.
Evaluation
Prediction cases, planning cases, latency and limitations.
Repair lineage
Parent version, changed mechanism, verification record and rollback path.
External models later
The registry opens after the repair contract works across machines.
Join the research list if you build machine models and want to follow the package format.