Patterns

SandboxClaim -> ActiveSandbox

Match an incoming resource claim to a pre-warmed, idle container instance inside a managed pool to bypass container lifecycle and image pulling latencies.

Allocator -> AllocatedBlock

Pass an explicit allocator instance down the call stack to manage allocation lifetimes contextually.

WorkspaceRequest + IsolationProfile -> ConfiguredRuntimeInstance

Schedule agent runtimes to either a low-overhead shared runtime pool (Lite) or a high-isolation dedicated sandbox (Pro) based on user workspace profiles.

DesiredAgentState + ReportedAgentHeartbeat -> CommandList

Compare platform-declared agent configurations with reported runtime heartbeat state to generate and enqueue corrective control commands.

EmbeddingModelDescriptor -> ConfigMapPatch

Dynamically patch application configuration maps when fallback or default embedding models are changed.

List<GitBranch> -> MergedBranch

Takes a set of divergent agent branches -> produces a single merged branch using graded fallback conflict resolution.

WorkerCapacity + IncomingTask -> WorkerExecutionToken

Restrict a distributed worker from pulling more tasks than its configured local capacity slots allow.

WorkflowState + EventFilter -> PausedWorkflowState

Pause a workflow's execution state in a database and resume it only when a matching event is received.

Task + ConcurrencyKey -> ScheduledTask

Throttle task execution by queueing tasks under dynamic keys to enforce concurrency limits per key.

DeploymentManifest -> OfflineArchive

Package container images, Helm charts, and manifest files into an offline-ready archive for airgapped environments.

ApplicationCustomResource -> (ServiceMeshRoute, OidcClientRegistration)

Translate unified application custom resource definitions into service mesh routing rules and OIDC client configurations.

LocalPort -> QRCodeImage

Generate a temporary secure reverse tunnel to localhost and expose its connection details via a QR code.

BackupID -> SystemState

Perform consistent database and system snapshots during low-activity windows to rollback application orchestration state to a verified operational checkpoint.

ActivityDefinition -> QueuedJob

Serialize and dispatch workflow activities to background workers via queue jobs, storing intermediate execution state to allow decoupled completion.

VolumeMountSpecs -> SandboxedEnvironment

Spawns a Docker container for agent task execution while mounting specific local system CLI credentials (git, ssh, gh) to enable secure external tool access.

Repository -> IsolatedWorkingCopy

Check out a clean, isolated branch into a separate Git worktree for parallel agent execution to avoid touching the developer's working directory.

RawMemoryPointer -> BoundInferenceTensor

Map external hardware memory allocations (like CUDA device pointers) directly to model execution inputs without copying buffer data.

UntrustedCode -> ExecutionResult

Execute LLM-generated code snippets in an isolated runtime environment to capture output and runtime errors securely.

CronSchedule -> AgentTaskTrigger

Triggers background agent workflows autonomously based on temporal cron schedules.

WorkerConfiguration + AccessToken -> EstablishedWorkerNodeConnection

Securely connect an agent on a remote worker node to a centralized control plane via a token-authenticated handshake.

ContainerSpecification + GPULocator -> SSHConnectionEndpoint

Dynamically spin up containerized development environments with passthrough GPU hardware and an exposed SSH endpoint.

ResourceClaimRequest -> ResourceClaimAllocation

Track and validate resource claims to prevent multiple control modules from concurrently commanding the same physical hardware interface.