Patterns

StdIOStream -> McpSession

Bind standard input and output streams of a CLI process execution path directly to a JSON-RPC model transport session.

JSONActionString -> ADBCommand

Map standardized text-based action configurations (such as JSON coordinates) to OS-level hardware input events.

SceneGraphDelta -> WebSocketFrames

Serialize and transmit only the modified nodes of a 3D simulation scene graph over WebSockets to update a remote viewer.

SensorReadings -> ActuatorCommands

Communicate sensor readings and actuator commands between a simulation engine and a separate controller process using local IPC sockets.

SimServerEndpoint -> SensorTopics

Establish a network socket connection to a remote simulation server to ingest, unpack, and republish simulated sensor feeds.

ToolCallPayload -> RPCExecutionResult

Translate LLM-generated JSON payloads into serialized robotics service requests or action goals, executing them over a websocket bridge.

BrowserInteractionSequence -> BrowserSnapshot

Control a remote browser instance over a streaming protocol to capture screenshots and DOM snapshots after user-defined interactions (clicks, keypresses).

Url -> RawHtml

Route requests through a pool of residential proxies with automated CAPTCHA solving and browser finger-printing emulation.

ProgressCallback -> StreamedMilestones

Pass an optional tracking callback into execution layers to stream iterative execution milestones back to the caller.

RPCRequest -> NetworkStream

Decouple payload serialisation and message processing from physical channels by routing RPC requests through unified transport stream boundaries.

Stream<String> -> Stream<String>

Stream lines from STDIN, parse them as JSON-RPC payloads, route to schema-matched handlers, and write serialized JSON-RPC responses back to STDOUT.

ModelSpec + HardwareProfile -> ReadyInferenceEngine

Select and initialize the optimal runtime engine (e.g., GGML/llama.cpp, vLLM, or TensorRT) depending on available execution hardware (CPU, Metal, or CUDA).

SSHConfig -> ConfiguredNode

Automate installation of container runtimes, credentials, and worker binaries on raw remote hosts via SSH with sudo privileges.

ModelState -> ModelState

Broadcast the latest model and optimizer state to dynamic worker membership changes during elastic scaling.

List<TensorIdentifier> -> List<TensorIdentifier>

Negotiate a matching order of tensor reduction operations across asynchronous workers to prevent deadlocks.

Tensor -> Tensor

Average local tensor gradients across all workers using a decentralized ring-allreduce communication pattern.

List<Tensor> -> List<Tensor>

Batch multiple small tensor reduction requests into a single larger buffer to minimize network communication overhead.

ThriftRequest -> EngineExecutionCall

Translate and proxy inbound standard HiveServer2 Thrift API commands to tenant-specific SQL engines.

AssetReference -> LocalAssetPath

Download execution scripts from a variety of federated or external storages (Git, cloud buckets, metadata graphs) using a unified locator.

WasiCommand + VirtualMemory -> SystemCallResult

Map standardized WebAssembly System Interface (WASI) imports into native host-system API calls.

FlowLogic -> FlowResult

Execute multi-step business protocols as suspendable tasks that serialize execution state to durable storage during network blockages.

JSONRPCRequest -> JSONRPCResponse

Dispatch serialized JSON-RPC query envelopes to an Ethereum execution node over HTTP or WebSockets and parse the payload response.