Patterns

EnvironmentState -> SystemContext

Inspect the local system's environment variables, OS type, default shell, and active working directory to construct an LLM system prompt.

PromptQuery -> CachedResponse

Retrieve cached answers for incoming queries by comparing prompt embedding similarity against a vector database threshold.

BrowserRuntimeState -> PromptContext

Inject live browser console logs and debugger stack traces into an LLM context window to guide troubleshooting.

UserQuery -> MCPToolPayload

Expose catalog schema registry queries as callable tools via the Model Context Protocol.

WorkflowHistory -> CurrentWorkflowState

Re-execute the workflow function from the beginning, intercepting activity calls to return recorded results from past executions rather than re-running them.

UserFeedback + BasePrompt -> AugmentedPrompt

Augment prompt payloads dynamically by aggregating preceding interaction feedback into the agent's context window.

ElementLocator -> ElementCoveredStatus

Determine if a target element is obscured at its coordinate point by another overlapping DOM element prior to executing interaction.

WebpageDOM -> AccessibilityTree<ReferenceID>

Extract a webpage's accessibility tree, mapping interactive elements to short reference IDs for AI agent consumption.

MCPSession -> List<OpenAITool>

Load tool schemas from an active Model Context Protocol (MCP) session and format them as standard OpenAI tool definitions.

ModelPath, HardwareConfig -> InferenceSession

Initialize an inference session configured with platform-specific execution providers (like Hexagon HTP or QNN) to target optimized execution units.

UserQuery -> ContextualResponse

Retrieve relevant source text snippets using vector search and inject them into an LLM context window to answer user queries with reference citations.

TopicStream -> TelemetryStateDocument

Subscribe to high-frequency robotics telemetry topics over a bridge and transform buffered updates into state representations accessible to LLM contexts.

TemplateIdentifier + TemplateVariables -> CompiledPrompt

Retrieve a version-locked template from a registry, parse its parameters, and interpolate runtime variables.

UserId -> CandidatePool

Generate a unified candidate pool for a user by combining outputs from independent retrieval pipelines including collaborative filtering, item-to-item similarity, user-to-user similarity, and global recency.

VariableRef + ScopeContext -> ResolvedVariable

Resolve the data type and runtime value of a node variable by traversing an execution scope hierarchy.

(ActionAmount, PoolReserve) -> ValidatedAction

Block pool deposits or borrowing operations if the resulting total aggregated reserve size exceeds a pre-configured threshold.

(UserPosition, AssetCategory) -> SafeBorrowLimit

Scale up loan-to-value and liquidation thresholds when both collateral and borrowed assets belong to the same category.

TransactionContext -> (TRC10TokenID, TRC10TokenValue)

Extract and validate the native TRC10 token ID and value from the TRON transaction context.

Query -> RetrievalResults

Classify incoming queries to dynamically route them to the most effective search strategy (e.g. vector search, graph traversal, or hybrid).

List<FilePath> -> ConfigData

Resolve active configuration by checking a chain of file paths: custom flag override, mutable system file, then static system-default fallback.

ContextRequest -> ContextPayload

Query and aggregate real-time workspace data from multiple external context providers to populate an LLM context window.

SourceCodeFiles -> AgentSkills

Parse raw files, inline functions, and external class libraries to dynamically discover, generate, and register functional tool schemas for an agent.