Patterns

Map<EntityID, RelationshipYAML> -> GraphVisualizationData

Generate node-link architectural graphs directly from parsed domain, service, and message YAML frontmatter.

Artifact<FileOrURL> -> AnalysisReference

Submit local artifacts or URLs to an isolated remote sandbox API to obtain a tracking analysis reference.

(StaticCallGraph, FileDiff, SensitiveBoundaries) -> BoundaryViolationReport

Compare pre- and post-change static call graphs to detect newly introduced execution paths leading into designated sensitive code boundaries.

Audio -> WatermarkedAudio

Embed an inaudible digital watermark payload into synthetic speech waveforms using a neural encoder model.

(FailedAttempt, AttackContext) -> EvasionStrategy

Map runtime execution failures to security barriers and systematically elevate payload obfuscation levels (from unencoded to multi-layer encoding/commenting) on subsequent attempts.

SourceCode, TaskInputs -> ExecutionLogs, TaskOutputs

Execute untrusted, LLM-generated code blocks within a resource-constrained, network-isolated container to capture raw execution logs and results.

GeneratedCode -> OrchestrationResult

Execute LLM-generated control-flow scripts inside a secure isolate sandbox to orchestrate dynamic tool calls.

GraphJSON -> MermaidDiagram

Parse node topology from visual script JSON files and generate a hierarchical, categorized Mermaid diagram.

NetworkTarget -> List<AIInfrastructureSignature>

Identify active AI framework interfaces (e.g. sglang, lollms, llama.cpp) by matching target response payloads against signature libraries.

List<DetectedVulnerability> -> SecurityScore

Calculate a risk rating by deducting predefined flat-rate penalty points for each unique vulnerability discovered.

LocalDirectory -> RiskReport

Audit Agent capability definitions and source code for security risks by feeding the directory context to an LLM evaluated against safety taxonomies.

SenderIdentity + RecipientPublicKey -> BlindedFollowRequest

Blind sender identity cryptographically when writing a connection or follow request to a recipient's host server, preventing the storage provider from reconstructing the social graph.

Credentials -> DecryptedIdentityKeys

Derive a symmetric key and a signing keypair from a password and salt using scrypt, using the signing key to authenticate and fetch, and the symmetric key to decrypt, a remote identity bundle.

AgentToolCallPayload -> ClientUIComponent

Map structured tool call payloads emitted by an agent directly to registered client-side UI components at runtime.

WebpageViewport -> AnnotatedScreenshotImage

Render a screenshot of a webpage viewport with visual, numbered bounding box label overlays on top of interactive elements.

DatabaseQuery -> ValidatedReadQuery

Restrict database client operations to read-only queries by asserting connection options or parsing query syntax before execution.

RawQuery -> SanitizedQuery

Scan and redact personally identifiable information from queries before forwarding them to upstream models.

Table -> Table

Anonymize sensitive data fields by replacing real values with synthetic, mock semantic categories matching specified metadata types.

ScrollPosition + TokenEvent -> ScrollAdjustment

Lock the viewport to the bottom of the scroll container during token streaming only if the user is already anchored to the bottom.

ToolCallPayload + Registry -> ReactElement

Match LLM tool calls against a registry of React components to render interactive inline elements during streaming.

SDKHookState -> NormalizedChatRuntimeState

Adapt backend-specific streaming SDK hooks (e.g., Vercel AI SDK, LangGraph) into a normalized frontend chat state.

PythonState -> BoundUIWidget

Bind Python variables directly to UI element properties to automatically propagate state changes bidirectional between backend and frontend.