Patterns

AudioStream -> List<AudioChunk>

Segment an audio stream into batched chunks based on voice activity boundaries to enable parallel ASR processing and reduce silence-induced hallucinations.

AudioChunk, AudioContextState -> TextChunk, AudioContextState

Transcribe audio stream chunks sequentially while maintaining a rolling context cache to avoid recomputing historical sequence representations.

ToolCall -> DeferredToolCall

Intercept designated tool calls prior to execution to request user verification, resuming with the authorization outcome.

State -> string

Dynamically determine the next execution node by evaluating a user-defined routing function on the current state.

(State, StateUpdate) -> State

Merge step-level state updates into a global graph state using schema-defined key-wise reducer functions.

BatchedRolloutState -> SocketStream

Asynchronously stream physical trajectories and state arrays from a highly parallelized vectorized simulation runner to an independent visualization process over a local socket.

Stream<IQData> -> Stream<AudioBuffer>

Pipe raw complex-valued IQ sample streams through selectable software-defined filter networks to output demodulated audio buffers (AM/FM/SSB).

(ClassicalSecret, PQSecret) -> CombinedSharedSecret

Combine a classical key exchange secret with a post-quantum key encapsulation shared secret using a key derivation function.

List<ChatMessage> -> List<ChatMessage>

Compact a long conversation context into a shortened or summarized message list to fit token limits.

InputStream -> Publisher<JsonRpcFrame>

Map standard system input and output streams to reactive publishers and subscribers framing newline-delimited JSON messages.

Tuple[VideoFrames, ActionSequence] -> PredictedFutureVideo

Generate future video states conditioned on initial physical states and an incoming control action sequence.

DatagramPayload -> UDPPacket

Co-multiplex connection-oriented reliable streams and unreliable datagram payloads on a single UDP connection.

MCPServerURL -> List<ToolSchema>

Query an external Model Context Protocol endpoint at runtime to obtain a list of available tool execution schemas.

Callable -> ToolDefinition

Extract LLM tool JSON Schema and descriptions dynamically from Python function signatures and docstrings.

SequenceTensor -> PartitionedAttentionTensor

Partition sequence tensors along the time/sequence dimension across multiple GPUs, using an All-to-All collective to gather query, key, and value vectors for attention calculations.

URL -> MarkdownText

Render a Javascript-heavy target webpage using a headless browser, extract the populated HTML DOM, and parse it into structured Markdown.

List<ChunkText> -> List<Embedding>

Batch and emit text embedding requests to an external provider while enforcing token-per-minute (TPM) and request-per-minute (RPM) limits with adaptive backoff.

SearchQuery -> RankedList<DocChunk>

Combine BM25 full-text queries via SQLite FTS5 with cosine similarity scores from sqlite-vec to retrieve and rank matching document chunks.