1. Inbound Messages
Four surfaces carry an inbound request into a graph run:thread_id is LangGraph’s persistence key, not Aion’s messaging thread or context
identifier. The inbound distribution context arrives through runtime.context.
1.1 Graph Invocation
BothSendMessage and SendStreamingMessage use the same event generation flow:
AgentExecutor.execute() always produces an event stream via graph.astream().
The difference is in how DefaultRequestHandler.ResultAggregator consumes this stream:
SendMessage(blocking=true) collects all events and returns the finalTask.SendMessage(blocking=false) returns after the first event, then continues processing in background withstatus="submitted".SendStreamingMessageyields events as they arrive and streams them to the client via SSE.
SendMessageRequest payload; only the response mode differs.
Older A2A examples before 0.3 used separate invoke() and stream() paths. In A2A 0.3+, execution is unified;
only the consumption strategy differs.
1.2 Message Ingress
When an inbound A2AMessage arrives:
- Append to
state.messages(LLM-facing transcript): If the inbound A2AMessagecontains one or more text parts and the graph state includes amessagesproperty, Aion Server appends a LangChainHumanMessagederived from the A2A text. The default policy concatenates all A2A text parts in order into a singleHumanMessage. - Populate
AionRuntimeContext(invocation-scoped context): Aion Server populates theAionRuntimeContextfor the current invocation withevent,inbox, and the parsed Distribution extension payload when one is present.ThreadandMessageare authoring helpers derived from that context. - Idempotency and dedupe:
If the inbound A2A
messageIdhas already been ingested for the currentcontextId, Aion Server does not append a duplicateHumanMessage.
AionRuntimeContext.inbox.message.parts. The file part carries the schema-marked
MessageMediaPayload, and its mediaId associates any transcript. Its fileId names the stable Aion File Recording;
fileVersionId names the exact immutable Recordable. Do not read only the first text part.
Register AionRuntimeContext as the graph’s context schema:
Runtime[AionRuntimeContext]:
1.3 Runtime Context vs Graph State
Graph state carries the model-facing transcript. Transport metadata, routing, and the normalized event stay on the invocation-scoped context, so a node that needs the protocol objects reads them offruntime.context instead of declaring them in the state schema:
a2a_outbox is the one protocol object that does belong in the state schema: it is a value
the graph returns rather than one it receives (Section 2.1).
2. Outbound Messages
2.1 SendMessage -> graph.astream()
Valid responses to an A2A SendMessage call are a Task.
Aion Server constructs the response using this precedence:
(1) SDK-managed response buffer (authoritative when populated)
The runtime maintains a request-scoped messaging buffer for the current turn.
SDK helpers and other higher-level response surfaces should write to that
buffer first. This includes streamed output that is intended to become the
durable reply.
When this buffer is non-empty, it is the authoritative source for A2A
response compilation.
(2) a2a_outbox
If the returned dictionary contains a2a_outbox, it must be an A2AOutbox instance wrapping either
a Task or a Message. Server-owned fields are enforced:
task_idandcontext_idare set to current values managed by Aion Server.- Metadata keys beginning with
aion:orhttps://docs.aion.toare reserved for the platform.aion:networkcarries routing and identity,aion:ephemeraldecides whether an event is persisted, and the extension URIs address extension payloads. Ask for that behaviour through the typed parameter that produces it —emit_message(..., ephemeral=True),routing=...— rather than by writing the key.
- If
a2a_outbox.messageis set, append it to current task history. - If
a2a_outbox.taskis set, treat it as a patch to the server task: server merges or extends history and artifacts; graph-provided metadata merges shallowly. Reserved keys are dropped from the patch — they reach neither the stored task nor the wire.
state.messages in sync by appending an AIMessage and/or ToolMessage
derived from the outbound A2A payload. Linkage: AIMessage.id = a2a.taskId.
(3) Framework-native fallback
If neither the SDK-managed response buffer nor a2a_outbox exists, Aion
falls back to framework-native output for the current turn:
- first, accumulated streamed
messageschunks - then, if needed, the last agent-authored
AIMessageinstate.messages
Task with a terminal status. If a developer needs
full control over the task shape, status events, or artifact updates, they should
use a2a_outbox instead of relying on fallback inference.
2.2 Replying into the Inbound Context
thread.reply(...) builds its routing from the inbound event context, so the reply returns
to the conversation the request arrived from — the same DM, the same thread, the same shared
conversation — without the graph reconstructing that target. A node that needs to send
somewhere else passes an explicit target to thread.post(...).
3. Streaming
3.1 SendStreamingMessage -> graph.astream()
Valid responses to an A2A SendStreamingMessage call are a Task,
TaskStatusUpdateEvent, or TaskArtifactUpdateEvent in the following
sequence:
aion.langgraph.server will first dispatch a Task with a "working" status,
followed by one or more TaskStatusUpdateEvent or TaskArtifactUpdateEvent
as the stream progresses, and finally a Task with a terminal status.
Aion Server requests LangGraph stream updates using:
stream_mode=["values", "messages", "custom", "updates"]. In the following sections, we will discuss how each
Langgraph event type is mapped to A2A message stream response events.
3.2 Event Type: values
The last values payload in the stream represents the final output and state snapshot.
Aion Server uses it to update task state and determine the final terminal response if one has not already been sent.
Output mapping follows the same precedence as Section 2.1.
If neither the SDK-managed response buffer nor a2a_outbox is populated,
Aion Server may construct an A2A Message using accumulated streamed deltas
collected in the "aion:stream-delta" artifact via messages mode
(see Section 3.3).
3.3 Event Type: messages
messages stream mode yields LLM output chunks as (message_chunk, metadata).
These events are not diffs to state.messages.
Multiple LLM invocations in a graph can produce messages events.
To bridge this to A2A, chunks are appended into a transitory streaming artifact:
artifact.name = "Stream Delta"artifact.id = "aion:stream-delta"append=falseon the first chunk,append=trueon every later chunk- the artifact update’s own
metadatacarries the messaging extension’s schema marker,…#StreamDeltaPayload— see Streaming Delta Semantics lastChunk=false- every update carries content; chunks with empty content produce no event
- the sequence ends with the next durable message or with the terminal task status
TaskArtifactUpdateEvent is emitted for each chunk.
This artifact is transitory and is not persisted to the task’s durable state by default.
3.4 Event Type: custom
The Aion SDK provides helper functions via LangGraph StreamWriter to emit custom events during graph execution.
Aion Server listens for these custom payloads and forwards them as A2A events, enforcing canonical
taskId and contextId.
Precedence rule: explicit A2A streaming events emitted via custom are authoritative.
Custom payloads are mapped into A2A streaming events, including status updates and artifact updates.
When helper APIs are used, Aion Server applies the same canonical ID and metadata enforcement rules.
For helper APIs, parameter semantics, and usage examples, see
Streaming API.
3.5 Event Type: updates
Used to track the currently executing node.
Aion Server extracts the node name and updates execution context accordingly.
4. Summary of Responsibilities
LangGraph Graph Author
- Register
AionRuntimeContextas the graph’s context schema viacontext_schema=AionRuntimeContext. - Access inbound message, thread, event, and raw inbox data through
Runtime[AionRuntimeContext]in node signatures. - Keep
state.messagesas LangChain message types. - Prefer SDK helpers when you want to populate the shared runtime response buffer directly.
- Optionally set
a2a_outboxfor full-fidelity A2A responses. - For streaming, optionally emit A2A-native events via
customusing SDK helper functions.
Aion Server Adapter
- Own canonical IDs and routing metadata.
- Ensure idempotency on ingress.
- Map LangGraph output and state into A2A
MessageandTask. - Stream A2A events as
StreamResponsewrappers.