Edgeless Lab / Agent systems

The Return Path

An interactive study of how agents turn conversation into evidence, coordinated work, and useful feedback.

September 10, 2026Interactive architecture
Connected learning architecturePublic study / reference architecture
100%
Connected learning systemDirected architecture diagram. Select a component to inspect its contract. Walkthroughs are illustrative, not live traffic.Connected learning systemConversation becomes evidence, work, and a return path.edgeless /lab — reference architectureConversationWhere intent entersUnderstandingResolve source and purposeCoordinationDurable work and knowledgeExecutionBounded work and reviewmessageintentresolve sourcefindingsretainretrieve contextcommit workready workclaim + spawnsubmit evidenceoutcomeexplicit work handoffConversation: Conversation ownerIN / conversationinterfaceConversationLinks / forwards / repliesreference contractDirect conversation: Conversation ownerIN / directinterfaceDirect conversationQuestions / corrections / decisionsreference contractAgent sessions: Session ownerIN / sessioninterfaceAgent sessionsInteractive / scheduled / delegatedreference contractContext gateway: Intake coordinatorCTX / envelopeserviceContext gatewayEnvelope / thread / attributionreference contractSource investigation: Research workerRSR / investigationserviceSource investigationTranscript / article / code / imagereference contractLearning branches: Research ownerKN / findingsrecordLearning branchesIdeas / questions / possibilitiesreference contractIntent resolution: Conversation ownerCTX / intentserviceIntent resolutionPurpose / scope / contextreference contractDurable work graph: Work coordinatorCTL / work graphstoreDurable work graphTasks / dependencies / attemptsreference contractKnowledge store: Knowledge stewardKN / archivestoreKnowledge storeSources / findings / outcomesreference contractDispatcher: Execution coordinatorCTL / admissionserviceDispatcherEligibility / capacity / claimreference contractIsolated workers: Assigned workerRUN / workerruntimeIsolated workersRole / workspace / attemptreference contractOutcome review: ReviewerOUT / reviewgateOutcome reviewEvidence / acceptance / revisionreference contractConversation return: Conversation ownerOUT / returndeliveryConversation returnArtifact / implication / feedbackreference contractArchitecture study / 2026-09-10Interfaces / state / attempts / evidence / feedback
IntakeWorkKnowledgeFeedbackContext

Proposed reference architecture. Generic roles and illustrative scenarios; no live operational telemetry. Playback follows a selected route. Select Field sheet for a light drawing.

What makes this a system?

Context survives the handoff.

A URL is a source. A message carries purpose. Preserve the thread, attribution, and later corrections so the next agent can understand both.

message → envelope → intent
source → evidence → finding

Work has durable state.

Tasks, dependencies, attempts, and review outcomes belong to an authoritative work graph. A conversation can change the mission without becoming a second task database.

mission → prerequisites → claim
attempt → artifact → review

Learning is broader than execution.

An idea can be strategic, tactical, aesthetic, speculative, or useful only for a moment. Preserve its evidence and validity without forcing every finding into a task.

The return path is part of the design.

An artifact is useful when the requester can open it, understand it, and respond. Delivery should preserve the original subject and feed corrections into the next loop.

Where the hard parts live.

Parallelism needs limits.

More workers compete for workspaces, tools, and budget. Admission, isolated attempts, and explicit integration points make concurrency assessable.

Memory needs provenance.

Retained conclusions can become stale. Keep supporting evidence, uncertainty, and recheck conditions so retrieval does not amplify an old mistake.

Retries need history.

A failed attempt may already have changed something. Recovery must inspect prior effects before repeating an action or spending another budget.

A diagram is a hypothesis.

This is a proposed reference architecture. The walkthroughs illustrate intended contracts; they do not report live traffic, deployment health, or measured performance.