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Research

Time-Division Multiplexing Layer for Continual Agents

The paper proposes a temporal organization layer for continual agents using phase-tagged micro-epochs and nested clocks to manage urgent interactions and long-term commitments. It provides a projected duty-cycle update with deterministic and stochastic guarantees, and specifies coupled busy/idle execution contracts. Synthetic experiments test descent, noise, misalignment, gain asymmetry, resource coupling, and dropped replay logs, with a frozen-backbone Qwen3-8B prototype for orchestration checks.

continual learningagent orchestrationtemporal organization
Tutorial Editor selected

AWS details production architecture for its open-source Deep Insight multi-agent system

AWS Solutions Architecture published the first part of a series on Deep Insight, an open-source multi-agent system that turns CSV data and natural-language prompts into validated analysis reports. The post describes eight role-specialized agents (Coordinator, Planner, Supervisor, Coder, Validator, Reporter, Tracker, Plan Reviewer) built with the Strands Agents SDK Graph and Agents-as-Tools patterns, with model selection tiered across Claude Haiku, Opus and Sonnet via Amazon Bedrock. It also outl

Why it matters: It offers concrete, reusable architectural guidance and trade-offs for teams moving multi-agent systems from prototype to production, backed by open-source code.

AWSmulti-agent systemsagent orchestration
Products

AWS Agent Registry Enables Runtime Tool Discovery for AI Agents

AWS published a technical walkthrough of AWS Agent Registry, a managed service for cataloging and discovering MCP servers, agents, and agent skills at runtime. An orchestrator on Amazon Bedrock AgentCore runtime searches approved registry records via hybrid keyword and semantic search, constructs protocol-specific clients, and executes with request-scoped tools. The sample demonstrates MCP-only, MCP plus A2A, and pure semantic-match scenarios, with authentication kept separate from discovery.

AWS Agent RegistryModel Context Protocolagent orchestration