Topic hub
Multi Agent
A New Runtime topic hub collecting signals, patterns, field notes, and public sources about multi agent.
Short answer
- Multi Agent is tracked here as an evidence-linked topic, not as a static glossary entry.
- The page connects raw observations to pattern hypotheses, longer analysis, and public sources.
- Use it as the canonical landing page before drilling into individual records.
Raw signals
Recent observations
Multi-agent systems need continuous eval pipelines
A Google workflow evaluates not only the final answer but also routing, delegation, tool calls, and the trajectory between agents.
The Future Interface Is an Agent Manager, Not Twenty Terminals
As parallelism grows, users need one surface for goals, status, handoffs, exceptions, and review rather than more chat windows.
DeerFlow 2.0 Packages an Open Runtime for Autonomous Agents
ByteDance's open runtime combines planning, subagents, files, tools, and long-running execution into a deployable system.
Sakana Fugu Presents Multiple Agents as One Model Endpoint
Fugu hides a multi-agent debate and synthesis system behind a model-like interface, making orchestration an implementation detail of inference.
Anthropic Shows Two Async Orchestration Patterns
Parallel agents can be coordinated through explicit state and asynchronous handoffs instead of sharing one overloaded conversation.
Agent View Makes Parallel Work a First-Class Interface
Claude Code collects multiple active agents into one operator surface, shifting attention from prompts to work allocation and status.
Hermes Profiles Need a Shared Work Layer to Become a Crew
Multiple specialist profiles become a system only when they share tasks, dependencies, handoffs, and a persistent operational board.
Source ledger
Publishable sources attached to this record.
| # | Source | Role | Public status |
|---|---|---|---|
| 1 | claude.comsource | primary receipt | source_urls |
| 2 | github.comrepo | supporting receipt | source_urls |
| 3 | github.comrepo | supporting receipt | source_urls |
| 4 | hermes-agent.nousresearch.comsource | supporting receipt | source_urls |
| 5 | hermes-agent.nousresearch.comsource | supporting receipt | source_urls |
| 6 | platform.claude.comdocs | supporting receipt | source_urls |
| 7 | sakana.aisource | supporting receipt | source_urls |
| 8 | x.comsource | supporting receipt | source_urls |
| 9 | x.comsource | supporting receipt | source_urls |
| 10 | youtube.comsource | supporting receipt | source_urls |