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tnsaijava agent framework

Topology selection

tnsai-coordination ships eight groups/ topologies. The trap is picking the one that matches an org chart. For a novel problem that needs continuous reasoning, that choice is usually wrong: each hop compresses context, and the whole drifts even when every node looks fine in isolation.

Doctrine: Wiki Context Engineering vs Role-Based. Mechanics of each topology: Topologies. ROMA is a recursive solver, not an organization spec — see Advanced → RecursiveTaskSolver.

Decision matrix

TaskUseAvoid
Sequential deterministic stages (ETL, CI, triage)pipelinenetwork, matrix
Independent parallel hypotheses (research, search)swarm, network, or RecursiveTaskSolver (ROMA)pipeline, team
One coordinator with known workershubspokehierarchy unless a supervision tree adds real gates
Novel problem, reasoning must span the whole tasksingle agent + context engineering, or ROMAteam, hierarchy, pipeline
Dynamic membership + consensusCouncil & votingteam
Quality gateJudgeteam with a reviewer role
Negotiation with incentivesAuction / contract-netdebate used as a market
Adversarial / sanity checkdebatecouncil (council is consensus, not opposition)

coalition and matrix are for dynamic alliances and multi-dimension assignment. They are not a default for “we have several specialists.”

When team, hierarchy, and pipeline fail

These three map onto the role-playing anti-pattern when the task is not a repeatable workflow with deterministic stage boundaries.

  • Handoff compression. A 50-line chain of thought becomes a 3-line summary at the next node.
  • Fake specialization. LEAD / REVIEWER are prompt labels, not capacity splits. The same model sits behind each role.
  • Every node can pass while the whole drifts. Isolated tests stay green; the integrated answer wanders.

They are the right tool for ETL, approval chains, and other pipelines whose stages have fixed contracts. They are the wrong tool for “figure this research question out.”

For novel work prefer:

  1. One Agent with tools, retrieval, and a verifier — no group.
  2. com.tnsai.coordination.roma.RecursiveTaskSolver when you need parallel decomposition plus a verification gate that is more than a handoff.

When to choose ROMA

ROMA is the default multi-agent answer when:

  • the task is not a pipeline with deterministic stages
  • sub-problems can be explored independently
  • you need a verifier that is not “the next role in the org chart”

Do not treat RecursiveTaskSolver as an org spec. There is no Organization type on 0.13.0; that hole is TAN-5675.

Package-info warnings (Forge)

Javadoc warnings on groups/team, groups/hierarchy, groups/pipeline, and a “when to choose ROMA” section on roma/package-info.java are framework edits. They are not in this Docs change. Until they land, this page is the selection signal.

See also