Module 3 · Planning, Context & Multi-agent Systems · scripted
The Team: Role-Based Coordination
From primitives to an organization
We have the primitives — start, write, read — and we've seen that every coordination pattern is a policy over them. Now the archetype that most organizations of humans converged on, and that multi-conversation systems keep rediscovering: the team of roles. A multi-conversation archetype, like the Actor–Critic — but where the Actor–Critic couples two attentions through one artifact, the Team couples many responsibilities through delegated work.
The Team, defined
A fixed set of ROLES, modeled the way human teams are:
EXPERTISE what this role is good at — its casting:
system message, tools, knowledge
RESPONSIBILITY what this role OWNS — the questions that
are always, and only, its to answer
BOUNDARIES who it may coordinate with, and how —
encoded as its coordination tools
Work moves between roles only along the allowed edges.The deep move is the second line. Expertise says what a role can do; responsibility says what it owns — and ownership is a statement about the whole system: every kind of question the task can raise should have exactly one role it belongs to. Gaps mean dropped work; overlaps mean duplicated, disagreeing work. This is org design, and the design questions are the ones organizations have always asked.
The classic: a coordinator and specialists
The most common team shape — and the right default — puts one role in charge of the movement of work:
The coordinator pattern
The coordinator's expertise is nothing domain-specific. Its responsibility is the project: reading the task, splitting the work, writing each specialist's brief, moving deliverables to whoever needs them next — and one duty that must live somewhere, so it lives here: deciding when the task is complete. Watch the shape on a real task:
The journal returned our paper: major revisions. Reviewer 1
challenges the statistics (says we need mixed models); Reviewer 2
wants the related-work section rebuilt around three papers we
missed. Handle the revision. Tools: delegate(role, brief),
read_deliverable(id), send_result(text).
⟨tool_use⟩
delegate(role = "statistics", brief = "Reviewer 1 argues our
repeated-measures ANOVA ignores per-site clustering and demands
mixed models. Attached: their comment, our methods section, the
data dictionary. Deliver: (1) is the criticism valid — yes/no
with reasoning; (2) if yes, the corrected analysis and updated
results table; (3) a response-to-reviewer paragraph.")⟨tool_use⟩
delegate(role = "literature", brief = "Reviewer 2 names three
missed papers [refs]. Deliver: for each, one paragraph — what it
claims, how it relates to our contribution, whether it changes
our novelty argument. Flag if any actually threatens the paper.")⟨tool_result⟩
[statistics, d-12]: Criticism valid — site clustering inflates
our F-statistics. Mixed model rerun: main effect holds (p=.003,
was p=.001); interaction NO LONGER significant. Updated table +
response paragraph attached.⟨tool_result⟩
[literature, d-13]: Two papers adjacent, easily cited. One
(Vik 2025) overlaps our second contribution — novelty argument
needs narrowing, not abandoning. Paragraphs attached.⟨tool_use⟩
delegate(role = "writing", brief = "Revise the manuscript using
d-12 (new stats — NOTE: interaction result is gone; §5.2's claims
must be cut or softened) and d-13 (related work + narrowed
novelty claim in the intro). Deliver: revised manuscript +
change log + response letter.")⟨tool_result⟩
[writing, d-14]: Revised manuscript, change log, response letter
attached.⟨tool_use⟩
read_deliverable(id = "d-14")Completion check against the reviewers' demands: R1 statistics — addressed with mixed models, honestly reporting the lost interaction (§5.2 softened, change log line 9). R2 papers — integrated, novelty narrowed. Every reviewer point has a response-letter entry. One issue: the letter claims "all analyses unchanged in conclusion" — but the interaction result changed. I will not send that sentence; returning to writing for one correction before I declare this complete.
Boundaries are tools
Where do the team's rules live? Not in anyone's memory — in the coordination tools each role holds. The permissions-table idea from the architecture, now read as org design:
The team, as each role's tool set
The statistics role CANNOT task the writer — not because a rule forbids it, but because no tool in its hands says it. The org chart is not documentation. It is unspeakability, applied to coordination.
Why forbid specialist-to-specialist talk at all? The same reason human orgs route through a lead when stakes are high: every direct edge is a place where work can move unobserved by the role that owns completion. Fewer edges: cleaner accountability, simpler walls, easier debugging — at the price of the coordinator becoming a bottleneck. Adding an edge back (writer may read statistics' conversation, say) is a deliberate act: you are trading oversight for speed, and the permissions table shows exactly where.
Designing a team
The org designer's checklist
1. ROLES from responsibilities, not from enthusiasm: list the kinds of questions the task raises; every kind gets exactly one owner. No gaps, no overlaps. 2. CAST each role: system message, tools, knowledge — the casting principle, per seat. 3. BRIEFS AND DELIVERABLES as contracts: what crosses each edge, in what form (the touch points are the design). 4. ONE role owns completion — and holds the original task to judge it against. 5. Draw the permissions table LAST, and read it as an org chart: if you can't explain an edge, remove it.
- In Example 1, which deliverable would have been mishandled if the specialists talked directly and the coordinator just collected outputs at the end? Trace the specific failure.
- Your research group is a team of roles. Write its permissions table honestly — including the edges that exist but shouldn't. Which role owns "done"? Is that ever actually ambiguous — and what does it cost when it is?
Design a team for a recurring multi-part task in your domain. Deliver: the role list with expertise + responsibility for each (one owner per question type — prove it), each role's tool set including its coordination tools, the brief/deliverable contract for every edge, and the completion judgment written as the coordinator would run it. Then break it on paper: give it a task where two roles both believe they own one question — and fix the design, not the moment.