Install
openclaw skills install @deciqai/dunbars-numberActivate when: team headcount is approaching or crossing 150 (or 50, or 500); someone says "coordination is getting harder," "we lost the startup feel," or "we don't know who does what anymore"; deciding whether to split a team, open a new office, or add a management layer. Do NOT activate when: group is well below 50 and problems are clearly interpersonal; core issue is incentive misalignment rather than group size (use principal-agent instead).
openclaw skills install @deciqai/dunbars-numberDunbar's number (~150) is the cognitive limit on stable social groups the human neocortex can sustain, with nested layers at ~5, ~15, ~50, then outer bands at ~500 and ~1,500. Derived by Robin Dunbar (1992) from primate neocortex ratios. Key implication: below ~150, informal trust coordinates behavior; above ~150, formal hierarchy becomes architecturally mandatory — not a cultural choice.
Composes with network-effects (different coordination mechanisms below vs. above 150), principal-agent (exceeding 150 multiplies agency problems informal trust can no longer cover), founder-mindset (founder relationship bandwidth peaks at ~150 — first breakpoint demanding shift from doing to delegating structure).
Not when: group well below 50 and problems are interpersonal; constraint is incentive misalignment (use principal-agent); challenge is growing a network beyond 150 (use network-effects).
In Coach mode, respond one step at a time. Each [WAIT] is a hard stop — output only that step's question, then stop.
[WAIT — do not advance until user responds]
[WAIT — do not advance until user responds]
[WAIT — do not advance until user responds]
Step 1 — Identify layer: headcount → Dunbar layer (5/15/50/150/500/1,500) → distance to next breakpoint.
Step 2 — Audit coordination: how does the group coordinate? (informal trust / formal process / hierarchy) — where are breakdowns?
Step 3 — Diagnose mismatch: does coordination mechanism match group size? (below 50: direct knowledge ok; 50–150: structured trust ok; above 150: formal hierarchy required)
Step 4 — Prescribe structure: A) Split — sub-units each below 150 with explicit interfaces; B) Formalize — replace relationship-based coordination with documented processes; C) Layer — add management tier.
Step 5 — Set thresholds: current ceiling / trigger for next structural review / Gore parking-lot rule (headcount cap per unit).
Step 6 — Validate culture claims: "Lost startup feel" — Dunbar exceeded or culture drift? "Need better communication" — is structure the actual solution?
Dunbar Org Analysis: <name>
Current layer: [X] | Distance to next breakpoint: [N]
Coordination mechanism: [informal/formal] | Breakdown points: [list]
Root cause: [architectural / interpersonal / incentive]
Prescription: [split / formalize / layer] | Sub-unit targets: [≤150] | Trigger: [headcount]
→ Method in Action: Dunbar 1992 + W.L. Gore & Associates
| Domain | Layer | Key implication |
|---|---|---|
| Founding team (1–15) | Sympathy group | No process needed; direct knowledge |
| Seed-stage (15–50) | Affinity group | Informal still works; minimize overhead |
| Series A (50–80) | Approaching ceiling | Begin formalizing roles + reporting |
| Series B / Pre-150 (80–149) | Just below limit | Build management layer before hitting 150 |
| 150-person threshold | Dunbar crossed | Mandatory: documented processes + explicit hierarchy |
| 150–500 / 500+ | Acquaintance / multiple groups | VP layer + OKRs; federated units each below 150 |
| Remote teams | ~50–70 (compressed) | Video/async reduces relationship maintenance efficiency |
→ Primary sources: references/sources.md
[D] = designed upfront | [O] = observed in real use. [O] entries are more valuable.
| Fake move | Reality |
|---|---|
| [D] "We just need better communication tools" | Above 150, the problem is neocortical capacity. Slack does not fix Dunbar. |
| [D] "We can maintain flat culture as we grow" | Flat culture works below 50. Above 150, informal coordination structurally fails. |
| [D] "We'll hire great people who don't need management" | Quality of people doesn't change cognitive limits. |
| [D] "Communication problems are a people issue" | At ~150, communication problems are architectural. HR interventions treat the symptom. |
| [D] "The founders just need to be more visible" | Founder visibility works below 150. Above it, all-hands don't substitute for structure. |
| [D] "We lost our startup feel — must have been wrong hires" | The startup feel was a Dunbar-layer property of a sub-50 group. Hires are not the issue. |
| [D] "More team-building will restore cohesion" | Works within the 150-layer. Across groups above 150, it produces temporary warmth, no structural repair. |
| → Add [O] entries here after each real use — paste the actual failure pattern | What went wrong and why |
Part of deciqAI Knowledge Skills — open-source thinking skills that make rigor executable for AI agents. Built by deciqAI · https://deciqai.com · Contributions welcome — see the template at the repo root.