diff --git a/CLAUDE.md b/CLAUDE.md
index e814e3c..7c16db1 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -100,7 +100,10 @@ comment with a section each. Default suite = security/correctness/maintainabilit
 error-handling; opt-in built-ins = tests/docs/conventions/improvements. Select via
 `GADFLY_SPECIALISTS` (csv or `all`); define/override via `GADFLY_SPECIALIST_<NAME>` env or a repo
 `.gadfly.yml` (`specialists:` + `define:`). See `cmd/gadfly/specialists.go`. Cost ≈
-specialists × models × 2 passes — keep the default model count low (entrypoint defaults to one).
+specialists × models × 2 passes — the **image/entrypoint** default stays minimal (one model) for
+that reason; the **reusable workflow** (`review-reusable.yml`) deliberately ships a heavier
+opinionated default swarm (3 cloud + Claude Code, 5 lenses) for steve's own fleet, which consumers
+inherit or override per-input.
 **Dynamic `auto`** (`GADFLY_SPECIALISTS=auto`): a selector (`GADFLY_SELECTOR_MODEL` or the review
 model) picks lenses per-diff and may invent ad-hoc ones (`cmd/gadfly/auto.go`). **Worker-tier**
 (`GADFLY_WORKER_MODEL`): a `delegate_investigation` tool offloads grep/read legwork to a cheap
diff --git a/examples/README.md b/examples/README.md
index 4af343e..22b170c 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -6,7 +6,7 @@ set the secrets/vars it references. Gadfly is advisory only — it never blocks
 
 | File | Backend | Needs |
 |------|---------|-------|
-| [`reusable.yml`](reusable.yml) | **slimmest stub** — calls Gadfly's reusable workflow, forwarding only the secrets the reviewer needs (least privilege, not `secrets: inherit`); take the defaults or override a few inputs | secret `OLLAMA_CLOUD_API_KEY` |
+| [`reusable.yml`](reusable.yml) | **slimmest stub** — calls Gadfly's reusable workflow and inherits its **default swarm** (3 cloud + Claude Code, 5-lens suite), forwarding only the secrets it needs (least privilege, not `secrets: inherit`); the stub keeps a cloud-only `models:` override so it runs with just the Ollama key (drop it + add the Claude token to get the full default) | secret `OLLAMA_CLOUD_API_KEY` |
 | [`adversarial-review.yml`](adversarial-review.yml) | **Ollama Cloud** (default) + inline notes for every provider; full self-contained stub | secret `OLLAMA_CLOUD_API_KEY` |
 | [`local-ollama.yml`](local-ollama.yml) | a **local/LAN Ollama** daemon | nothing (or `GADFLY_BASE_URL` for a remote host) |
 | [`openai-compatible.yml`](openai-compatible.yml) | any **OpenAI-compatible** endpoint (local Ollama `/v1`, gateway, vLLM, OpenRouter…) | `GADFLY_BASE_URL` (+ a key for most gateways) |