diff --git a/AGENTS.md b/AGENTS.md
index 70647c1..2f1035f 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -12,11 +12,16 @@ Rules for anyone (human or tooling) contributing to this repository.
## Project layout
```
-docs/ Design documentation (Markdown + Mermaid)
-simulator/ Virtual drone fleet — Python data generator (Parquet/DuckDB pipeline)
-prototype/ 2D swarm visualization — React + TypeScript (Vite)
+docs/ Design documentation (Markdown + Mermaid)
+simulator/ Virtual drone fleet — Python data generator (Parquet/DuckDB pipeline)
+prototype/ 2D swarm visualization — React + TypeScript (Vite)
+infra/ Ansible host prep, Terraform workloads, Flux GitOps overlays
+var/t1/ Shared T1 live lake (gitignored runtime data)
+var/t3/ Shared T3 warehouse (gitignored runtime data)
```
+See [`CONTRIBUTING.md`](CONTRIBUTING.md) for the development workflow and TDD requirements.
+
## Conventions
- Markdown: ATX headings, fenced code blocks with language tags, pipe tables.
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
new file mode 100644
index 0000000..be58aa2
--- /dev/null
+++ b/CONTRIBUTING.md
@@ -0,0 +1,90 @@
+# Contributing
+
+Thank you for helping improve Swarm House. This repository is a self-contained
+design proposal for an on-prem data platform for autonomous drone swarms — all
+contributions must follow the rules in [`AGENTS.md`](AGENTS.md).
+
+## TDD first (required)
+
+Every change to executable code ships with tests **before** or **alongside** the
+implementation — never as an afterthought.
+
+1. **Red:** write or extend a failing test that captures the behaviour you need.
+2. **Green:** implement the smallest change that makes it pass.
+3. **Refactor:** clean up without weakening the test.
+
+The CI pipeline enforces this:
+
+| Gate | When it runs |
+| --- | --- |
+| `pytest tests/` | Every push/PR (`verify` job) |
+| `RUN pytest tests/` in the simulator Docker build | Every `docker build` — a red test blocks the image |
+| Smoke flight + DuckDB assertion | Every push/PR |
+| Trivy scan | After verify passes |
+
+Test locations:
+
+- `simulator/tests/` — Python unit tests (SQL gate, broadcast codec, writer layout, flight kinematics)
+- Prototype: `npm run build` / `tsc --noEmit` before UI changes
+
+## Local development
+
+### Fast inner loop (Compose)
+
+```bash
+cd simulator
+pip install -r requirements.txt
+pytest tests/ -q # run tests first
+DRONE_COUNT=5 docker compose up --build # writes to ../var/t1
+```
+
+### Full ground miniature (k3d + Terraform + Flux)
+
+```bash
+ansible-playbook infra/ansible/sim-cluster.yml
+cd infra/terraform/sim-env && terraform init && terraform apply
+cd ../ground && terraform init && terraform apply
+cd ../../prototype && npm install && npm run dev # press "go live"
+```
+
+Shared data directories (gitignored, created automatically):
+
+| Path | Tier | Contents |
+| --- | --- | --- |
+| `var/t1/` | T1 live lake | In-flight Parquet from Compose or k3d fleet |
+| `var/t3/` | T3 warehouse | Offloaded historical partitions |
+
+Override with `SWARM_T1_DIR` / `SWARM_WAREHOUSE_DATA` / `SWARM_SIM_DATA` env vars.
+
+### Prototype only
+
+```bash
+cd prototype && npm install && npm run dev
+```
+
+## Commit messages
+
+Conventional Commits only:
+
+```
+feat: add warehouse offload cron schedule variable
+fix: reject COPY statements in the SQL gate
+docs: clarify WireGuard vs SSH layering
+test: cover broadcast frame roundtrip
+```
+
+Never include AI tool references, `Co-authored-by` trailers for assistants, or
+identifying names of people, companies, or locations.
+
+## Pull request checklist
+
+- [ ] Tests added or updated; `pytest tests/ -q` passes locally
+- [ ] `docker build` in `simulator/` succeeds (test stage included)
+- [ ] Documentation updated if behaviour or boundaries changed
+- [ ] English only; no identifying references
+- [ ] Conventional commit message
+
+## Questions
+
+Open design questions live in [`docs/09-open-questions.md`](docs/09-open-questions.md).
+Architecture boundaries are documented in [`docs/06-environments.md`](docs/06-environments.md#iac-boundaries).
diff --git a/README.md b/README.md
index cdf51eb..b5fb250 100644
--- a/README.md
+++ b/README.md
@@ -39,18 +39,37 @@ This repository describes how to build, deliver, test, and operate that platform
| Component | Purpose | Stack |
| --- | --- | --- |
| [`simulator/`](simulator/) | Virtual drone fleet: generates realistic telemetry through the same Parquet/DuckDB pipeline a real drone would use; N drones via Docker Compose | Python, pyarrow, DuckDB |
-| [`prototype/`](prototype/) | 2D top-down swarm visualization: drones, obstacles, inter-drone links with live transfer metrics | React, TypeScript, Vite, SVG |
+| [`prototype/`](prototype/) | 2D top-down swarm visualization: drones, obstacles, inter-drone links with live transfer metrics; **live mode** renders real positions from the k3d fleet | React, TypeScript, Vite, SVG |
+| [`infra/ansible/`](infra/ansible/) | Host preparation: drone bench provisioning (keys, forced commands, WireGuard, Compose bundle) and local k3d simulation cluster | Ansible |
+| [`infra/terraform/`](infra/terraform/) | Declared workloads on the sim cluster: virtual fleet + observability ([`sim-env`](infra/terraform/sim-env/)), warehouse + T1→T3 offload ([`ground`](infra/terraform/ground/)) | Terraform, kubernetes provider |
+| [`infra/gitops/`](infra/gitops/) | Flux overlays for the ground segment — policy labels, dashboard bundles; drones stay on the fleet manifest | Flux, Kustomize |
+
+Shared runtime data (gitignored): `var/t1/` (live lake), `var/t3/` (warehouse). See [`CONTRIBUTING.md`](CONTRIBUTING.md).
## Quick start
```bash
-# Spin up a virtual swarm of 10 drones
+# Spin up a virtual swarm of 10 drones (Compose, no cluster needed)
cd simulator && DRONE_COUNT=10 docker compose up
# Run the visualization
cd prototype && npm install && npm run dev
```
+Or run the full miniature of the ground segment — k3d cluster, fleet as
+StatefulSet, Grafana, explorer, warehouse with post-flight offload:
+
+```bash
+ansible-playbook infra/ansible/sim-cluster.yml
+cd infra/terraform/sim-env && terraform init && terraform apply
+cd ../ground && terraform init && terraform apply
+# then press "go live" in the prototype header
+```
+
+See [06 — Environments → IaC boundaries](docs/06-environments.md#iac-boundaries) for why Ansible owns hosts, Terraform owns the ground segment, and neither flies on the drone.
+
+Contributing (TDD-first workflow): [`CONTRIBUTING.md`](CONTRIBUTING.md).
+
## CI & releases
-Every push runs the pipeline in [`.github/workflows/release.yaml`](.github/workflows/release.yaml): a compile check, a 10-second virtual smoke flight verified with DuckDB, unit tests for the read-only SQL gate, and a Trivy vulnerability/misconfiguration scan. Pushes to `main` then cut a semantic version from the conventional-commit type (`feat:` → minor, `!`/`BREAKING CHANGE` → major, else patch), tag the commit, and publish a release with a **fleet release manifest** (versioned artifact list with checksums — the delivery unit described in [11 — CI/CD & delivery](docs/11-cicd-delivery.md)) plus a source bundle.
+Every push runs the pipeline in [`.github/workflows/release.yaml`](.github/workflows/release.yaml): **pytest unit tests**, a compile check, a 10-second virtual smoke flight verified with DuckDB, and a Trivy vulnerability/misconfiguration scan. The simulator Docker build also runs `pytest` — a failing test blocks the image. Pushes to `main` then cut a semantic version from the conventional-commit type (`feat:` → minor, `!`/`BREAKING CHANGE` → major, else patch), tag the commit, and publish a release with a **fleet release manifest** (versioned artifact list with checksums — the delivery unit described in [11 — CI/CD & delivery](docs/11-cicd-delivery.md)) plus a source bundle.
diff --git a/docs/05-network-security.md b/docs/05-network-security.md
index 87a7e9c..6272a57 100644
--- a/docs/05-network-security.md
+++ b/docs/05-network-security.md
@@ -36,6 +36,21 @@ graph TB
- **RSSI is data.** Per-peer signal strength is captured into `telemetry` like any other sensor — it feeds relative-positioning estimates and post-flight link-quality analysis, and it is free.
- Electromagnetic environment sensing (whatever the radio can observe) is likewise recorded — cheap in flight, valuable in replay.
+## Why not SSH alone?
+
+SSH and WireGuard solve different problems. SSH is the **authorization layer** for narrow, point-to-point operations (bulk sync, read-only SQL). WireGuard is the **membership and transport encryption layer** for everything on the mesh, including traffic SSH cannot carry.
+
+| Concern | SSH alone | WireGuard + SSH (this design) |
+| --- | --- | --- |
+| Pose broadcast (UDP, ~5 Hz, compact frame) | Cannot carry subnet broadcast; would need a separate app protocol | Encrypted inside the mesh overlay; any peer on the tunnel can receive |
+| Broadcast confidentiality without WG | Payloads traverse the radio **in cleartext** — any receiver in range reads swarm positions | Only provisioned fleet members complete a handshake; outsiders see noise |
+| Lossy ad-hoc links | TCP head-of-line blocking; sessions stall and reconnect on packet loss | UDP transport survives loss and roaming; SSH sessions **over** WG are more stable than SSH directly on Wi-Fi |
+| Network membership | Any host that reaches the port gets an SSH banner — a probe surface | Devices without a provisioned key get **no handshake response**; the port is effectively silent |
+
+**Rejected alternative:** encrypt each broadcast frame in application code with a fleet-wide AEAD key. That reinvents a crypto layer the OS already provides, still leaves TCP head-of-line blocking for peer queries, and does not answer the membership question (who is allowed on the mesh at all).
+
+Keep both layers: WireGuard for *who is on the network and whether the wire is readable*; SSH forced commands for *what a peer is allowed to do once connected* ([04](04-swarm-sync.md)).
+
## Key lifecycle
| Phase | Action |
diff --git a/docs/06-environments.md b/docs/06-environments.md
index 8cd75e9..3b78df4 100644
--- a/docs/06-environments.md
+++ b/docs/06-environments.md
@@ -61,6 +61,29 @@ The environment engineers live in daily — and deliberately the first thing to
- **T4 data slices**: a thin tool pulls partition subsets from T3 (`flight=X, drone=Y, hour=Z`) for local work — layout-identical, so every query and pipeline runs unmodified.
- The same simulator images scale out on the ground k3s farm for CI regression runs: every merge request replays canonical scenarios and asserts on the resulting Parquet output (row counts, coverage, staleness budgets).
+## IaC boundaries
+
+Infrastructure as code follows the same discipline as the data plane: each tool owns the layer it is actually good at, and nothing owns a layer it can't reach.
+
+| Layer | Tool | Why |
+| --- | --- | --- |
+| Host preparation (drone bench provisioning, sim cluster creation) | **Ansible** ([`infra/ansible/`](../infra/ansible/)) | Idempotent, agentless, works over the same SSH channel the platform already trusts. Keys, forced commands, WireGuard, Compose bundles — all host-level state. |
+| Declared workloads (simulated fleet, ground warehouse) | **Terraform** ([`infra/terraform/`](../infra/terraform/)) | The ground segment is stationary, long-lived, and cluster-shaped — classic Terraform territory. Fleet size, offload schedule, and explorer endpoints are variables, not YAML edits. |
+| Ongoing ground configuration | **Flux** ([`infra/gitops/`](../infra/gitops/)) | Policy labels, dashboard bundles, offload knobs — reconciled from git without reprovisioning PVCs. Drones stay on the fleet manifest, not GitOps. |
+| On-board runtime | **Compose bundle from the fleet release manifest** | Terraform is deliberately *not* on the drone: there is no API server to reconcile against mid-flight, and the release manifest already gives atomic, versioned, rollback-able delivery ([11](11-cicd-delivery.md)). |
+
+Shared local data paths (same layout everywhere): **`var/t1/`** (live lake, T1) and **`var/t3/`** (warehouse, T3). Compose, k3d, and DuckDB on the host all read the same Parquet tree.
+
+Two Terraform modules, two states, one deliberate split: [`sim-env`](../infra/terraform/sim-env/) (the disposable virtual fleet) and [`ground`](../infra/terraform/ground/) (the warehouse that must survive every `destroy` of the fleet). They never share a lifecycle.
+
+### k3d: the ground segment as an executable miniature
+
+`ansible-playbook infra/ansible/sim-cluster.yml` creates a local k3d cluster (k3s in Docker — the same distribution as the real ground segment) and `terraform apply` populates it: virtual drones as StatefulSet replicas over a shared Parquet lake, the exporter/Prometheus/Grafana stack, the data-plane explorer, MinIO, and the T1→T3 offload CronJob. The whole diagram at the top of this page runs on one workstation, and the prototype's **live mode** renders real drone positions straight from the explorer's read-only SQL API.
+
+### Next fidelity step: microVMs
+
+The k3d fleet shares one kernel and one network namespace tree — good enough to exercise the data plane, not good enough to demo the *peer* plane (real SSH sessions between isolated machines, WireGuard handshakes, packet loss injection). The next step, when that fidelity is needed, is one **Firecracker microVM per drone**: a real kernel, a real network interface, and the actual `authorized_keys` forced-command path between virtual drones — on any KVM-capable workstation, still with no cloud dependency. The process-level simulator stays as the fast inner loop; microVMs become the pre-flight integration rig.
+
## Why identical layouts matter (the payoff)
| Operation | What it costs with one layout everywhere |
diff --git a/docs/11-cicd-delivery.md b/docs/11-cicd-delivery.md
index 51de789..0031a29 100644
--- a/docs/11-cicd-delivery.md
+++ b/docs/11-cicd-delivery.md
@@ -97,6 +97,39 @@ config:
2. Docked drones fetch the manifest, verify digests/signatures ([05](05-network-security.md)), stage the new Compose bundle, and switch on the next boot cycle.
3. **Never mid-flight.** Updates are a dock-only operation by construction — the update endpoint does not exist in the flight radio profile.
+## GitOps on the ground segment
+
+The fleet release manifest handles **drones** (atomic, digest-pinned, dock-only). The **ground k3s segment** uses a different tool: [Flux](https://fluxcd.io/) reconciles long-lived configuration from git — dashboard bundles, Prometheus rules, offload schedules, policy labels — without reprovisioning PVCs or re-running full Terraform applies for every label change.
+
+```mermaid
+graph LR
+ subgraph git [Git, on-prem]
+ REPO["service repos"]
+ GITOPS["infra/gitops/
ground overlay"]
+ end
+ subgraph ground_k3s [Ground k3s]
+ FLUX["Flux controllers"]
+ WH["warehouse workloads
(Terraform-provisioned)"]
+ CFG["policy ConfigMaps
dashboard bundles"]
+ end
+ subgraph drones [Fleet]
+ MAN["fleet release manifest"]
+ DOCK["dock: verify + apply"]
+ end
+ REPO --> CI
+ GITOPS --> FLUX
+ FLUX --> CFG
+ MAN --> DOCK
+```
+
+| Segment | Delivery mechanism | Reconciler in production? |
+| --- | --- | --- |
+| Drones | Fleet release manifest via registry mirror | **No** — no API server mid-flight; dock applies once |
+| Ground k3s (warehouse, dashboards, CI runners) | Terraform for shape + **Flux** for ongoing config | **Yes** — stationary cluster, wired network, git is the source of truth |
+| Dev simulation (k3d) | Ansible creates cluster; Terraform applies workloads; Flux CRs installed from [`infra/gitops/`](../infra/gitops/) | Yes (miniature of ground) |
+
+Boundary: **Terraform provisions** (namespaces, PVCs, Deployments, CronJobs); **Flux reconciles** policy and observability overlays on top. Neither replaces the fleet manifest on the drone.
+
## Developer experience
- **Dev Containers** define the full toolchain (Python data tooling, DuckDB, compose, linters) — identical on any machine, onboarding in minutes.