diff --git a/claude-code-starter-prompt.md b/claude-code-starter-prompt.md
index a4c002c..c7dbc8c 100644
--- a/claude-code-starter-prompt.md
+++ b/claude-code-starter-prompt.md
@@ -1,5 +1,21 @@
 # Project: spark-control — Model switcher web UI for dual DGX Spark cluster
 
+> **Update 2026-05-12 — Direction change:** the web UI is being built as a
+> **StartOS 0.4 package** (sideloaded onto Alice's existing Start9 server),
+> **not** as a FastAPI service running directly on Spark 1. The Start9 server
+> shares a LAN with the Sparks and SSHes into Spark 1 to invoke
+> `launch-cluster.sh`. StartOS handles `.local` exposure and HTTPS; SSH
+> credentials live in a per-install config file managed by a "Configure Sparks"
+> action. See <https://docs.start9.com/packaging/0.4.0.x/> for the packaging
+> model. Repo layout:
+>
+> - `image/` — Docker image source (FastAPI app, runs anywhere with `uvicorn`).
+> - `package/` — StartOS 0.4 wrapper (manifest, main, interfaces, actions).
+>
+> The "Phase 4: Deploy" section below (systemd on Spark 1) is **superseded** by
+> the StartOS sideload workflow. Other phases (models.yaml schema, swap script,
+> FastAPI endpoints, frontend) still apply but live inside `image/`.
+
 ## Goal
 
 I want to build a small web service that gives me a browser-based interface to:
diff --git a/known-issues.md b/known-issues.md
index d860f58..2c4f9c7 100644
--- a/known-issues.md
+++ b/known-issues.md
@@ -2,6 +2,8 @@
 
 ## magpie-tts crash loop (Spark 2)
 
+**What Magpie is:** NVIDIA's multilingual text-to-speech (TTS) model, served via the NIM (NVIDIA Inference Microservices) framework — a Riva Speech Server container that converts text into spoken audio. It's the counterpart to Parakeet (which is speech-to-text / STT). When working, it exposes `/v1/audio/speech` on port 9000 and is used by clients like Open WebUI for the "read aloud" feature.
+
 The `magpie-tts` container at `nvcr.io/nim/nvidia/magpie-tts-multilingual:latest` is in a restart loop and `:9000` is not reachable. **Status as of 2026-05-12: unfixed. UI surfaces a red dot.**
 
 **Root cause (from `docker logs magpie-tts`):**
diff --git a/models.yaml b/models.yaml
index c815c60..afc4899 100644
--- a/models.yaml
+++ b/models.yaml
@@ -39,6 +39,9 @@ models:
       - --reasoning-parser=gemma4
       - --tool-call-parser=gemma4
       - --enable-auto-tool-choice
+      - --load-format=fastsafetensors
+      - --enable-prefix-caching
+      - --kv-cache-dtype=fp8
 
   qwen36:
     display_name: "Qwen3.6 35B-A3B (daily driver)"
@@ -52,6 +55,9 @@ models:
       - --max-model-len=65536
       - --reasoning-parser=qwen3
       - --moe_backend=flashinfer_cutlass
+      - --load-format=fastsafetensors
+      - --enable-prefix-caching
+      - --kv-cache-dtype=fp8
 
   qwen3-235b-fp8:
     display_name: "Qwen3 235B-A22B FP8 (legacy)"
diff --git a/runbook.md b/runbook.md
index 9875b8c..598e248 100644
--- a/runbook.md
+++ b/runbook.md
@@ -2,6 +2,20 @@
 
 Operating notes for running and maintaining the cluster via spark-control.
 
+## Recent successful swaps
+
+- **2026-05-12 — gemma4 → qwen36** via `POST /api/swap` from laptop dev server. ~5:30 to "Application startup complete." Inference works (`/v1/chat/completions` returns reasoning content via `reasoning` field). `--moe_backend=flashinfer_cutlass` confirmed valid by vLLM (logged "Using 'FLASHINFER_CUTLASS' NvFp4 MoE backend").
+
+## Optimization flags (added 2026-05-12)
+
+Aligned `gemma4` and `qwen36` `vllm_args` with the project's sibling recipes (`qwen3.5-35b-a3b-fp8.yaml`, `gemma4-26b-a4b.yaml`):
+
+- `--load-format=fastsafetensors` — faster cold-start weight load.
+- `--enable-prefix-caching` — reuse cached prefix tokens (e.g. system prompt) across requests.
+- `--kv-cache-dtype=fp8` — store KV cache in 8-bit FP; halves memory used per active context.
+
+These take effect on the **next swap to that model**. If a swap fails after this change with errors mentioning fastsafetensors/prefix-caching/fp8, revert the entry in `models.yaml` and retry.
+
 ## Day-to-day
 
 - The UI lives at `http://<your-start9>.local:9999` once the StartOS package is installed and configured.