diff --git a/QUICKSTART.md b/QUICKSTART.md
index 1182538..7e91671 100644
--- a/QUICKSTART.md
+++ b/QUICKSTART.md
@@ -48,6 +48,102 @@ python3 -m venv .venv
 If `.venv/bin/meshnet-node` is missing, the editable install step did not finish
 successfully. Re-run the `.venv/bin/pip install -e ...` command above inside WSL.
 
+WSL2 is still useful for local development, but do not rely on it for the
+"another machine connects back to this node" LAN case. WSL2 commonly sits behind
+Windows NAT/port-proxy behavior and may not accept inbound traffic from other LAN
+machines without extra host networking setup. We intentionally leave that unfixed
+because it is useful for testing NAT/relay scenarios. If you just want to bring up
+a Windows node that other machines can reach directly, run the node in native
+Windows PowerShell instead.
+
+### Native Windows PowerShell node (not WSL)
+
+Use this when the tracker is on another machine and you want Windows to host a
+reachable node on the LAN.
+
+1. Install prerequisites on Windows:
+   - Python 3.11 or 3.12 from <https://www.python.org/downloads/windows/>
+   - Git for Windows from <https://git-scm.com/download/win>
+
+2. Open **PowerShell** in the cloned repo and install the node packages:
+
+```powershell
+# Example repo path; adjust to wherever you cloned it
+cd D:\DEV\workspace\REPOS\git.d-popov.com\neuron-tai
+
+py -3 -m venv .venv
+.\.venv\Scripts\python.exe -m pip install --upgrade pip setuptools wheel
+.\.venv\Scripts\pip.exe install -e packages\tracker -e packages\node -e packages\p2p -e packages\gateway -e packages\relay
+
+# CPU-only PyTorch. For NVIDIA CUDA, use `pip install torch` instead.
+.\.venv\Scripts\pip.exe install torch --index-url https://download.pytorch.org/whl/cpu
+.\.venv\Scripts\pip.exe install transformers accelerate
+
+.\.venv\Scripts\meshnet-node.exe --help
+```
+
+3. Find the Windows LAN IP address:
+
+```powershell
+ipconfig
+```
+
+Use the IPv4 address on the active Ethernet/Wi-Fi adapter, for example
+`192.168.0.42`. Avoid WSL/Docker/Hyper-V adapter addresses like `172.16.x.x`,
+`172.17.x.x`, or other virtual adapter IPs.
+
+4. Allow inbound traffic for the node port in Windows Firewall. Run PowerShell as
+Administrator once:
+
+```powershell
+New-NetFirewallRule `
+  -DisplayName "Meshnet node 8005" `
+  -Direction Inbound `
+  -Action Allow `
+  -Protocol TCP `
+  -LocalPort 8005
+```
+
+5. Start the Windows node from normal PowerShell. Replace the tracker and
+advertised host values with your actual LAN addresses:
+
+```powershell
+$env:HF_HOME = "D:\DEV\models"
+
+.\.venv\Scripts\meshnet-node.exe start `
+  --tracker http://192.168.0.179:8081 `
+  --model-id Qwen/Qwen2.5-0.5B-Instruct `
+  --shard-start 12 --shard-end 23 `
+  --quantization bfloat16 `
+  --host 0.0.0.0 `
+  --advertise-host 192.168.0.42 `
+  --port 8005
+```
+
+`--host 0.0.0.0` binds the node to all Windows interfaces. `--advertise-host`
+is what the tracker gives to other nodes, so it must be the Windows LAN IP that
+the tracker and peer nodes can actually reach.
+
+If you want verbose per-hop pipeline logs while debugging a split model, add
+`--debug`. Leave it off for normal runs; otherwise every generated token logs
+lines like:
+
+```text
+  [node] pipeline hop 0: http://127.0.0.1:8005 start_layer=22
+  [node] pipeline hop 0 returned text=' token'
+```
+
+6. From the tracker machine, verify Windows is reachable:
+
+```bash
+curl http://192.168.0.42:8005/v1/health
+```
+
+If that endpoint returns 404, that is okay: it still proves the TCP connection
+reached the node process. If it times out or connection-refuses, check the
+Windows Firewall rule, `--host 0.0.0.0`, the selected LAN IP, and that the node is
+still running.
+
 ### Public tracker + WSS relay
 
 For internet nodes, expose one public HTTPS host and proxy these paths:
@@ -148,7 +244,7 @@ For gated models (Llama), run `huggingface-cli login` first.
 
 ## Step 3 — Send an inference request (Terminal 3)
 
-```bash
+```bash Qwen2.5-0.5B-Instruct
 curl -s http://localhost:8001/v1/chat/completions \
   -H "Content-Type: application/json" \
   -d '{