diff --git a/scripts/taler-monitoring/android-test/.gitignore b/scripts/taler-monitoring/android-test/.gitignore
index fc1fb44..49b08e5 100644
--- a/scripts/taler-monitoring/android-test/.gitignore
+++ b/scripts/taler-monitoring/android-test/.gitignore
@@ -8,3 +8,4 @@ out-source-gui/
 out-gui-chain/
 out-matrix-*/
 out-stack-run-*/
+out-survey-*/
diff --git a/scripts/taler-monitoring/android-test/GUI-AUTOMATION-NOTES.md b/scripts/taler-monitoring/android-test/GUI-AUTOMATION-NOTES.md
index b30472b..18fe398 100644
--- a/scripts/taler-monitoring/android-test/GUI-AUTOMATION-NOTES.md
+++ b/scripts/taler-monitoring/android-test/GUI-AUTOMATION-NOTES.md
@@ -264,50 +264,76 @@ Scripts **today** implement Android only; they should honour:
 | **GOA** | explorer mint / `demo-withdraw.json` @ bank.hacktivism.ch | goa-shop templates / Paivana pay-template |
 | **stage** | explorer / demo-withdraw @ stage.bank… | fermes / jardin public templates |
 
-### Dual-stack run result (2026-07-17 · headless AVD)
+### Lageübersicht GOA + stage (as-is survey · 2026-07-17 ~22:05–22:18)
 
-**What ran:** published F-Droid wallet **1.6.1** (`net.taler.wallet.fdroid`),  
-`run-android-pay-smoke.sh` with **Abheben + Bezahlen**, `SMOKE_STRICT=1`,  
-per-stack wall **480 s** (no full matrix / no Gradle — time-bounded).  
-Device: `emulator-5554` (TalerWallet34, headless, SwiftShader).  
-Host RAM ~**3.7 GiB** (~150 MiB free during run) — under recommended ≥6–8 GiB.
+**Device:** headless `emulator-5554` · host ~3.7 GiB RAM (often <300 MiB free) · timeout per leg ≤420 s.  
+**Legs:** Abheben + Bezahlen (`DO_WITHDRAW=1 DO_PAY=1`). Artefakte: `out-survey-20260717-220527/` (gitignored).
 
-| Stack | Bank / pay entry | Exit | Elapsed | Withdraw URI | Pay URI | wallet-core withdraw | wallet-core pay | ANR | Overall |
-|-------|------------------|------|---------|--------------|---------|----------------------|-----------------|-----|---------|
-| **goa** | bank.hacktivism.ch · paivana pay-template | **10** | ~106 s | delivered | delivered | **NO** | **NO** | **YES** (System UI) | **FAIL** |
-| **stage** (*lefrancpaysan*) | stage.bank… · fermes `panier-legumes` order | **10** | ~176 s | delivered | delivered | **NO** | **NO** | **YES** (Android System) | **FAIL** |
+#### Varianten
 
-Neither stack hit the 480 s timeout; both finished under 3 min with hard fail.
+| Variante | Quelle | Bemerkung |
+|----------|--------|-----------|
+| **stable (published)** | F-Droid `net.taler.wallet.fdroid` **1.6.1 / 854** | as-is |
+| **master as-is** | rebuild `origin/master` @ `f65a976c` → `.fdroid.debug` | as-is, no patches |
+| **ältere Releases** (3/6/9/12 mon) | F-Droid APKs für `1.5.0`/`1.3.0`/`1.1.0`/`1.0.8` | **nicht auffindbar** (HTTP miss) → **SKIP** (kein Selbstbau älterer Tags) |
+| **master + inference** (extra) | local branch `local/master-with-inference` @ `3ebe8b09` | merges `fix-bank-withdraw-auto-exchange` + `fix-withdraw-spinner-fallback` · **not pushed** |
 
-**What worked (infra / landings):**
+#### Ergebnis-Matrix
 
-- adb install F-Droid APK  
-- GOA + stage **demo-withdraw.json** returned usable `taler://withdraw/…`  
-- GOA **pay-template** paivana URI built  
-- stage merchant **template POST** → `taler://pay/…/fermes-des-collines/…`  
-- Intent delivery (`am start VIEW`) for withdraw and pay  
-- Artifacts under `out-stack-run-20260717-215934/{goa,stage}/` (gitignored)
+| Variant | Stack | Install / deep-link | Withdraw URI | Pay URI | wallet-core Abheben | wallet-core Pay | ANR | Exit |
+|---------|-------|---------------------|--------------|---------|---------------------|-----------------|-----|------|
+| stable published | **goa** (hacktivism) | OK | OK bank.hacktivism.ch | OK paivana template | **NO** | soft/YES once* | **YES** | **10** |
+| stable published | **stage** (*.lefrancpaysan) | OK | OK stage.bank… | OK fermes order | **NO** | **NO** | **YES** | **10** |
+| master as-is | **goa** | OK | OK | OK paivana | **NO** | **NO** | **YES** | **10** |
+| master as-is | **stage** | OK | OK | OK fermes | **NO** | **NO** | **YES** | **10** |
+| master+inference | **goa** | OK | OK | OK | **NO** | **NO** | **YES** | **10** |
+| master+inference | **stage** | OK | OK | OK | **NO** | **NO** | **YES** | **10** |
 
-**What failed (app/GUI on this host):**
+\*stable-goa console once reported pay wallet-core YES mid-run; final score still ANR-dominated / not reliable settlement.
 
-- **System UI / Android System ANR** → only Close/Wait; no Confirm/Abheben/Pay taps  
-- **wallet-core** never showed `prepareBankIntegratedWithdrawal` / pay prepare in logcat  
-- Chooser noise: **Taler Wallet** + **Taler Wallet Debug** both installed (“Open with”)  
-- Unattended **Abheben + Bezahlen** not green on this emulator/RAM  
+#### Was pro Stack **steht** (Infra)
 
-**Interpretation:**
+| Check | **goa / hacktivism** | **stage / \*.lefrancpaysan** |
+|-------|----------------------|------------------------------|
+| Bank `…/intro/demo-withdraw.json` → `taler://withdraw/…` | **OK** | **OK** |
+| Pay entry | paivana `pay-template` **OK** | fermes `panier-legumes` POST → `taler://pay/…` **OK** |
+| adb `VIEW` Intent delivery | **OK** | **OK** |
+| Unattended Confirm/Abheben/Pay GUI | **FAIL (ANR)** | **FAIL (ANR)** |
+| wallet-core prepare/accept withdraw in logcat | **not seen** | **not seen** |
 
-| Layer | GOA | stage |
-|-------|-----|-------|
-| HTTP / bank / merchant reachability for smoke inputs | OK | OK |
-| Deep-link plumbing | OK | OK |
-| Unattended GUI Confirm → settled | **blocked (ANR)** | **blocked (ANR)** |
-| Strict smoke (`SMOKE_STRICT=1`) | fail rc=10 | fail rc=10 |
+**Fazit as-is:** Beide Stacks liefern die **Eingänge** (Withdraw- + Pay-URIs). Die **GUI/wallet-core-Strecke** ist auf diesem Emulator für **alle** getesteten App-Varianten (stable, master, inference) **gleich tot** — System UI / Android System ANR, keine brauchbaren Taps. Das ist **kein Stack-Unterschied** GOA vs stage und **kein** belastbarer App-Versions-Vergleich.
 
-**Not a stack-specific regression** between GOA and stage in this run — same failure mode (host/emulator).  
-Settlement proof remains **host CLI e2e/ladder**, not this Android GUI path, until a device with enough RAM is used.
+#### Inference-Patch-Versuch (lokal, **kein Push**)
 
-**Retry when:** physical phone or host with more free RAM; ideally uninstall one of fdroid / fdroid.debug to avoid “Open with”; optional `WINDOWED=0` stays default (headless).
+Weil **nichts** der as-is-Varianten wallet-core-grün war, wurde zusätzlich gebaut:
+
+```text
+taler-android branch: local/master-with-inference   # NOT pushed
+base:     origin/master
+merged:   origin/dev/hernani-inference/fix-bank-withdraw-auto-exchange
+          origin/dev/hernani-inference/fix-withdraw-spinner-fallback
+commit:   3ebe8b091379
+APK:      apks/wallet-master-inference-3ebe8b091379.apk (local)
+```
+
+| Stack | Inference smoke | Besser als master/stable? |
+|-------|-----------------|---------------------------|
+| goa | exit 10, ANR, no withdraw core | **Nein** |
+| stage | exit 10, ANR, no withdraw core | **Nein** |
+
+**Kein grünes Inference-Signal** auf diesem Host → wir können **nicht** belegen, dass die Patches Withdraw/Pay „retten“.  
+Ebenso können wir **nicht** belegen, dass master ohne Patches „schuld“ ist: die Umgebung erreicht wallet-core gar nicht.
+
+> **Wenn später auf Gerät/mehr RAM die Inference-APK plötzlich grün und master/stable rot ist:**  
+> das ist der **klare Fix-Hinweis** — Patches aus `dev/hernani-inference/*` upstreamen / in master holen.  
+> **Heute:** noch **nicht** der Fall; primärer Blocker = **Emulator/RAM/ANR**.
+
+#### Nächste sinnvolle Schritte (später)
+
+1. Physisches Gerät oder Host ≥6–8 GiB free RAM  
+2. Nur **eine** Wallet-Package-ID installiert (kein Open-with)  
+3. Survey wiederholen: stable · master · `local/master-with-inference` auf **goa + stage**  
+4. Ältere F-Droid-APKs nur wenn wieder gehostet; kein Selbstbau alter Tags  
 
 ---