diff --git a/fetch.ts b/fetch.ts
index 3e05458..427c88e 100644
--- a/fetch.ts
+++ b/fetch.ts
@@ -75,21 +75,38 @@ export const NON_ENGLISH_RE = new RegExp(
     String.raw`\s\(a\)(\s*[\d%]|\s*$)`,
     // German/Swiss umlauts and ß
     String.raw`[äöüÄÖÜß]`,
-    // /in word-ending (e.g. Mitarbeiter/in) — excludes m/f, n/a, etc. Also
-    // catches the gender-colon variant (Entwickler:in) — ZHAW's "Senior Full
-    // Stack Entwickler:in 80-100 %" (via job-room.ch) used ":in" and slipped
-    // past both this rule (slash-only) and the word list ("Entwickler" wasn't
-    // on it either).
-    String.raw`[a-zäöü][\/:]in\b`,
+    // Gender-neutral suffix, in all four notations Swiss postings use
+    // (Mitarbeiter/in, Entwickler:in, Engineer*in, Mitarbeiter_in) — excludes
+    // m/f, n/a, etc. Also covers the adjectival-noun form, which appends "r"
+    // instead of "in" (Verantwortliche:r, Angestellte:r, Studierende:r) since
+    // the base word already ends in "-e". ZHAW's "Senior Full Stack
+    // Entwickler:in 80-100 %" used ":in" and slipped past both this rule
+    // (slash-only, at the time) and the word list ("Entwickler" wasn't on it
+    // either); the audit below found the *in/_in/:r variants were equally
+    // unhandled (OT-System Engineer*in, Applikationsverantwortliche:r).
+    String.raw`[a-zäöü][\/:*_](in|r)\b`,
     // German-only words (case-insensitive handled by flag)
-    String.raw`\b(Deine|Mitarbeiter|Pflegehelfer|Köchin|Koch EFZ|Kellner|Sozialpädagog|Lehrperson|Produktionsmitarbeiter|Produktionsplaner|Geschäftsführer|Spontanbewerbung|Arztsekretär|Physiotherapeut|Empfangsmitarbeiter|Automobilmechatroniker|Verkäufer|Projektleiter|Crewmitarbeiter|Crewmember|Systemgastronomie|Studienteilnehmende|Teilnehmende|Bauingenieur|Tiefbau|Hochbau|Elektroingenieur|Maschinenbau|gesucht|EFZ|Schweiz|Filiale|Ingenieur|Spezialist|Perspektive|Stellvertretung|Leitung|Beratung|Entwicklung|Betreuung|Verwaltung)\b`,
-    // German prepositions/articles in title context (must appear as whole words) —
-    // none of these exist as English words, so they're safe unambiguous markers.
-    // Added after "Software Engineer auf dem Weg zum Data / AI Engineer" (ti&m,
-    // via job-room.ch) sailed through: none of the German-word list above
-    // matched, and the job-room description was too short (~1 hit) to clear the
-    // separate ≥6 DE/FR word-count threshold either.
-    String.raw`\bmit\b|\bauf\b|\bzum\b|\bzur\b|\bvom\b|\bfür\b|\bbeim\b`,
+    String.raw`\b(Deine|Mitarbeiter|Pflegehelfer|Köchin|Koch EFZ|Kellner|Sozialpädagog|Lehrperson|Produktionsmitarbeiter|Produktionsplaner|Geschäftsführer|Spontanbewerbung|Arztsekretär|Physiotherapeut|Empfangsmitarbeiter|Automobilmechatroniker|Verkäufer|Projektleiter|Crewmitarbeiter|Crewmember|Systemgastronomie|Studienteilnehmende|Teilnehmende|Bauingenieur|Tiefbau|Hochbau|Elektroingenieur|Maschinenbau|gesucht|EFZ|Schweiz|Filiale|Ingenieur|Spezialist|Perspektive|Stellvertretung|Leitung|Beratung|Entwicklung|Betreuung|Verwaltung|unbefristet|befristet)\b`,
+    // German occupational suffixes — matched with NO leading \b, deliberately,
+    // because German compounds glue words together with no separator
+    // (Aussendienstmitarbeiter, Vertriebsingenieur, Applikationsverantwortliche)
+    // and a leading \b would only ever match the bare word. Found by auditing
+    // jobs.csv for titles containing these strings that the rest of the regex
+    // still let through: "Software Berater Fokus Lohn/HR in Bern",
+    // "Leiter Business Applikationen, CRM & Analytics", "Leiterin Trading
+    // Data, Integration & Reporting", "ICT System Engineer / Informatiker
+    // Systemtechnik". All are German-only strings with no English overlap.
+    String.raw`(mitarbeiter|ingenieur|berater|leiterin|leiter|informatiker|verantwortliche)\b`,
+    // German prepositions/articles/conjunctions in title context (must appear
+    // as whole words) — none of these exist as English words, so they're safe
+    // unambiguous markers. Added after "Software Engineer auf dem Weg zum
+    // Data / AI Engineer" (ti&m, via job-room.ch) sailed through: none of the
+    // German-word list above matched, and the job-room description was too
+    // short (~1 hit) to clear the separate ≥6 DE/FR word-count threshold
+    // either. "und"/"oder" added after the same audit found "System Engineer
+    // Microsoft und OnPrem Infrastruktur" slipping through — even the most
+    // basic German conjunctions weren't covered.
+    String.raw`\bmit\b|\bauf\b|\bzum\b|\bzur\b|\bvom\b|\bfür\b|\bbeim\b|\bund\b|\boder\b`,
     // French gender markers
     String.raw`\(H\/F\)|\(F\/H\)|\(h\/f\)|\(f\/h\)`,
     // French-only accented characters