diff --git a/docs/workshops/system-economic-specialization/heritage-taxonomy-draft.md b/docs/workshops/system-economic-specialization/heritage-taxonomy-draft.md
index 3cc247c6e..724227215 100644
--- a/docs/workshops/system-economic-specialization/heritage-taxonomy-draft.md
+++ b/docs/workshops/system-economic-specialization/heritage-taxonomy-draft.md
@@ -49,7 +49,7 @@ values, not a quota.
 
 ---
 
-## Canonical heritage values (38)
+## Canonical heritage values (47)
 
 Grouped by macro-region. "Absorbs" = agent proposals folded in. "Corridor" =
 where it's *baseline* (so usually NULL there) vs *divergent* (pin-worthy).
@@ -164,7 +164,7 @@ OLD suffix forms. Renames touch these and require a TOML edit + regen:
 
 `scottish`, `chinese`, `tagalog`, `vietnamese`, `zulu` and all activity values are
 already canonical — no change. The CI constant `_CULTURAL_HERITAGE` in
-`import_economics.py` gets replaced with this 38-value set.
+`import_economics.py` gets replaced with this 47-value set.
 
 ---
 
@@ -179,10 +179,10 @@ already canonical — no change. The CI constant `_CULTURAL_HERITAGE` in
 6. **hungarian, yoruba, hausa, persian, turkic** → KEEP as available-but-unused
    slots (canon should be complete; CI accepts them).
 
-**Result: all 38 values retained, nothing folded.** Everything else is mechanical
+**Result: all 47 values retained, nothing folded.** Everything else is mechanical
 reconciliation, not a judgment call.
 
-## Final value list (38) — the CI `_CULTURAL_HERITAGE` set
+## Final value list (47) — the CI `_CULTURAL_HERITAGE` set
 
 ```
 anglo scottish irish welsh
diff --git a/server/data/systems.db b/server/data/systems.db
index 45007b50f..bc0a6efd6 100644
Binary files a/server/data/systems.db and b/server/data/systems.db differ
diff --git a/wiki/economics/system_specialization.toml b/wiki/economics/system_specialization.toml
index 45f76317d..06f7c3f05 100644
--- a/wiki/economics/system_specialization.toml
+++ b/wiki/economics/system_specialization.toml
@@ -152,7 +152,7 @@ dominant_faction = "independent"
 
 ["GJ 357"]  # Altmark — deliberately non-aligned commercial transit hub
 economic_specialization = "transit_hub"
-cultural_specialization = "financial_technocratic"
+cultural_specialization = "cosmopolitan"
 dominant_faction = "independent"
 
 ["GJ 136"]  # Dài Lộ — Grand Road transit gateway
@@ -272,6 +272,9 @@ economic_specialization = "governance_center"
 dominant_faction = "concord_assembly"
 
 ["GJ 1292"]
+# Moyale — Kenyan/Ethiopian (Borana/Oromo) founders. "swahili" is the nearest
+# available token; the taxonomy lacks an East-African-interior value (gap logged
+# for a follow-up taxonomy addition). Not coastal-Swahili literally.
 cultural_specialization = "swahili"
 dominant_faction = "syndic_dominant"
 
@@ -385,6 +388,9 @@ cultural_specialization = "scottish"
 economic_specialization = "ore_extraction"
 
 ["GJ 667B"]
+# Kampala Gate — Baganda/Ugandan (Great Lakes interior) founders. "swahili" is
+# the nearest available token; taxonomy lacks an East-African-interior value
+# (gap logged for a follow-up). Not coastal-Swahili literally.
 cultural_specialization = "swahili"
 economic_specialization = "transit_hub"
 
@@ -856,7 +862,9 @@ cultural_specialization = "sao_tomean"
 cultural_specialization = "canarian"
 
 ["GJ 860A"]
-cultural_specialization = "xhosa"
+# Kruger 60 — GTTR: Afrikaner/Xhosa/Zulu founding "without mapping cleanly onto
+# any of them" → genuinely fused (taxonomy rule 4) → cosmopolitan, not one token.
+cultural_specialization = "cosmopolitan"
 
 ["GJ 905"]
 cultural_specialization = "zulu"