diff --git a/skills/integrations/consumer/nemo-fabric-integrate/SKILL.md b/skills/integrations/consumer/nemo-fabric-integrate/SKILL.md
index b3bdf5c06..c1c34edf9 100644
--- a/skills/integrations/consumer/nemo-fabric-integrate/SKILL.md
+++ b/skills/integrations/consumer/nemo-fabric-integrate/SKILL.md
@@ -158,12 +158,13 @@ Pick the smallest lifecycle the consumer needs:
   failures remain normalized `RunResult` values. If iteration stops early,
   call `await stream.aclose()` before starting another turn. `aclose()` waits
   for the turn to finish; it does not cancel the harness invocation. The SDK
-  intentionally exposes ATOF records generated by NeMo Relay only; adapter-native progressive
-  output is deferred to a future normalized NeMo Fabric contract. The listener
+  intentionally exposes only ATOF records generated by NeMo Relay. A future
+  normalized NeMo Fabric contract will address adapter-native progressive
+  output. The listener
   limits each record to 1 MiB and its queue to 1,024 records or 16 MiB of
   encoded data. It correlates records through the NeMo Fabric request ID for
-  in-process harnesses or NeMo Relay's turn-scope role and 1-based turn index for
-  gateway harnesses, then yields only the matched scope tree. Delayed
+  in-process harnesses. For gateway harnesses, it uses the NeMo Relay turn-scope
+  role and 1-based turn index. It yields only the matched scope tree. Delayed
   prior-turn records therefore do not enter the next stream. If gateway and
   NeMo Fabric turn sequences do not align, the SDK discards the uncorrelated records
   and emits a `RuntimeWarning` after natural stream exhaustion. The listener