diff --git a/docs/architecture.md b/docs/architecture.md
index a2287e86f..e8fb6eb45 100644
--- a/docs/architecture.md
+++ b/docs/architecture.md
@@ -64,6 +64,8 @@ This is the same lens as the
 [Agent Loop Effect Interpreter RFC](architecture/rfcs/agent-loop-effect-interpreter-v0.md)
 and
 [Harness Is the Effectful Program](development/control-plane-course/01-agent-loop-effectful-program.md).
+The public framing comes from 齐梦星空,
+[主线一：Agent Loop 是 effectful program(1)](https://www.xiaohongshu.com/discovery/item/6a01d501000000003700c5de?source=webshare&xhsshare=pc_web&xsec_token=ABqpNuladcxhev099wLKw8M3ilhKBua0BQXNpxnBZEGkc=&xsec_source=pc_share).
 
 ## Turn Decision Vocabulary
 
diff --git a/docs/product/core-control-plane/README.md b/docs/product/core-control-plane/README.md
index a0d184eb6..202e11d3d 100644
--- a/docs/product/core-control-plane/README.md
+++ b/docs/product/core-control-plane/README.md
@@ -42,6 +42,8 @@ See the
 [Agent Loop Effect Interpreter RFC](../../architecture/rfcs/agent-loop-effect-interpreter-v0.md)
 and
 [Harness Is the Effectful Program](../../development/control-plane-course/01-agent-loop-effectful-program.md).
+The public framing comes from 齐梦星空,
+[主线一：Agent Loop 是 effectful program(1)](https://www.xiaohongshu.com/discovery/item/6a01d501000000003700c5de?source=webshare&xhsshare=pc_web&xsec_token=ABqpNuladcxhev099wLKw8M3ilhKBua0BQXNpxnBZEGkc=&xsec_source=pc_share).
 
 ## Execution Ownership
 
diff --git a/docs/reference/effect-interpreter-packet.md b/docs/reference/effect-interpreter-packet.md
index d29d3510f..48be84b01 100644
--- a/docs/reference/effect-interpreter-packet.md
+++ b/docs/reference/effect-interpreter-packet.md
@@ -107,3 +107,5 @@ See the
 [Agent Loop Effect Interpreter RFC](../architecture/rfcs/agent-loop-effect-interpreter-v0.md)
 and
 [Harness Is the Effectful Program](../development/control-plane-course/01-agent-loop-effectful-program.md).
+The public framing comes from 齐梦星空,
+[主线一：Agent Loop 是 effectful program(1)](https://www.xiaohongshu.com/discovery/item/6a01d501000000003700c5de?source=webshare&xhsshare=pc_web&xsec_token=ABqpNuladcxhev099wLKw8M3ilhKBua0BQXNpxnBZEGkc=&xsec_source=pc_share).