diff --git a/docs/my-website/release_notes/v1.81.12.md b/docs/my-website/release_notes/v1.81.12.md
index cff2cb9d89c..047043dac73 100644
--- a/docs/my-website/release_notes/v1.81.12.md
+++ b/docs/my-website/release_notes/v1.81.12.md
@@ -44,10 +44,9 @@ pip install litellm==1.81.12.rc1
 - **Policy Templates** - [Pre-configured guardrail policy templates for common safety and compliance use-cases (including NSFW, toxic content, and child safety)](../../docs/proxy/guardrails/policy_templates)
 - **Guardrail Action Builder** - [Build and customize guardrail policy flows with the new action-builder UI and conditional execution support](../../docs/proxy/guardrails/policy_templates)
 - **MCP OAuth2 M2M + Tracing** - [Add machine-to-machine OAuth2 support for MCP servers and OpenTelemetry tracing for MCP calls through AI Gateway](../../docs/mcp)
-- **Responses API Enhancements** - [Server-side context management (compaction) and Shell tool support for the OpenAI Responses API](../../docs/response_api)
+- **Responses API `shell` Tool & `context_management` support** - [Server-side context management (compaction) and Shell tool support for the OpenAI Responses API](../../docs/response_api)
 - **Access Groups** - [Create access groups to manage model, MCP server, and agent access across teams and keys](../../docs/proxy/model_access_groups)
 - **50+ New Bedrock Regional Model Entries** - DeepSeek V3.2, MiniMax M2.1, Kimi K2.5, Qwen3 Coder Next, and NVIDIA Nemotron Nano across multiple regions
-- **Perplexity Research API** - [Use Perplexity's Research API with preset search and provider-specific model routing](../../docs/providers/perplexity)
 
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