Update journal entries and add new documentation for AWS ECS Predictive Scaling

- Removed outdated reference from the May 8, 2025 journal entry.
- Revised the May 9, 2025 journal entry to include a new section on AWS, detailing predictive scaling for ECS.
- Created a new documentation page for AWS ECS Predictive Scaling, outlining its features and providing relevant resource links.

Author: codekiln

journals/2025_05_08.md

@@ -9,7 +9,6 @@
 		- [[AI/Lib/Idea/Aichat]]
 		- [[StreamIO/Chat/v2]]
 		- [[StreamIO/Chat/Article/Streamio Chat Glossary]]
-		- [[CPaaS/Concept/Overview of Communications Platform as a Service]]
 - ## Lang* Ecosystem
 	- #Filed
 		- [[Latent Space/Blog/25/04/In the Matter of OpenAI vs LangGraph]]

journals/2025_05_09.md

@@ -5,4 +5,6 @@
 		- [[CursorAI/Forum/24/04/@codebase not available anymore]]
 	- #Updated
 		- [[CursorAI/@/Codebase]] has been removed. Now we need to ask to search the codebase. There are two ways to do this. One is to activate [[CursorAI/Mode/Ask]] by pressing [[CursorAI/Keyshort]]
-		- [[CursorAI/Forum/25/04/How can I increase the indexing depth for @docs]]
+		- [[CursorAI/Forum/25/04/How can I increase the indexing depth for @docs]]
+- ## AWS
+	- [[AWS/ECS/Scaling/Predictive]]

pages/AWS___ECS___Scaling___Predictive.md

@@ -0,0 +1,10 @@
+alias:: [[AWS ECS Predictive Scaling]]
+
+- # AWS ECS Predictive Scaling
+	- ML-based predictive scaling learns historical [[AWS/ECS]] service traffic, forecasts future load, and proactively adjusts task count + underlying [[AWS/EC2]] / [[AWS/Fargate]] capacity ahead of demand, boosting availability and cutting over-provisioning without manual schedules.
+		- [Optimize compute resources on Amazon ECS with Predictive Scaling | Containers](https://aws.amazon.com/blogs/containers/optimize-compute-resources-on-amazon-ecs-with-predictive-scaling/?utm_source=chatgpt.com)
+		- [Use historical patterns to scale Amazon ECS services with predictive scaling - Amazon Elastic Container Service](https://docs.aws.amazon.com/AmazonECS/latest/developerguide/predictive-auto-scaling.html)
+		- [Amazon Web Services, Inc.](https://aws.amazon.com/about-aws/whats-new/2024/11/predictive-scaling-for-amazon-ecs-services/?utm_source=chatgpt.com)
+	- Attach a predictive scaling policy via Application Auto Scaling, review console forecasts, and optionally tune with custom or [[AWS/SQS]]-style metrics for precise control.
+		- [Evaluate your predictive scaling policies for Amazon ECS - Amazon Elastic Container Service](https://docs.aws.amazon.com/AmazonECS/latest/developerguide/predictive-scaling-graphs.html)
+		- [Advanced predictive scaling policy using custom metrics for Amazon ECS - Amazon Elastic Container Service](https://docs.aws.amazon.com/AmazonECS/latest/developerguide/predictive-scaling-custom-metrics.html)