Merge branch 'development' into main

todo.md

@@ -10,11 +10,14 @@
 [ ] financial advise - args being freeform customer input about their financial situation, goals
     [ ] tool is maybe a new tool asking the LLM to advise
 
+
 [ ] LLM failure->autoswitch: <br />
     - detect failure in the activity using failurecount <br />
     - activity switches to secondary LLM defined in .env
     - activity reports switch to workflow
 
+[ ] for demo simulate failure  - add utilities/simulated failures from pipeline demo <br />
+
 [ ] ask the ai agent how it did at the end of the conversation, was it efficient? successful? insert a search attribute to document that before return <br />
 - Insight into the agent’s performance <br />
 [ ] non-retry the api key error - "Invalid API Key provided: sk_test_**J..." and "AuthenticationError" <br />