Update instructions.md - a minor fix

Adjust instructions, save single message to memory, return id from local search memory tool

Improve instructions

Update README and instructions

Fix agency.py initialization

Make Adjustments

Update README.md

Update README.md

Finalize the demo

Update README.md

Add initial implementation

Initial commit