README.md in rrf-0.1.0 vs README.md in rrf-0.1.1

@@ -42,24 +42,24 @@
 end
 ```
 
 ### Performing Searches and Fusing Results
 
-You can perform searches using ActiveRecord and Searchkick, and then fuse the results using the fuse method:
+You can perform searches using ActiveRecord and Searchkick, and then fuse the results using the fuse method (the following relies on the [neighbor gem](https://github.com/ankane/neighbor) and the [red-candle gem](https://github.com/assaydepot/red-candle)):
 
 ```ruby
 # Configure the constant value if needed
 RRF.configure do |config|
   config.rank_bias = 70 # User-defined value
 end
 
 # Perform Searchkick search
-es_result = Chunk.search("hi", load: false, limit: 50)
+es_result = Chunk.search("alpaca", load: false, limit: 50)
 
 # Perform ActiveRecord nearest neighbor search
-query_embedding = [0.1, 0.2, 0.3, ...] # Example embedding
-ar_result = Chunk.where("body ilike ?", "%hi%").limit(50)
+query_embedding = Candle::Model.new.embedding("alpaca") # You'd want to cache the model in memory
+ar_result = Chunk.all.nearest_neighbors(:embedding768, query_embedding, distance: :cosine).limit(50)
 
 # Fuse the results and limit to 10
 result = Chunk.fuse(ar_result, es_result, limit: 10)
 
 # `result` now contains the top 10 fused search results
@@ -75,12 +75,43 @@
 end
 ```
 
 ## Development
 
-After checking out the repo, run bin/setup to install dependencies. Then, run rake spec to run the tests. You can also run bin/console for an interactive prompt that will allow you to experiment.
+After checking out the repo, run 
 
-To install this gem onto your local machine, run bundle exec rake install. To release a new version, update the version number in version.rb, and then run bundle exec rake release, which will create a git tag for the version, push git commits and tags, and push the .gem file to rubygems.org.
+```sh
+bundle install
+```
+
+Then, run 
+
+```sh
+rake spec
+```
+to run the tests.
+
+To install this gem onto your local machine, run 
+
+```sh
+bundle exec rake install
+```
+
+To release a new version, update the version number in version.rb, and then run
+
+```sh
+bundle exec rake release
+```
+
+which will create a git tag for the version, push git commits and tags, and push the .gem file to rubygems.org.
+
+To use this locally during development, I like to include it whatever project I'm working by adding the following to the `Gemfile` of the other project
+
+```ruby
+gem "rrf", path: '/what/ever/path/you/choose/rrf'
+```
+
+Then bundle and it will use your development copy.
 
 ## Contributing
 
 Bug reports and pull requests are welcome on GitHub at https://github.com/assaydepot/rrf.