Update README.md

README.md

@@ -75,9 +75,9 @@ python3 convert.py ../LLaMA-2-7B-32K
 ./quantize ../LLaMA-2-7B-32K/ggml-model-f16.gguf \
    ../LLaMA-2-7B-32K/LLaMA-2-7B-32K-Q4_0.gguf Q4_0
 ```
-11. run any quantizations you need and stop the container when finished (you may even delete it as the
-generated files will remain available on your host computer)
-12. the `basic-python` image may also be deleted unless you plan to use it again in the near future
+11. run any quantizations you need and stop the container when finished (the container will automatically
+be deleted deleted but the generated files will remain available on your host computer)
+12. the `basic-python` image may also be deleted (manually) unless you plan to use it again in the near future
 
 You are now free to move the quanitization results to where you need them and run inferences with context
 lengths up to 32K (depending on the amount of memory you will have available - long contexts need an awful
@@ -87,7 +87,7 @@ lot of RAM)
 
 Concerning the license(s):
 
-* the [original model](https://ai.meta.com/llama/) (from Meta AI) was released under a rather [permittive
+* the [original model](https://ai.meta.com/llama/) (from Meta AI) was released under a rather [permissive
 license](https://ai.meta.com/llama/license/)
 * the fine tuned model from Together Computer uses the
 [same license](https://huggingface.co/togethercomputer/LLaMA-2-7B-32K/blob/main/README.md)