diff --git a/README.md b/README.md
index 239d781..8e94e00 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,6 @@ Wasm-powered, sandboxed implementation of `exec()` for safely running dynamic Py
 [![lint](https://github.com/jflick58/wasm_exec/actions/workflows/lint.yml/badge.svg)](https://github.com/jflick58/wasm_exec/actions/workflows/lint.yml)
 [![test](https://github.com/jflick58/wasm_exec/actions/workflows/test.yml/badge.svg)](https://github.com/jflick58/wasm_exec/actions/workflows/test.yml)
 [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
-[![PyPI version](https://badge.fury.io/py/wasm-exec.svg)](https://badge.fury.io/py/wasm-exec)
 
 ## Install 
 
@@ -23,27 +22,26 @@ print(wasm_exec(code).text)
 ## How does this work? 
 
 - Arbitrary Python code is passed to the `wasm_exec` function 
-- A seperate Wasm-based Python interpreter is setup via [wasmtime](https://github.com/bytecodealliance/wasmtime-py/tree/main) in a chroot jail
-- The arbitrary code is executed safely inside your isolated intepreter
+- A separate Wasm-based Python interpreter is setup via wasmtime in a chroot jail
+- The arbitrary code is executed safely inside your isolated interpreter
 
 ## Why? 
 
 There are number of use-cases emerging that require arbitrary code execution, often code that is generate by LLMs (Large Language Models) like ChatGPT. This can enable some really cool functionality - like generative BI or website generation - but also introduce a massive security flaw if implemented via `eval() or exec()`. This is because arbitrary code can be executed using these methods. In a worst case scenario, `exec`'ing arbitrary code could enable some to `rm -rf /` your entire server! 
 
-This repo intends to provide a secure method of executing arbitrary Python code to empower LLM-based code generation. This was orignally intended to be a direct PR to [Langchain](https://github.com/hwchase17/langchain) but given that the problems with `exec()` extend to the entire Python ecosystem, it was decided that it would be better as a standalone package. 
+This repo intends to provide a secure method of executing arbitrary Python code to empower LLM-based code generation. This was originally intended to be a direct PR to [Langchain](https://github.com/hwchase17/langchain) but given that the problems with `exec()` extend to the entire Python ecosystem, it was decided that it would be better as a standalone package. 
 
 ## Prove it. 
-I understand any claims of being able to securely execute arbitrary code strings (rightfully) raises some eyebrows. Because of that, I've included a set of security-focused tests that attempt to use some common escape patterns to attempt to escape the jailed Wasm Python intepreter, including running the `rm -rf /` test on *my own personal desktop*. 
+I understand any claims of being able to securely execute arbitrary code strings (rightfully) raises some eyebrows. Because of that, I've included a set of security-focused tests that attempt to use some common escape patterns to attempt to escape the jailed Wasm Python interpreter, including running the `rm -rf /` test on *my own personal desktop*. 
 
-**I strongly welcome any attempts to break the intepreter containment and/or security improvements to the code!** 
+**I strongly welcome any attempts to break the interpreter containment and/or security improvements to the code!** 
 
 ## Implementation Notes
-- I do not claim the jailed Wasm Python intepreter as my original idea. This was inspired by [Simon Willison's Blog](https://til.simonwillison.net/webassembly/python-in-a-wasm-sandbox) on this topic and the linked code provided by [Tim Bart](https://gist.github.com/pims/711549577759ad1341f1a90860f1f3a5)
+- I do not claim the jailed Wasm Python interpreter as my original idea. This was inspired by [Simon Willison's Blog](https://til.simonwillison.net/webassembly/python-in-a-wasm-sandbox) on this topic and the linked code provided by [Tim Bart](https://gist.github.com/pims/711549577759ad1341f1a90860f1f3a5)
 - The Wasm Python runtime is redistributed from VMWare Wasm Labs' offering of a [Python Wasm runtime](https://wasmlabs.dev/articles/python-wasm32-wasi/)
-- Workflows and CONTRIBUTING.md taken from LangChain.
-- Because it is a seperate intepreter, there are currently some limitations on imports. I am working to test and document these limitations. 
+- Shout0out to Langchain as a source for Github workflows
+- Because it is a separate interpreter, there are currently some limitations on imports. I am working to test and document these limitations. 
 
 ## Contributing 
 
-Contributions are VERY welcome! See [here](.github/CONTRIBUTING.md).
-
+Contributions VERY welcome! See [here](.github/CONTRIBUTING.md).
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