fixed typo in README (#17)

README.md

@@ -6,7 +6,7 @@ You can start using the application now at [secinsights.ai](https://www.secinsig
 You can also check out our [End-to-End tutorial guide on YouTube](https://youtu.be/2O52Tfj79T4?si=CYUcaBkc9P9g_m0P) for this project! This video covers product features, system architecture, development environment setup, and how to use this application with your own custom documents *(beyond just SEC filings!)*. The video has chapters so you can skip to the section most relevant to you.
 
 ## Why did we make this? 🤔
-As RAG applications look to move increasingly from prototype to production, we thought our developer community would find value in having a complete example of a working real world RAG application.
+As RAG applications look to move increasingly from prototype to production, we thought our developer community would find value in having a complete example of a working real-world RAG application.
 
 SEC Insights works as well locally as it does in the cloud. It also comes with many product features that will be immediately applicable to most RAG applications.
 
@@ -54,7 +54,7 @@ Use this repository as a reference when building out your own RAG application or
 [![System Architecture](https://www.plantuml.com/plantuml/png/jLJ1RjD04BtxAuPmo2bLsgGIaH0YYMqe0XhL4HoggjhOKsVRzMoqEsuR4F_EncxTDEjGX8GFbdRUcpTldZVfGeXNaX2KMEkI8PC6KvQQRF0ggv7FKJo_d9zUdfry-3WFWgR3wiAzUAtS6vabvJQmDv9MmeW2LYAz4Jd2pm3SCt6dtEYIigbMsi3hy70wZ4O0NKYGOT70a5OuQoW4fqlW9O8mHj_LG2scJORcGMXGFLKzriI9_85mE6pEFYjXDAXvlS8jFAuU3s_qsf1gyubMsGuuLZ8dI95S9VWLR6MIAbrc_psHez6R_cJKdi1pFvbWiH1sxqUAmsWIzlq9uU1usE__pOJQQ2t_R4-lUJWS7KTLTRwKwGsXjN3qN8nqji_gt0YoZeN4EtPzx0NB1bCMbAkzgKJZA8p2bjodW-Zu3way2NVEa5pVGQgB3WWBzV5XtdaiB8zd9zLW1rpKrQdH19_qeZusNswcBUS6xMP0VRqwu-y998FEezoiN2YPmYoCOL8wHNuGd1bvAnWXOMr4ZbDDZFVSS9xqedj6Gq91WkPMfcWRwIIQTYr4MIuCECSNyBQNwJlgxRXrixHQvveEf8POag1KEhbGiDXfQryzGMAptZH_qIHP6qdvfadX5UzjEbqXZKyUFRyumwTxcxX47l_KEj_GfAYQ8Bwwv0wkBSIEp4wq8dSXSNpd5KHsNLekaDX2QJULfSmofFhdOGE_7thdDUMYpR5NsQOtDwAnlWstteTsvaitfDLskUgzynstKXsnpOpNN36RhThXFLxz3Vsv7kMV51j_mNjdgYnKy1i0)](https://www.plantuml.com/plantuml/uml/jLJ1RjD04BtxAuPmo2bLsgGIaH0YYMqe0XhL4HoggjhOKsVRzMoqEsuR4F_EncxTDEjGX8GFbdRUcpTldZVfGeXNaX2KMEkI8PC6KvQQRF0ggv7FKJo_d9zUdfry-3WFWgR3wiAzUAtS6vabvJQmDv9MmeW2LYAz4Jd2pm3SCt6dtEYIigbMsi3hy70wZ4O0NKYGOT70a5OuQoW4fqlW9O8mHj_LG2scJORcGMXGFLKzriI9_85mE6pEFYjXDAXvlS8jFAuU3s_qsf1gyubMsGuuLZ8dI95S9VWLR6MIAbrc_psHez6R_cJKdi1pFvbWiH1sxqUAmsWIzlq9uU1usE__pOJQQ2t_R4-lUJWS7KTLTRwKwGsXjN3qN8nqji_gt0YoZeN4EtPzx0NB1bCMbAkzgKJZA8p2bjodW-Zu3way2NVEa5pVGQgB3WWBzV5XtdaiB8zd9zLW1rpKrQdH19_qeZusNswcBUS6xMP0VRqwu-y998FEezoiN2YPmYoCOL8wHNuGd1bvAnWXOMr4ZbDDZFVSS9xqedj6Gq91WkPMfcWRwIIQTYr4MIuCECSNyBQNwJlgxRXrixHQvveEf8POag1KEhbGiDXfQryzGMAptZH_qIHP6qdvfadX5UzjEbqXZKyUFRyumwTxcxX47l_KEj_GfAYQ8Bwwv0wkBSIEp4wq8dSXSNpd5KHsNLekaDX2QJULfSmofFhdOGE_7thdDUMYpR5NsQOtDwAnlWstteTsvaitfDLskUgzynstKXsnpOpNN36RhThXFLxz3Vsv7kMV51j_mNjdgYnKy1i0)
 
 ## Usage 💻
-See `README.md` files in `frontend/` & `backend/` folders for individual setup instructions for each. As mentioned above, we also have a YouTube tutorial [here](https://youtu.be/2O52Tfj79T4?si=1Tm3zvuqna5ei4Cu&t=677) that covers how to setup up this project's development environment.
+See `README.md` files in `frontend/` & `backend/` folders for individual setup instructions for each. As mentioned above, we also have a YouTube tutorial [here](https://youtu.be/2O52Tfj79T4?si=1Tm3zvuqna5ei4Cu&t=677) that covers how to setup this project's development environment.
 
 We've also included a config for a [GitHub Codespace](https://github.com/features/codespaces) in [`.devcontainer/devcontainer.json`](https://github.com/run-llama/sec-insights/blob/main/.devcontainer/devcontainer.json). If you choose to use GitHub Codespaces, your codespace will come pre-configured with a lot of the libraries and system dependencies that are needed to run this project. This is probably the fastest way to get this project up and running!