typos corrected

app.py

@@ -34,7 +34,7 @@ De-DSI is a proof-of-principle of fully decentralised search engines.
 We show that, in principle, it is possible to connect millions of even billions of devices to form a decentralised search engine. This represents a step towards a "[global brain](https://dl.acm.org/doi/pdf/10.1145/2160718.2160731)" for humanity.
 
 Generative AI is increasingly influencing fields such as content discovery, relevance ranking, and financial transactions, showcasing its potential to disrupt various industries. 
-The novel end-to-end generative architectures could pave the way for fully decentralized alternatives in social media, the movie industry, search engines, and financial sectors—mirroring the decentralization levels of Bitcoin and BitTorrent. 
+The novel end-to-end generative architectures could pave the way for fully decentralised alternatives in social media, the movie industry, search engines, and financial sectors—mirroring the decentralization levels of Bitcoin and BitTorrent. 
 This shift could significantly empower ordinary Internet users.
 Explore the scientific foundation of this transformation in our paper presented at EuroMLSys 2024. 
 The paper is available [here](https://huggingface.co/papers/2404.12237).
@@ -50,19 +50,19 @@ The model is available under a permissive license and can be accessed [here](htt
 
 ### Please Note
 
-Disclaimer. This project represents both a groundbreaking advance and a preliminary exploration into decentralized systems. 
+Disclaimer. This project represents both a groundbreaking advance and a preliminary exploration into decentralised systems. 
 As a preliminary model, the project showcases a toy example rather than the full potential of its ultimate capabilities.
 It serves as a proof of concept that invites further development and imagination.
 
 ### Decentralisation background 
 
-Why is decentralisation of AI a milestone? The Internet itself is born with the report which investigates ["is decentralized communication possible?"](https://doi.org/10.7249/RM2632). A fully decentralised form of money called Bitcoin disrupted the highly regulated financial industry. Bittorrent disrupted the monopolies around broadcasting by making it fully decentralised.
+Why is decentralisation of AI a milestone? The Internet itself is conceived in Dec 1960 with the report ["is decentralized communication possible?"](https://doi.org/10.7249/RM2632). A fully decentralised form of money called Bitcoin disrupted the highly regulated financial industry. Bittorrent disrupted the monopolies around broadcasting by making it fully decentralised.
 
 The elements that have enabled humanity to shape the world are not strength, not speed, but intelligence, money, and collaboration.
-Our Tribler lab is focussed on advancing these topic and ensure they benefit ordinary citizens. 
-Our [entire research portfolio](https://scholar.google.com/citations?hl=en&user=pprQKjUAAAAJ&view_op=list_works&sortby=pubdate) is driven by idealism. We aim to remove power from companies, governments, and IA in order to shift all this power to self-sovereign citizens.
-For instance, our "[unstoppable DAO](https://dl.acm.org/doi/pdf/10.1145/3565383.3566112)" technology creates a limit form of collective money with democratic control. We pioneered [decentralised trust](https://arxiv.org/pdf/2207.09950) with [deployment](https://research.tudelft.nl/files/89353583/1_s2.0_S1389128621001705_main.pdf). Our educational master program teaches student to engineer [collective decision](https://github.com/Tribler/tribler/issues/7691) mechanisms. The [goal of the Tribler lab](https://github.com/Tribler/tribler/issues/7064) is to prototype the first global brain by 2040. 
-Before 2000 we worked with [visionary collaborators](http://web.archive.org/web/20020618081554/http://www.freeamp.org/pipermail/mm/2000-December/000003.html) on our first [deployments](http://www.usenix.org/publications/library/proceedings/usenix2000/freenix/full_papers/pouwelse/pouwelse.pdf) and communities with democratic control of information (pre-wikiepdia era).
+Our Tribler lab is focussed on advancing these topics and ensure they benefit ordinary citizens. 
+Our [entire research portfolio](https://scholar.google.com/citations?hl=en&user=pprQKjUAAAAJ&view_op=list_works&sortby=pubdate) is driven by idealism. We aim to remove power from companies, governments, and AI in order to shift all this power to self-sovereign citizens.
+For instance, our "[unstoppable DAO](https://dl.acm.org/doi/pdf/10.1145/3565383.3566112)" technology creates a limited form of collective money with democratic control. We pioneered [decentralised trust](https://arxiv.org/pdf/2207.09950) with [deployment](https://research.tudelft.nl/files/89353583/1_s2.0_S1389128621001705_main.pdf). Our educational master program teaches student to engineer [collective decision](https://github.com/Tribler/tribler/issues/7691) mechanisms. The [goal of the Tribler lab](https://github.com/Tribler/tribler/issues/7064) is to prototype the first global brain by 2040. 
+Before 2000 we worked with [visionary collaborators](http://web.archive.org/web/20020618081554/http://www.freeamp.org/pipermail/mm/2000-December/000003.html) on our first [deployments](http://www.usenix.org/publications/library/proceedings/usenix2000/freenix/full_papers/pouwelse/pouwelse.pdf) and communities with democratic control of information (pre-wikipdia era).
                           """,
                           examples=[["spider man"], ["oceans 13"], ["sister starlight"], ["bitcoin address of xileno"]],
                           concurrency_limit=50)