diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
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+++ b/CONTRIBUTING.md
@@ -49,12 +49,12 @@ We have curated a list of exciting project ideas that we believe would significa
 | **AttestationStation Attestations for Twitter etc** | Convert the Twitter demo to an official AttestationStation/PolygonID attestation. |
 | **Automatic Spotify Splits for AI Voice Royalities** | Prove via zk-email on Spotify confirmation emails and EZKL proof of voi e via ML, that you used an artists voice and split profit with them. Details at https://hackmd.io/Nf8mSSKwRIu3GYyhGq5f9A |
 | **Proof of Residence** | Prove via some emailed confirmation sent by some government or service that you filed taxes or payed for property in that country, and make only the country public. |
-| **Proof of Credit Score** | Enable undercollateralized, crypto lending by allowing someone to prove their credit score on-chain via a confirmaton email from a credit score provider. |
+| **Proof of Credit Score** | Enable undercollateralized, crypto lending by allowing someone to prove their credit score on-chain via a confirmation email from a credit score provider. |
 | **General Oracles** | Prove any oracled data in emails, such as a NASDAQ daily ticker email for the price of some stock, or a Robinhood spot price confirmation. Tradingview Alerts should be able to support this. |
 | **Investor Interest** | Prove some investor emailed you a term sheet, and mint a credential that lets you anonymously disclose how your interactions with them were. |
 | **2FA On-Chain** | Account transactions on-chain above a certain amount need to be verified via an email from your email address as well. Utilize a relayer to automatically prompt users when they see a transaction on chain, and proof of a confirmation reply with a later timestamp will auth the transaction. Will likely be easiest to fork email wallet V1 relayers and parsing to create this. |
 | **Multisig Control via Email** | Native integration with SAFE or other multi-sig wallets to allow zk-emails to be direct multisig signers, interacting and approving transactions via emails. |
-| **Legal Discovery** | When subpoena'd, people can turn over only a relevant subset of their emails, not all of them. I don't know if this is robust though, since unless Gmail commits to a Merkle root of all your emails or something, people can always hide whatevver emails they want from the proving process. |
+| **Legal Discovery** | When subpoena'd, people can turn over only a relevant subset of their emails, not all of them. I don't know if this is robust though, since unless Gmail commits to a Merkle root of all your emails or something, people can always hide whatever emails they want from the proving process. |
 | **DNSSEC Lobbying** | Lobby providers like Google, Outlook etc, to enable DNSSEC on their keys in order to have more permissionless key upgrades. This is a great fit for someone with less ZK experience or who is really good at talking to people. |
 | **Emailing an Image Mints an NFT** | Add an extra base64 decoding step atop the attachments, and then reformat it to have the image on-chain. This will let someone email you an image, and it automatically goes on-chain (i.e. can directly mint an NFT for it, if you so wish). |
 | **EZKL + ZK Email** | Use machine learning to parse an email contents and reveal only the outputs of the ML model. This can concern NLP summary of an email, or parsing of a document (again if you add the base64 decoding first). |