Merge pull request #577 from pieces-app/fix-broken-links

docs: Update links and clean up documentation

docs/build/glossary/terms/masked-language-modeling.md

@@ -6,7 +6,7 @@ category: AIML
 
 Masked Language Modeling, or “MLM,” is a pre-training technique used in natural language processing (NLP) to enable a model to predict masked tokens within an input sequence. It is an approach that helps AI models learn a deep understanding of language context and structure without requiring labeled data, making MLM NLP an unsupervised learning method.
 
-Unlike traditional language models that predict the next token in a sequence, MLM can utilize both the previous and subsequent tokens to predict a masked token. As a result, the model is able to better understand the [context](https://docs.pieces.app/build/glossary/terms/Pieces%20Specific/context) surrounding each word.
+Unlike traditional language models that predict the next token in a sequence, MLM can utilize both the previous and subsequent tokens to predict a masked token. As a result, the model is able to better understand the [context](https://docs.pieces.app/build/glossary/terms/context) surrounding each word.
 
 ## Benefits of Masked Language Modeling
 - **Deep contextual understanding** - MLM trains using both left and right contexts of a word, leading to a nuanced understanding of language structure and usage, superior to traditional unidirectional models.

docs/build/reference/typescript/models/05-Activity.md

@@ -5,7 +5,7 @@ title: Activity | TypeScript SDK
 
 # Activity
 
-consider a rename to Event? That being said if we go with event we need to think about a word to pre/post fix event because it is likely to be a reserved word.  additional documentation: https://www.notion.so/getpieces/Activity-4da8de193733441f85f87b510235fb74   Notes: - user/asset/format are all optional, NOT required that one of these are present. - if mechanism == internal we will not display to the user.  Thoughts around additional properties. - hmm dismissed array here, that is an array of strings, where the string is the userId that dismissed this notification? or we could potentially do it based on the os_ID. - 
+consider a rename to Event? That being said if we go with event we need to think about a word to pre/post fix event because it is likely to be a reserved word.  Notes: - user/asset/format are all optional, NOT required that one of these are present. - if mechanism == internal we will not display to the user.  Thoughts around additional properties. - hmm dismissed array here, that is an array of strings, where the string is the userId that dismissed this notification? or we could potentially do it based on the os_ID. - 
 
 ## Properties
 

docs/product-highlights-and-benefits/live-context.mdx

@@ -45,8 +45,6 @@ You also can clear Workstream Pattern Engine data at any time, from a specific t
 
 Once you've enabled the Workstream Pattern Engine, go about your usual work for a few minutes, and then head to the Copilot Chats view in the Pieces for Developers Desktop App and select “New Chat.” In the “Set Context” section, tap the option labeled “Live Context." Like before, you can leverage any of our available models, on-device or cloud, to engage with Live Context in the Pieces Copilot, and you can use it across your toolchain to carry on conversations in your favorite IDE and browser.
 
-<Video type={'gif'} src={'/wpe/using-live-context.gif'} alt={'WPE Using Live Context'}/>
-
 :::info
 
 The Workstream Pattern Engine must be turned on to use Live Context. We’ve made this super easy to do from wherever you’re getting started.