# Updates log

9/5/25

**Model:**&#x20;

* Switched to Gemini 2.5 Pro.

**Training**:&#x20;

* Enabled RAG with a vector database to incorporate both pre-training data (curated videos, old tweets, writings, etc.) and new knowledge added to the knowledge graph.

**Knowledge Base Scraper:**&#x20;

* Now goes beyond summarizing websites, also diving into the three most relevant links to gather detailed information. NOTE: A summary will be displayed in the UI, but the whole content will be stored in the Pinecone vector database.
* Automatically refreshes (by re-scraping) websites in the knowledge base.

**Builder Helper (Grant Action):**&#x20;

* Implements a conversational flow to collect the project’s website, documentation, repository, and demo for further evaluation, while considering the user’s profile.

**To Improve:**

* Autofill the knowledge base with new tweets from Jesse Pollak.
* Improve understanding of dates and numbers in scraped knowledge.
* Improve scrapping service to better capture data.&#x20;
* Include data gathered from builders’ projects in the “Grants” section of the UI.
* Validate projects using the builder’s score from Talent Protocol.

