GG20 Grantee Discovery Tool using RAG
Deployed Grantee discovery tool through conversational experience to explore 500+ grantees in GG20 participating in 4 OSS and 5 community rounds. See examples here , here , and here .
Presentation: Collective Intelligence in Quadratic Funding - Kernel Unconference
Presented the challenges, motivations, and impact of experiments with GrantsScope over the last year in the form of a talk, Collective Intelligence in Quadratic Funding, to an audience at a virtual unconference with Kernel Community. The presentation material is available here .
GG21 Implementation of GrantsScope
The GG21 version of GrantsScope will combine previously experimented features using LLMs and clustering algorithms to offer one-click grantee recommendations to donors. Visit the app at https://grantsscope.streamlit.app/ on or after August 8th after donations begin to explore the…
Application of GrantsScope for user-led discovery using clustering techniques
Clustering-based Discovery tool for GreenPill Network x Octant Community Round to guide your exploration of projects by picking a project that sparks your curiosity, discovering similar and distinct projects.
Data Quest - Impact of Climate Coordination Network
From its inception as a Gitcoin Round in late 2021 to its evolution as Climate Coordination Network, over 400 grassroots climate projects have found the support they need to flourish in the climate round - a visual drill-down here .
Data Quest - Assessing impact of information asymmetry in capital allocation
Conducted data analysis that illustrates a power law distribution in quadratic funding rounds on Gitcoin, where 80% of the matching pool is claimed by the top 40% of grantees. This raises questions about impact correlation and information asymmetry in capital allocation.
Gitcoin Citizens Retro Round #3 Implementation using contribution graph and clustering
One-click personalized Personalized Grantee Recommendations for Citizens Round #3 to re-discover the grantees you’ve supported in the past, explore grantees backed by the community who also champion your favorite projects, and uncover similar but previously unknown grantees
POC - Using basic RAG (Retreival Augmented Generation) for grantee discovery in the inaugural Gitcoin Citizens Round
Focused on the grantees in the inaugural Gitcoin Citizens Round, you can use the app to inquire about the round , a grantee’s impact , or search for projects on a topic you care about.
GG18 Implementation of GrantsScope with Conversational Memory
A ChatGPT-like experience (with conversational memory) to explore 80+ grantees in the Climate Round of GG18, with new feature for capturing user feedback. The app can be used to write a Twitter thread for your project, interact in language of your choice , seek clarification for…
Gitcoin Citizens Round #2 Implementation for Understanding Citizen Impact
Conversational App for Gitcoin Citizens Round #2, to explore queries such as who is working on innovative technical ideas or who is pushing the needle on governance or understand a particular project’s objective !
GG19 Implementation of GrantsScope across multiple rounds
Conversational App for 500+ projects in GG19 – Program Rounds and Climate Solutions Rounds. Examples here , here , and here !
Data Quest - Annual Donor Dashboard with Grantee Recommendations
2023 Wrapped with Personalized Grantee Recommendations for Gitcoin Donors. Read full description here .
Data Quest - Code-created NFT illustrating power law in quadratic funding
Code-created NFT art to illustrate power of PGF. The art uses a logarithmic scale for brightness to highlight even lesser-known projects, symbolizing their potential to become significant over time.
PoC - Use of clustering techniques for grantee recommendations
PoCs for Grantee Recommendations Engine by tapping into historical donation data and for driving interactive visualization to discover similar projects based on clustering.
GG20 - dApps & Apps
Received $153 in direct donations and $867 in matching funds in the GG20 dApps and Apps round to continue experimenting and integrating features into a holistic experience for donors to discover grantees in quadratic funding rounds.
Gitcoin Citizens Round #3
Application of learnings from experimenting with LLMs and clustering techniques for discovering grantees within and outside core Gitcoin Rounds.
CollabTech Round and Thresholds Experiment
GG21 - Web3 Grants Ecosystem Advancement
GG21: Thriving Arbitrum Summer
GG22 OSS - dApps and Apps
GG23 OSS - dApps and Apps
Gitcoin Citizens Round #2
Retroactive grant ($190 in direct donations, $373 in matching funds) for impact delivered in using Large Language Models (LLMs) to assist self-discovery of donors in multiple Gitcoin QF rounds (Gitcoin Citizens Round #1, GG18 Climate Solutions Round)
GG19 - Web3 Community and Education
Grant for scaling the scope of the solution to include all GG19 program rounds and the climate solutions round. In addition, initiated use of clustering algorithms to explore similarity-based recommendations to grantees.
Octant Community Round 1