diff --git a/README.md b/README.md
index f325eaa..5c37342 100644
--- a/README.md
+++ b/README.md
@@ -3156,7 +3156,7 @@
 - [morph-labs/rift](https://github.com/morph-labs/rift) - Rift: an AI-native language server for your personal AI software engineer
 - [mherrmann/helium](https://github.com/mherrmann/helium) - Lighter web automation with Python
 - [autodistill/autodistill](https://github.com/autodistill/autodistill) - Images to inference with no labeling (use foundation models to train supervised models).
-- [OpenAdaptAI/OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt) - Open Source Generative Process Automation (GPA). AI-First Process Automation with Large ([Language (LLMs) / Action (LAMs) / Multimodal (LMMs)] / Visual Language (VLMs)) Models
+- [OpenAdaptAI/OpenAdapt](https://github.com/OpenAdaptAI/OpenAdapt) - Open Source Generative Process Automation (i.e. Generative RPA). AI-First Process Automation with Large ([Language (LLMs) / Action (LAMs) / Multimodal (LMMs)] / Visual Language (VLMs)) Models
 - [cpacker/MemGPT](https://github.com/cpacker/MemGPT) - Create LLM agents with long-term memory and custom tools 📚🦙
 - [facebookresearch/xformers](https://github.com/facebookresearch/xformers) - Hackable and optimized Transformers building blocks, supporting a composable construction.
 - [stas00/ml-engineering](https://github.com/stas00/ml-engineering) - Machine Learning Engineering Open Book
@@ -3885,7 +3885,7 @@
 - [swisskyrepo/PayloadsAllTheThings](https://github.com/swisskyrepo/PayloadsAllTheThings) - A list of useful payloads and bypass for Web Application Security and Pentest/CTF
 - [dirkjanm/adconnectdump](https://github.com/dirkjanm/adconnectdump) - Dump Azure AD Connect credentials for Azure AD and Active Directory
 - [Coalfire-Research/DeathMetal](https://github.com/Coalfire-Research/DeathMetal) - Red team & penetration testing tools to exploit the capabilities of Intel AMT
-- [lscsoft/bilby](https://github.com/lscsoft/bilby) - Mirror of main Bilby development repository at https://git.ligo.org/lscsoft/bilby. This mirror is not actively monitored.
+- [bilby-dev/bilby](https://github.com/bilby-dev/bilby) - A unified framework for stochastic sampling packages and gravitational-wave inference in Python. Note that we are currently transitioning from git.ligo.org/lscsoft/bilby, please bear with us!
 - [soundcloud/project-dev-kpis](https://github.com/soundcloud/project-dev-kpis) - Key Performance Indicators of product development teams.
 - [amazon-archives/aws-security-benchmark](https://github.com/amazon-archives/aws-security-benchmark) - Open source demos, concept and guidance related to the AWS CIS Foundation framework.
 - [mitre/caldera](https://github.com/mitre/caldera) - Automated Adversary Emulation Platform
@@ -4660,7 +4660,7 @@
 - [ItzCrazyKns/Perplexica](https://github.com/ItzCrazyKns/Perplexica) - Perplexica is an AI-powered search engine. It is an Open source alternative to Perplexity AI
 - [hudy9x/namviek](https://github.com/hudy9x/namviek) - The open-source project manager for tiny teams
 - [activepieces/activepieces](https://github.com/activepieces/activepieces) - Your friendliest open source all-in-one automation tool ✨ Workflow automation tool 200+ integration / Enterprise automation tool / Zapier Alternative
-- [tillywork/tillywork](https://github.com/tillywork/tillywork) - Opensource work management
+- [tillywork/tillywork](https://github.com/tillywork/tillywork) - Opensource work management solution, alternative to monday.com
 - [AtotheY/saas-landingpage](https://github.com/AtotheY/saas-landingpage) - https://map.sistilli.dev/public/coding/SaaS+Boilerplate
 - [pagefaultgames/pokerogue](https://github.com/pagefaultgames/pokerogue) - A browser based Pokémon fangame heavily inspired by the roguelite genre.
 - [cohere-ai/cohere-toolkit](https://github.com/cohere-ai/cohere-toolkit) - Cohere Toolkit is a collection of prebuilt components enabling users to quickly build and deploy RAG applications.
@@ -4741,7 +4741,7 @@
 - [eumemic/ai-legion](https://github.com/eumemic/ai-legion) - An LLM-powered autonomous agent platform
 - [reworkd/AgentGPT](https://github.com/reworkd/AgentGPT) - 🤖 Assemble, configure, and deploy autonomous AI Agents in your browser.
 - [toeverything/AFFiNE](https://github.com/toeverything/AFFiNE) - There can be more than Notion and Miro. AFFiNE(pronounced [ə‘fain]) is a next-gen knowledge base that brings planning, sorting and creating all together. Privacy first, open-source, customizable and r
-- [finic-ai/finic](https://github.com/finic-ai/finic) - Create browser agents to scrape websites and automate tasks.
+- [finic-ai/finic](https://github.com/finic-ai/finic) - Create Playwright-based browser agents to scrape websites and automate tasks.
 - [langchain-ai/langchainjs](https://github.com/langchain-ai/langchainjs) - 🦜🔗 Build context-aware reasoning applications 🦜🔗
 - [hocus-dev/hocus](https://github.com/hocus-dev/hocus) - 🪄 Spin up ready-to-code, disposable dev environments on your own servers. Self-hosted alternative to Gitpod and Github Codespaces.
 - [chathub-dev/chathub](https://github.com/chathub-dev/chathub) - All-in-one chatbot client