diff --git a/topics.md b/topics.md
index 6a5fdb9..b651096 100644
--- a/topics.md
+++ b/topics.md
@@ -122,7 +122,7 @@
 - [swyxio/ai-notes](https://github.com/swyxio/ai-notes) - notes for software engineers getting up to speed on new AI developments. Serves as datastore for https://latent.space writing, and product brainstorming, but has cleaned up canonical references under 
 - [ScrapeGraphAI/Scrapegraph-ai](https://github.com/ScrapeGraphAI/Scrapegraph-ai) - Python scraper based on AI
 - [logankilpatrick/gemini-api-quickstart](https://github.com/logankilpatrick/gemini-api-quickstart) - Get up and running in under 5 minutes with the Google AI Gemini API (in Python)
-- [ax-llm/ax](https://github.com/ax-llm/ax) - Build LLM powered Agents and "Agentic workflows" based on the Stanford DSP paper.
+- [ax-llm/ax](https://github.com/ax-llm/ax) - The unofficial DSPy framework. Build LLM powered Agents and "Agentic workflows" based on the Stanford DSP paper.
 - [mem0ai/mem0](https://github.com/mem0ai/mem0) - The Memory layer for your AI apps
 - [IBM/zshot](https://github.com/IBM/zshot) - Zero and Few shot named entity & relationships recognition
 - [video-db/PromptClip](https://github.com/video-db/PromptClip) - Instantly create video clips from LLM prompts
@@ -405,7 +405,7 @@
 ## google 
 
 - [logankilpatrick/gemini-api-quickstart](https://github.com/logankilpatrick/gemini-api-quickstart) - Get up and running in under 5 minutes with the Google AI Gemini API (in Python)
-- [ax-llm/ax](https://github.com/ax-llm/ax) - Build LLM powered Agents and "Agentic workflows" based on the Stanford DSP paper.
+- [ax-llm/ax](https://github.com/ax-llm/ax) - The unofficial DSPy framework. Build LLM powered Agents and "Agentic workflows" based on the Stanford DSP paper.
 - [explosion/spacy-transformers](https://github.com/explosion/spacy-transformers) - 🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy
 
 ## graphql 
@@ -454,7 +454,7 @@
 
 ## javascript 
 
-- [ax-llm/ax](https://github.com/ax-llm/ax) - Build LLM powered Agents and "Agentic workflows" based on the Stanford DSP paper.
+- [ax-llm/ax](https://github.com/ax-llm/ax) - The unofficial DSPy framework. Build LLM powered Agents and "Agentic workflows" based on the Stanford DSP paper.
 - [OpenInterpreter/open-interpreter](https://github.com/OpenInterpreter/open-interpreter) - A natural language interface for computers
 - [clappr/clappr](https://github.com/clappr/clappr) - :clapper: An extensible media player for the web.
 - [directus/directus](https://github.com/directus/directus) - The Modern Data Stack 🐰 — Directus is an instant REST+GraphQL API and intuitive no-code data collaboration app for any SQL database.
@@ -500,7 +500,7 @@
 - [alexpinel/Dot](https://github.com/alexpinel/Dot) - Text-To-Speech, RAG, and LLMs. All local!
 - [ScrapeGraphAI/Scrapegraph-ai](https://github.com/ScrapeGraphAI/Scrapegraph-ai) - Python scraper based on AI
 - [Mintplex-Labs/anything-llm](https://github.com/Mintplex-Labs/anything-llm) - The all-in-one Desktop & Docker AI application with full RAG and AI Agent capabilities.
-- [ax-llm/ax](https://github.com/ax-llm/ax) - Build LLM powered Agents and "Agentic workflows" based on the Stanford DSP paper.
+- [ax-llm/ax](https://github.com/ax-llm/ax) - The unofficial DSPy framework. Build LLM powered Agents and "Agentic workflows" based on the Stanford DSP paper.
 - [Maximilian-Winter/llama-cpp-agent](https://github.com/Maximilian-Winter/llama-cpp-agent) - The llama-cpp-agent framework is a tool designed for easy interaction with Large Language Models (LLMs). Allowing users to chat with LLM models, execute structured function calls and get structured ou
 - [InternLM/xtuner](https://github.com/InternLM/xtuner) - An efficient, flexible and full-featured toolkit for fine-tuning LLM (InternLM2, Llama3, Phi3, Qwen, Mistral, ...)
 - [RManLuo/Awesome-LLM-KG](https://github.com/RManLuo/Awesome-LLM-KG) - Awesome papers about unifying LLMs and KGs
@@ -652,7 +652,7 @@
 
 ## nodejs 
 
-- [ax-llm/ax](https://github.com/ax-llm/ax) - Build LLM powered Agents and "Agentic workflows" based on the Stanford DSP paper.
+- [ax-llm/ax](https://github.com/ax-llm/ax) - The unofficial DSPy framework. Build LLM powered Agents and "Agentic workflows" based on the Stanford DSP paper.
 - [OpenInterpreter/open-interpreter](https://github.com/OpenInterpreter/open-interpreter) - A natural language interface for computers
 - [ProjectMirador/mirador-desktop](https://github.com/ProjectMirador/mirador-desktop) - A desktop wrapper for Mirador and its environment, allowing use of local images.
 - [IIIF-Commons/biiif-cli](https://github.com/IIIF-Commons/biiif-cli) - A CLI to Build Static IIIF Collections
@@ -1218,7 +1218,7 @@
 
 ## typescript 
 
-- [ax-llm/ax](https://github.com/ax-llm/ax) - Build LLM powered Agents and "Agentic workflows" based on the Stanford DSP paper.
+- [ax-llm/ax](https://github.com/ax-llm/ax) - The unofficial DSPy framework. Build LLM powered Agents and "Agentic workflows" based on the Stanford DSP paper.
 - [supermemoryai/supermemory](https://github.com/supermemoryai/supermemory) - Build your own second brain with supermemory. It's a ChatGPT for your bookmarks. Import tweets or save websites and content using the chrome extension.
 - [osmoscraft/osmosmemo](https://github.com/osmoscraft/osmosmemo) - Turn GitHub into a bookmark manager
 - [n8n-io/n8n](https://github.com/n8n-io/n8n) - Free and source-available fair-code licensed workflow automation tool. Easily automate tasks across different services.