diff --git a/Monthly Notes/Mar 2024 notes.md b/Monthly Notes/Mar 2024 notes.md
index 435b4231..03806940 100644
--- a/Monthly Notes/Mar 2024 notes.md	
+++ b/Monthly Notes/Mar 2024 notes.md	
@@ -6,7 +6,7 @@
 
 ## frontier models
 
-- [Anthropic Claude 3](https://www.anthropic.com/news/claude-3-family)
+- [Anthropic Claude 3](https://www.anthropic.com/news/claude-3-family) ([technical report](https://www-cdn.anthropic.com/de8ba9b01c9ab7cbabf5c33b80b7bbc618857627/Model_Card_Claude_3.pdf))
 	- Haiku (small, $0.25/mtok - "available soon"), Sonnet (medium, $3/mtok - powers claude.ai, is on Amazon Bedrock and Google Vertex), Opus (large $15/mtok - powers Claude Pro)
 		- **Speed**: Haiku is the fastest and most cost-effective model on the market for its intelligence category. **It can read an information and data dense research paper on arXiv (~10k tokens) with charts and graphs in less than three seconds**. Following launch, we expect to improve performance even further. [Sonnet is 2x faster than Opus and Claude 2/2.1](https://x.com/AnthropicAI/status/1764653835568726215?s=20)
 		- **Vision**: The Claude 3 models have **sophisticated vision capabilities** on par with other leading models. They can process a wide range of visual formats, including photos, charts, graphs and technical diagrams.
@@ -42,4 +42,5 @@
 
 ## other launches
 
-- [groq launched api platform](https://x.com/atbeme/status/1764762523868508182?s=46&t=90xQ8sGy63D2OtiaoGJuww)
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+- [groq launched api platform](https://x.com/atbeme/status/1764762523868508182?s=46&t=90xQ8sGy63D2OtiaoGJuww)
+- [Anthropic's API is now GA](https://x.com/mattshumer_/status/1764658247661719850?s=46&t=90xQ8sGy63D2OtiaoGJuww) (was private beta for long while)
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