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@@ -19,7 +19,8 @@ More info: [CV](/files/CV_Adrien_Gaidon.pdf), [linkedin](https://www.linkedin.co
 
 ## News
 
-- End of 2024: early-stage investments in some amazing deep tech startups that we made at [Calibrate Ventures](https://www.calibratevc.com/) (more news soon!).
+- December 2024: following OpenAI o3's amazing results, I wrote my thoughts about emphasizing AI Safety as an *engineering discipline* to avoid the pitfalls of [ELIZA Bonini and the AI turtles](https://adriengaidon.com/posts/2024/12/eliza/).
+- December 2024: early-stage investments in some amazing deep tech startups that we made at Calibrate Ventures: check out our [end of year post](https://www.calibratevc.com/blog/2024-at-calibrate-ventures-our-year-in-review)!
 - December 2024: presenting [Streaming Detection of Queried Event Start](https://neurips.cc/virtual/2024/poster/97778) at **NeurIPS'24** with Cristobal Eyzaguirre and Stanford colleagues.
 - October 2024: presenting [Linearizing Large Language Models
 ](https://arxiv.org/abs/2405.06640) at **CoLM'24** (a little bit of the whole lot of LLM work that happened behind the scenes at TRI!)

diff --git a/_posts/2024-12-22-Eliza-Bonini-AI-turtles.md b/_posts/2024-12-22-Eliza-Bonini-AI-turtles.md
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+**TL;DR: ML reasoning systems are going through an exciting phase transition escaping our understanding; this requires an engineering approach to AI safety while emphasizing human accountability to avoid the pitfalls of AI anthropomorphization**
+
 The amazing results of [OpenAI's o3 system](https://community.openai.com/t/day-12-of-shipmas-new-frontier-models-o3-and-o3-mini-announcement/1061818) got everybody to reassess their predictions about the future, again. [Brad Porter](https://www.linkedin.com/in/brad-porter-1a989/) (CEO of [CoBot](https://www.co.bot/), one of our portfolio companies at [Calibrate Ventures](https://www.calibratevc.com/)) reposted his excellent essay ["Approaching the AGI Asymptote"](https://medium.com/@bp_64302/approaching-the-agi-asymptote-5f1737a0033f) and re-analyzed his conclusions in this [linkedin post](https://www.linkedin.com/posts/brad-porter-1a989_approaching-the-agi-asymptote-activity-7276619030092783616-tm8L/).
 
 The main points Brad made at the time were about:
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+    **TL;DR: ML reasoning systems are going through an exciting phase transition escaping our understanding; this requires an engineering approach to AI safety while emphasizing human accountability to avoid the pitfalls of AI anthropomorphization**
     The amazing results of [OpenAI's o3 system](https://community.openai.com/t/day-12-of-shipmas-new-frontier-models-o3-and-o3-mini-announcement/1061818) got everybody to reassess their predictions about the future, again. [Brad Porter](https://www.linkedin.com/in/brad-porter-1a989/) (CEO of [CoBot](https://www.co.bot/), one of our portfolio companies at [Calibrate Ventures](https://www.calibratevc.com/)) reposted his excellent essay ["Approaching the AGI Asymptote"](https://medium.com/@bp_64302/approaching-the-agi-asymptote-5f1737a0033f) and re-analyzed his conclusions in this [linkedin post](https://www.linkedin.com/posts/brad-porter-1a989_approaching-the-agi-asymptote-activity-7276619030092783616-tm8L/).
     The main points Brad made at the time were about:
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