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diff --git a/_posts/2024-02-04-panoptic.md b/_posts/2024-02-04-panoptic.md
@@ -9,13 +9,14 @@ pin: true
 math: true
 mermaid: true
 image:
-  path: https://panoptic.xyz/img/new-home-page/title-page-image.svg
+#   path: https://panoptic.xyz/img/new-home-page/title-page-image.svg
+  path: https://media4.giphy.com/media/v1.Y2lkPTc5MGI3NjExazlnc2d4c3U1dnF5eHRkNXl5NmdrOTgxMGdwZGN6MndzdHU5dGVoMCZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/l41lZok4O3z0Mna5q/giphy.webp
   lqip: data:image/webp;base64,UklGRpoAAABXRUJQVlA4WAoAAAAQAAAADwAABwAAQUxQSDIAAAARL0AmbZurmr57yyIiqE8oiG0bejIYEQTgqiDA9vqnsUSI6H+oAERp2HZ65qP/VIAWAFZQOCBCAAAA8AEAnQEqEAAIAAVAfCWkAALp8sF8rgRgAP7o9FDvMCkMde9PK7euH5M1m6VWoDXf2FkP3BqV0ZYbO6NA/VFIAAAA
   alt: panoptic.xyz
 ---
 
 Trading of options on top of any asset pool in Uni v3 \
-*i.e., do for decentralized options what `x·y=k` did for spot trading.*
+[*i.e., do for decentralized options what `x·y=k` did for spot trading.*](https://arxiv.org/pdf/2204.14232)
 
 ## Overview
 

diff --git a/_posts/2024-03-04-strategic-lp.md b/_posts/2024-03-04-strategic-lp.md
@@ -9,18 +9,19 @@ pin: true
 math: true
 mermaid: true
 image:
-  path: https://www.researchgate.net/publication/353863135/figure/fig1/AS:1056191211909120@1628827016954/Illustration-for-the-reserve-curve-for-Uniswap-v2-v3-When-the-liquidity-is.ppm
+  # path: https://www.researchgate.net/publication/353863135/figure/fig1/AS:1056191211909120@1628827016954/Illustration-for-the-reserve-curve-for-Uniswap-v2-v3-When-the-liquidity-is.ppm
+  path: https://media1.giphy.com/media/v1.Y2lkPTc5MGI3NjExbms5eHF0NGVxaGcxNXJvd2lqMHFtcG5xeGpiMmFvYXdwbWg5bnBldiZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/xTiTnmai9G1E4mcAms/giphy.webp
   lqip: data:image/webp;base64,UklGRpoAAABXRUJQVlA4WAoAAAAQAAAADwAABwAAQUxQSDIAAAARL0AmbZurmr57yyIiqE8oiG0bejIYEQTgqiDA9vqnsUSI6H+oAERp2HZ65qP/VIAWAFZQOCBCAAAA8AEAnQEqEAAIAAVAfCWkAALp8sF8rgRgAP7o9FDvMCkMde9PK7euH5M1m6VWoDXf2FkP3BqV0ZYbO6NA/VFIAAAA
   alt: https://www.researchgate.net/figure/Illustration-for-the-reserve-curve-for-Uniswap-v2-v3-When-the-liquidity-is_fig1_353863135
 ---
 
 
-Review notes on “Strategic Liquidity Provision in Uniswap V3” [2021]
+Review notes on “Strategic Liquidity Provision in Uniswap V3” [2023]
 
 [Strategic Liquidity Provision in Uniswap v3](https://arxiv.org/pdf/2106.12033v4)
 
 > “We formalize the dynamic liquidity provision problem, and focus on a general class of strategies for which we provide a neural network-based optimization framework for maximizing LP earnings. We model a single LP that faces an exogenous sequence of price changes that arise from arbitrage and non-arbitrage trades in the decentralized exchange.”
-* Fan et al (2021)*
+* Fan et al (2023)*
 > 
 
 # Introduction

diff --git a/_tabs/about.md b/_tabs/about.md
@@ -4,5 +4,9 @@ icon: fas fa-info-circle
 order: 4
 ---
 
-> Add Markdown syntax content to file `_tabs/about.md`{: .filepath } and it will show up on this page.
-{: .prompt-tip }
+thoughts-and-prayers on amm-centric protocols and non-custodial stablecoin design
+
+![img](https://media1.giphy.com/media/v1.Y2lkPTc5MGI3NjExeXpmNzc3MnRkMnoxZTJxeHlteGRwM3gzdXZtZmwyeDU0ZmxpbjlrbSZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/DS89v1NqpzCqA/giphy.webp)
+
+> To rebuild these system in a way that propels humanity instead of enslaves it, we will need to learn that it is impossible to control each other in a way that doesn't backfire. \
+> Nikolai Mushegian, [2022](https://gist.github.com/nmushegian/7202b5817c49abf19f2502c3fe2517a6)