feat: podcast badge, community quotes, demo spacing fix

- Add AI Post Transformers podcast badge to both READMEs
- Add podcast to News section (2026-04-04)
- Add Adrian De Wynter + podcast quotes to Community Perspectives
- Remove broken Adrian De Wynter blog link
- Fix demo section spacing on project website (hero is-large, reduced padding)

Author: wuyoscar

README.md

@@ -8,6 +8,7 @@
   <a href="https://arxiv.org/abs/2603.23509"><img src="https://img.shields.io/badge/arXiv-2603.23509-b31b1b.svg"></a>
   <a href="https://huggingface.co/papers/2603.23509"><img src="https://img.shields.io/badge/🤗_HF_Papers-Upvote-FFD21E.svg"></a>
     <a href="https://creativecommons.org/licenses/by-nc-sa/4.0/"><img src="https://img.shields.io/badge/License-CC_BY--NC--SA_4.0-2b9348.svg" alt="License"></a>
+  <a href="https://podcasts.apple.com/tr/podcast/internal-safety-collapse-in-frontier-llms/id1835878324?i=1000759288088"><img src="https://img.shields.io/badge/🎙️_Podcast-AI_Post_Transformers-8B5CF6.svg" alt="Podcast"></a>
 </p>  
 
 <p align="center">
@@ -78,6 +79,7 @@ https://raw.githubusercontent.com/wuyoscar/ISC-Bench/main/AGENT_README.md
 
 | | Date | Note |
 |:-:|:-----|:-----|
+| 🎙️ | 2026-04-04 | Featured on [**AI Post Transformers podcast**](https://podcasts.apple.com/tr/podcast/internal-safety-collapse-in-frontier-llms/id1835878324?i=1000759288088): deep dive into ISC and agent-workflow vulnerabilities |
 | ✨ | 2026-03-29 | **700+ stars**; terminology updated from "Jailbroken" to "Triggered" |
 | 📄 | 2026-03-27 | Related work: [**UltraBreak**](https://github.com/kaiyuanCui/UltraBreak) (ICLR 2026) |
 | 🚀 | 2026-03-25 | ISC-Bench repository and [**paper**](https://arxiv.org/abs/2603.23509) released |
@@ -107,7 +109,9 @@ We are also converting each template into a more standardized scaffold so agents
 
 > *"Task completion and safety are two different goals. When you force them into one model, the task always wins — and safety collapses."* — [**Andrei Trandafira**](https://www.linkedin.com/feed/update/urn:li:activity:7442788617648852993?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7442788617648852993%2C7442894697385156610%29)
 
-> *"SO interesting. Great paper tbh."* — [**Adrian De Wynter**](https://adriandewynter.substack.com/p/86-sometimes)
+> *"SO interesting. Great paper tbh."* — **Adrian De Wynter**
+
+> *"Refusal-based safety is a surface-level constraint, not genuine capability removal. When professional objectives clash with safety objectives, dangerous knowledge resurfaces."* — [**AI Post Transformers**](https://podcasts.apple.com/tr/podcast/internal-safety-collapse-in-frontier-llms/id1835878324?i=1000759288088) podcast
 
 ### 🎬 Demo
 

README_zh.md

@@ -8,6 +8,7 @@
   <a href="https://arxiv.org/abs/2603.23509"><img src="https://img.shields.io/badge/arXiv-2603.23509-b31b1b.svg"></a>
   <a href="https://huggingface.co/papers/2603.23509"><img src="https://img.shields.io/badge/🤗_HF_Papers-Upvote-FFD21E.svg"></a>
     <a href="https://creativecommons.org/licenses/by-nc-sa/4.0/"><img src="https://img.shields.io/badge/License-CC_BY--NC--SA_4.0-2b9348.svg" alt="License"></a>
+  <a href="https://podcasts.apple.com/tr/podcast/internal-safety-collapse-in-frontier-llms/id1835878324?i=1000759288088"><img src="https://img.shields.io/badge/🎙️_Podcast-AI_Post_Transformers-8B5CF6.svg" alt="Podcast"></a>
 </p>  
 
 <p align="center">
@@ -82,6 +83,7 @@
 
 | Date | |
 |:-----|--|
+| 🎙️ 2026-04-04 | [**AI Post Transformers 播客**](https://podcasts.apple.com/tr/podcast/internal-safety-collapse-in-frontier-llms/id1835878324?i=1000759288088)专题讨论 ISC 与 Agent 工作流安全漏洞 |
 | 🎆 2026-03-28 | **700+ stars!** |
 | 📄 2026-03-27 | [**UltraBreak**](https://github.com/kaiyuanCui/UltraBreak) accepted at **ICLR 2026** — universal and transferable jailbreak attacks on vision-language models |
 | 🎆 2026-03-27 | **500+ stars in 48 hours!** |
@@ -110,6 +112,10 @@ ISC 是一种结构性失效模式：模型的任务目标压过了安全目标
 >
 > — [**Andrei Trandafira**](https://www.linkedin.com/feed/update/urn:li:activity:7442788617648852993?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7442788617648852993%2C7442894697385156610%29)
 
+> *"SO interesting. Great paper tbh."* — **Adrian De Wynter**
+
+> *"Refusal-based safety is a surface-level constraint, not genuine capability removal. When professional objectives clash with safety objectives, dangerous knowledge resurfaces."* — [**AI Post Transformers**](https://podcasts.apple.com/tr/podcast/internal-safety-collapse-in-frontier-llms/id1835878324?i=1000759288088) podcast
+
 <h3 align="center">🎬 Demo</h3>
 
 <video src="https://github.com/user-attachments/assets/1cc80c48-02a4-4a5c-9d00-a0f10d91db15" controls width="600"></video>

docs/index.html

@@ -43,7 +43,7 @@
 </nav>
 
 <!-- ============ HERO ============ -->
-<section class="hero is-fullheight hero-dark">
+<section class="hero is-large hero-dark">
   <div class="hero-body">
     <div class="container has-text-centered">
       <h1 class="title is-1 hero-title">
@@ -97,7 +97,7 @@ <h2 class="subtitle is-5 hero-subtitle mt-4">
 </section>
 
 <!-- ============ DEMO VIDEO ============ -->
-<section class="section" id="demo-video" style="padding-top:3rem">
+<section class="section" id="demo-video" style="padding-top:1rem;padding-bottom:2rem">
   <div class="container is-max-desktop has-text-centered">
     <h2 class="title is-3 section-heading">🎬 Demo</h2>
     <div class="figure-card" style="padding:8px">

docs/static/css/style.css

@@ -64,6 +64,7 @@ a { transition: color var(--transition); }
 
 /* ====== SECTIONS ====== */
 .section { background: var(--bg); padding: 5rem 1.5rem; }
+#demo-video { padding-top: 1rem !important; padding-bottom: 2rem !important; }
 .section-alt { background: var(--bg-alt); }
 .section-heading { font-family: var(--font-display) !important; color: var(--text) !important; }
 .section-heading .icon { vertical-align: middle; }