<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Gen AI on Subhash Dasyam</title><link>https://subhash.net/tags/gen-ai/</link><description>Recent content in Gen AI on Subhash Dasyam</description><generator>Hugo</generator><language>en</language><lastBuildDate>Fri, 19 Dec 2025 16:03:23 +0400</lastBuildDate><atom:link href="https://subhash.net/tags/gen-ai/index.xml" rel="self" type="application/rss+xml"/><item><title>Securing Agentic AI: Roadmap Part-10</title><link>https://subhash.net/posts/securing-agentic-ai-roadmap-part-10/</link><pubDate>Sun, 07 Dec 2025 20:48:00 +0400</pubDate><guid>https://subhash.net/posts/securing-agentic-ai-roadmap-part-10/</guid><description>&lt;h2 id="part-10-implementation-roadmap">Part 10. Implementation Roadmap&lt;/h2>
&lt;h3 id="100-why-you-need-a-roadmap-not-a-random-pile-of-bots">10.0 Why you need a roadmap, not a random pile of bots&lt;/h3>
&lt;p>You now have:&lt;/p>
&lt;p>Agent patterns&lt;/p>
&lt;p>Multi agent topologies&lt;/p>
&lt;p>HITL designs&lt;/p>
&lt;p>Threats and controls&lt;/p>
&lt;p>Identity, architecture, governance&lt;/p></description></item><item><title>Securing Agentic AI: Governance Framework Part-9</title><link>https://subhash.net/posts/securing-agentic-ai-governance/</link><pubDate>Sun, 07 Dec 2025 14:59:00 +0400</pubDate><guid>https://subhash.net/posts/securing-agentic-ai-governance/</guid><description>&lt;h2 id="part-9-governance-framework">Part 9. Governance Framework&lt;/h2>
&lt;h3 id="90-why-you-need-actual-governance-not-vibes">9.0 Why you need actual governance, not “vibes”&lt;/h3>
&lt;p>At small scale, you can ship an agent, watch it in Prod, and fix things as they break.&lt;/p></description></item><item><title>Securing Agentic AI: Enterprise Integration Part-8</title><link>https://subhash.net/posts/securing-agentic-ai-enterprise/</link><pubDate>Sun, 07 Dec 2025 14:51:01 +0400</pubDate><guid>https://subhash.net/posts/securing-agentic-ai-enterprise/</guid><description>&lt;h2 id="8-enterprise-integration">8. Enterprise Integration&lt;/h2>
&lt;h2 id="80-why-this-part-matters">8.0 Why this part matters&lt;/h2>
&lt;p>Up to now we treated agents like a new thing. Your CISO, CIO, and Head of Architecture do not care about &amp;ldquo;new things&amp;rdquo;. They care about one question: &amp;ldquo;How does this fit into the stuff we already use to control risk?&amp;rdquo;&lt;/p></description></item><item><title>Securing Agentic AI: Secure Architecture Patterns Part-7</title><link>https://subhash.net/posts/securing-agentic-ai-secure-architecture/</link><pubDate>Sun, 07 Dec 2025 14:45:05 +0400</pubDate><guid>https://subhash.net/posts/securing-agentic-ai-secure-architecture/</guid><description>&lt;h2 id="7-secure-architecture-patterns">7. Secure Architecture Patterns&lt;/h2>
&lt;h2 id="70-why-architecture-beats-clever-prompts">7.0 Why architecture beats clever prompts&lt;/h2>
&lt;p>Here is the uncomfortable truth: If your main security control is &amp;ldquo;We wrote a really strong system prompt&amp;rdquo;, you will lose. Not today. Maybe not this quarter. But as soon as someone finds a weird edge case or the model behaves differently after an update, your &amp;ldquo;carefully crafted&amp;rdquo; prompt will help exactly as much as a sticky note on a production firewall.&lt;/p></description></item><item><title>Securing Agentic AI: Identity and Access Control for Agents Part-6</title><link>https://subhash.net/posts/securing-agentic-ai-identity-and-access/</link><pubDate>Sun, 07 Dec 2025 14:40:00 +0400</pubDate><guid>https://subhash.net/posts/securing-agentic-ai-identity-and-access/</guid><description>&lt;h2 id="6-identity-and-access-control-for-agents">6. Identity and Access Control for Agents&lt;/h2>
&lt;h2 id="60-why-identity-is-the-real-security-boundary">6.0 Why identity is the real security boundary&lt;/h2>
&lt;p>For classic apps, you already know the game:&lt;/p>
&lt;p>User authenticates.&lt;/p>
&lt;p>App runs with app identity.&lt;/p></description></item><item><title>Securing Agentic AI: Threat Landscape for Agentic Systems Part-5</title><link>https://subhash.net/posts/securing-agentic-ai-threat-landscape/</link><pubDate>Sun, 07 Dec 2025 14:35:00 +0400</pubDate><guid>https://subhash.net/posts/securing-agentic-ai-threat-landscape/</guid><description>&lt;h2 id="5-threat-landscape-for-agentic-systems">5. Threat Landscape for Agentic Systems&lt;/h2>
&lt;h2 id="50-why-this-part-matters">5.0 Why this part matters&lt;/h2>
&lt;p>With normal LLM apps, a bad output is embarrassing.&lt;/p>
&lt;p>With agentic systems, a bad output can:&lt;/p>
&lt;p>Send money to the wrong place&lt;/p></description></item><item><title>Securing Agentic AI: Human in the Loop (HITL) Design Patterns Part-4</title><link>https://subhash.net/posts/securing-agentic-ai-architecture_7/</link><pubDate>Sun, 07 Dec 2025 14:28:00 +0400</pubDate><guid>https://subhash.net/posts/securing-agentic-ai-architecture_7/</guid><description>&lt;h2 id="4-human-in-the-loop-hitl-design-patterns">4. Human in the Loop (HITL) Design Patterns&lt;/h2>
&lt;h2 id="40-why-hitl-is-where-grown-up-safety-lives">4.0 Why HITL is where grown-up safety lives&lt;/h2>
&lt;p>Autonomous agents feel magical right up to the moment they:&lt;/p>
&lt;p>Move real money&lt;/p>
&lt;p>Change real infrastructure&lt;/p></description></item><item><title>Securing Agentic AI: Multi-Agent Architectures Part-3</title><link>https://subhash.net/posts/securing-agentic-ai-architecture_64/</link><pubDate>Sat, 06 Dec 2025 20:00:00 +0400</pubDate><guid>https://subhash.net/posts/securing-agentic-ai-architecture_64/</guid><description>&lt;h2 id="3-multi-agent-architectures">3. Multi-Agent Architectures&lt;/h2>
&lt;h2 id="30-why-multi-agent-is-fun-for-you-and-scary-for-security">3.0 Why multi-agent is fun for you and scary for security&lt;/h2>
&lt;p>Single agent: one brain, one loop, one blast radius.&lt;/p>
&lt;p>Multi-agent: several brains, messages bouncing around, tools firing in different places, sometimes all at once.&lt;/p></description></item><item><title>Securing Agentic AI: Agent Architecture Patterns - Security Analysis Part-2</title><link>https://subhash.net/posts/securing-agentic-ai-architecture_6/</link><pubDate>Sat, 06 Dec 2025 19:53:00 +0400</pubDate><guid>https://subhash.net/posts/securing-agentic-ai-architecture_6/</guid><description>&lt;h2 id="2-agent-architecture-patterns---security-analysis">2. Agent Architecture Patterns - Security Analysis&lt;/h2>
&lt;h2 id="20-why-patterns-matter-more-than-buzzwords">2.0 Why patterns matter more than buzzwords&lt;/h2>
&lt;p>Most &amp;ldquo;agent stacks&amp;rdquo; are just variations on a few core patterns:&lt;/p>
&lt;p>ReAct&lt;/p>
&lt;p>Plan-and-Execute&lt;/p>
&lt;p>Reflexion / self-correction&lt;/p></description></item><item><title>Securing Agentic AI: Architecture, Patterns, and Governance for Enterprise Adoption Part-1</title><link>https://subhash.net/posts/securing-agentic-ai-architecture/</link><pubDate>Sat, 06 Dec 2025 19:06:00 +0400</pubDate><guid>https://subhash.net/posts/securing-agentic-ai-architecture/</guid><description>&lt;h2 id="1-agentic-ai-fundamentals">1. Agentic AI Fundamentals&lt;/h2>
&lt;h2 id="11-why-this-matters">1.1 Why this matters&lt;/h2>
&lt;p>Normal LLM apps give you words on a screen. Agentic systems give you actions in your systems.&lt;/p>
&lt;p>The moment you let a model:&lt;/p></description></item><item><title>Mixture of Experts (MoE): The Specialist Consultant Revolution 🏢</title><link>https://subhash.net/posts/mixture-of-experts-moe-specialist/</link><pubDate>Sun, 13 Jul 2025 23:00:00 +0400</pubDate><guid>https://subhash.net/posts/mixture-of-experts-moe-specialist/</guid><description>&lt;p>Building on our transformer story - if you haven&amp;rsquo;t read the complete transformer guide yet, check it out first!&lt;/p>
&lt;h2 id="remember-our-transformer-story">Remember Our Transformer Story?&lt;/h2>
&lt;p>In our previous deep dive, we learned that transformers have this amazing &amp;ldquo;deep thinking step&amp;rdquo; (the Feed Forward Network) where they:&lt;/p></description></item><item><title>How Transformers Actually Work: The Complete Simple Guide 🤖</title><link>https://subhash.net/posts/how-transformers-actually-work-complete/</link><pubDate>Tue, 08 Jul 2025 00:45:00 +0400</pubDate><guid>https://subhash.net/posts/how-transformers-actually-work-complete/</guid><description>&lt;p>Ever wondered how ChatGPT, Claude, or GPT-4 actually understand and generate text? Let me break down the magic behind transformers like you&amp;rsquo;re 12 years old! 👇&lt;/p>
&lt;p>Note: When I mention &amp;ldquo;117 million parameters&amp;rdquo; in examples, I&amp;rsquo;m talking about GPT-1 and BERT-base models. Modern models like GPT-4 are much, much bigger!&lt;/p></description></item><item><title>RAG+ Revolution: How Application-Aware Reasoning Transforms AI Knowledge Systems</title><link>https://subhash.net/posts/rag-revolution-how-application-aware/</link><pubDate>Tue, 17 Jun 2025 14:48:00 +0400</pubDate><guid>https://subhash.net/posts/rag-revolution-how-application-aware/</guid><description>&lt;h2 id="paper-review-and-attribution">Paper Review and Attribution&lt;/h2>
&lt;p>This article is based on the fascinating research paper &amp;ldquo;RAG+: Enhancing Retrieval-Augmented Generation with Application-Aware Reasoning&amp;rdquo; by Yu Wang, Shiwan Zhao, Ming Fan, and colleagues from Huawei Technologies, Xi&amp;rsquo;an Jiaotong University, and Nankai University.&lt;/p></description></item><item><title>The Complete Guide to Transformer Architecture: How Modern AI Really Works</title><link>https://subhash.net/posts/the-complete-guide-to-transformer/</link><pubDate>Wed, 21 May 2025 22:58:00 +0400</pubDate><guid>https://subhash.net/posts/the-complete-guide-to-transformer/</guid><description>&lt;h3 id="1-the-big-breakthrough-introduction-to-transformer-architecture">1. The Big Breakthrough: Introduction to Transformer Architecture&lt;/h3>
&lt;p>Two weeks after successfully implementing his first transformer model, Alex was hunched over his laptop in the university AI lab, a look of amazement on his face as he compared the results from his old model and his new transformer-based solution.&lt;/p></description></item></channel></rss>