The latest articles on Forem by Mukthanjali Bonala (@mukthanjalibonala). https://forem.com/mukthanjalibonala https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3644969%2Fdefaac13-d617-4655-8296-71f179976021.jpeg https://forem.com/mukthanjalibonala en Mukthanjali Bonala Fri, 05 Dec 2025 14:41:26 +0000 https://forem.com/mukthanjalibonala/my-complete-journey-through-the-ai-agents-intensive-what-i-learned-built-became-4dj https://forem.com/mukthanjalibonala/my-complete-journey-through-the-ai-agents-intensive-what-i-learned-built-became-4dj <h1> 🌟 <strong>How the AI Agents Intensive Transformed Me Into a Multi-Agent System Builder</strong> </h1> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3o0oknnwq8wer0cryu1g.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3o0oknnwq8wer0cryu1g.png" alt=" " width="800" height="450"></a></p> <blockquote> <p>When I joined the <strong>AI Agents Intensive by Google &amp; Kaggle</strong>, I expected to learn something new. </p> <p>What I <em>didn’t</em> expect was that in just <strong>five days</strong>, I would build <strong>SENTINELS</strong> — a multimodal, multi-agent <strong>disaster-intelligence system</strong> capable of analyzing images, audio, and live signals to generate real-time rescue guidance. </p> <p>This challenge did more than teach me agents —<br><br> <strong>it changed the way I think about building intelligent systems.</strong></p> </blockquote> <h1> 🌱 <strong>Before the Intensive — My Starting Point</strong> </h1> <p>I entered this program with:</p> <ul> <li>Python knowledge </li> <li>Curiosity about AI &amp; analytics </li> <li> <u>Zero exposure</u> to multi-agent systems </li> <li>A strong desire to build something meaningful </li> </ul> <p>I understood LLMs…</p> <p>But <strong>agents felt like a deeper, more powerful world — one I was finally ready to explore.</strong></p> <h1> 🚀 <strong>DAY 1 — Understanding Agents: A Complete Mindset Shift</strong> </h1> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F6cujdnuvuq99u644hmpa.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F6cujdnuvuq99u644hmpa.png" alt=" " width="800" height="533"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F206t63mzqjmermy6oadt.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F206t63mzqjmermy6oadt.png" alt=" " width="800" height="342"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fsl5jg3e4ykk2oozp5qrr.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fsl5jg3e4ykk2oozp5qrr.png" alt=" " width="800" height="450"></a></p> <p>Day 1 shattered one assumption:</p> <blockquote> <p>Agents are NOT “smarter chatbots.”<br><br> They are <strong>systems that perceive → decide → act → learn</strong>.</p> </blockquote> <h3> <strong>What clicked for me</strong> </h3> <ul> <li>Agents don’t just respond — <strong>they accomplish</strong> </li> <li>Tools give agents capabilities </li> <li>Multi-agent teams mirror human workflows </li> <li>AI systems can behave like coordinated digital organizations </li> </ul> <p>💡 <strong>LLMs answer. Agents achieve.</strong><br><br> This single idea shaped everything I built afterward.</p> <h1> 🔥 <strong>Single-Agent vs Multi-Agent Thinking</strong> </h1> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Funuc114o56ww2kwxan79.jpg" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Funuc114o56ww2kwxan79.jpg" alt=" " width="800" height="450"></a></p> <p>This was my breakthrough moment:</p> <blockquote> <p>💡 <em>A single agent can be strong.<br><br> But a coordinated team becomes intelligent.</em></p> </blockquote> <h1> 🧰 <strong>DAY 2 — Tools &amp; MCP: Giving Agents Real-World Superpowers</strong> </h1> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3tf6jma6b46bihv8qgmz.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3tf6jma6b46bihv8qgmz.png" alt=" " width="800" height="533"></a></p> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fkuzkuc88xyda5bm38c9d.gif" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fkuzkuc88xyda5bm38c9d.gif" alt=" " width="1184" height="1100"></a><br> Tools changed everything.</p> <h3> <strong>What I mastered</strong> </h3> <ul> <li>Custom Python tools </li> <li>MCP (Model Context Protocol) </li> <li>Agent-driven API calls </li> <li>Long-running workflows </li> <li>Safe action execution </li> </ul> <blockquote> <p>💡 <em>Tools turn LLMs into agents —<br><br> and agents into workers capable of real-world impact.</em></p> </blockquote> <h1> 🧠 <strong>DAY 3 — Memory &amp; Context: The Intelligence Layer</strong> </h1> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4v12weiweem178w6wfkj.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4v12weiweem178w6wfkj.png" alt=" " width="800" height="533"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9uozo0qz9d8s1y14n6hk.webp" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9uozo0qz9d8s1y14n6hk.webp" alt=" " width="800" height="391"></a></p> <p>This was my favorite day — the day agents became truly intelligent.</p> <h3> <strong>What I learned</strong> </h3> <ul> <li>Working &amp; long-term memory </li> <li>Context persistence </li> <li>Knowledge retrieval </li> <li>Stabilizing multi-turn reasoning </li> </ul> <p>A real disaster-response system <em>cannot</em> function without memory.<br><br> This is the day <strong>SENTINELS truly came alive.</strong></p> <h1> 📈 <strong>DAY 4 — Evaluation, Quality &amp; Reliability</strong> </h1> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fl8j75w3idd3pddgz5x22.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fl8j75w3idd3pddgz5x22.png" alt=" " width="800" height="533"></a></p> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fiz9kq2543egl99rwgcl3.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fiz9kq2543egl99rwgcl3.png" alt=" " width="800" height="343"></a></p> <h3> <strong>Key takeaways</strong> </h3> <ul> <li>Logs = agent diaries </li> <li>Traces = why decisions happened </li> <li>Metrics = system health </li> <li>Evaluation types: <ul> <li>LLM-as-judge </li> <li>Human review </li> <li>Reliability scoring </li> </ul> </li> </ul> <blockquote> <p>💡 <em>Evaluation isn’t optional — it is what makes agents trustworthy.</em></p> </blockquote> <h1> 🌍 <strong>DAY 5 — Scaling &amp; Productionizing Multi-Agent Systems</strong> </h1> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fjsqm8k7f573npxdjurpe.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fjsqm8k7f573npxdjurpe.png" alt=" " width="800" height="533"></a></p> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F78e18j8z93sq88btrstg.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F78e18j8z93sq88btrstg.png" alt=" " width="800" height="800"></a></p> <h3> <strong>What clicked</strong> </h3> <ul> <li>A2A communication </li> <li>Multi-agent orchestration </li> <li>Vertex AI Agent Engine </li> <li>Scalable patterns </li> <li>Production readiness </li> </ul> <blockquote> <p>💡 This was the day SENTINELS went from <em>project</em> → <strong>system</strong>.</p> </blockquote> <h1> 🔥 <strong>My Capstone: SENTINELS — AI-Powered Multimodal Disaster Intelligence</strong> </h1> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F6opsoyleuuhswili6ioj.jpg" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F6opsoyleuuhswili6ioj.jpg" alt=" " width="800" height="420"></a></p> <p>SENTINELS brings together:</p> <ul> <li>Vision analysis </li> <li>Audio understanding </li> <li>Real-time signals </li> <li>RAG knowledge </li> <li>Multimodal reasoning </li> <li>Autonomous decision-making </li> </ul> <p>A coordinated intelligence layer built from <strong>five specialized agents</strong>.</p> <h1> 🧩 <strong>The Five Agents Behind SENTINELS</strong> </h1> <h2> 1️⃣ <strong>Vision Sentinel — Image Intelligence</strong> </h2> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Foxddbps3s02vp7u2n0ie.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Foxddbps3s02vp7u2n0ie.png" alt=" " width="800" height="533"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fsee8jmjfqzin4cc7e9tv.jpg" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fsee8jmjfqzin4cc7e9tv.jpg" alt=" " width="570" height="432"></a></p> <h2> 2️⃣ <strong>Audio Sentinel — SOS Call Understanding</strong> </h2> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvx83q4zb0lrqaxz0rmrs.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fvx83q4zb0lrqaxz0rmrs.png" alt=" " width="800" height="533"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9ca34ej45tx62lunzg2h.webp" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9ca34ej45tx62lunzg2h.webp" alt=" " width="480" height="288"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fege3shtrw367xj6kj4us.webp" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fege3shtrw367xj6kj4us.webp" alt=" " width="800" height="359"></a></p> <h2> 3️⃣ <strong>Data Sentinel — External Signals</strong> </h2> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F8uyox256iczyk7ragqb3.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F8uyox256iczyk7ragqb3.png" alt=" " width="800" height="533"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3ml2zv2mc8x8ntbop65u.webp" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3ml2zv2mc8x8ntbop65u.webp" alt=" " width="694" height="667"></a></p> <h2> 4️⃣ <strong>Communication Sentinel — Rescue Guidance</strong> </h2> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Faqgfey2qioxj652b2zmj.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Faqgfey2qioxj652b2zmj.png" alt=" " width="800" height="533"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ffc5nqzuiq63dbs925zhf.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ffc5nqzuiq63dbs925zhf.png" alt=" " width="800" height="490"></a></p> <h2> 5️⃣ <strong>Coordinator Sentinel — The Master Brain</strong> </h2> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fcoemjy45rd5zyxnowgx6.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fcoemjy45rd5zyxnowgx6.png" alt=" " width="800" height="533"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fhjdnf6xuf9h6ue1bjfj0.webp" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fhjdnf6xuf9h6ue1bjfj0.webp" alt=" " width="800" height="1200"></a></p> <h1> 🧠 <strong>System Features</strong> </h1> <ul> <li>Multimodal inputs </li> <li>Multi-agent collaboration </li> <li>RAG-based safety </li> <li>Memory layers </li> <li>Real-time decision engine </li> <li>Modular architecture </li> </ul> <h1> 📦 <strong>Tech Stack</strong> </h1> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fw6v8iku49okeb2bsyug0.webp" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fw6v8iku49okeb2bsyug0.webp" alt=" " width="800" height="546"></a></p> <h1> 🔗 <strong>Project Links</strong> </h1> <ul> <li>🎥 <strong><a href="https://youtu.be/Ou2-T_-T7xA" rel="noopener noreferrer">View Demo Video</a></strong> </li> <li>📘 <strong><a href="https://www.kaggle.com/code/mukthanjalibonala/sentinels-multimodal-disaster-intelligence-agent" rel="noopener noreferrer">Open Kaggle Notebook</a></strong> </li> <li>💻 <strong><a href="https://github.com/mukthanjali-data/sentinels-disaster-ai" rel="noopener noreferrer">View GitHub Repository</a></strong> </li> <li>📝 <strong><a href="https://www.kaggle.com/competitions/agents-intensive-capstone-project/writeups/sentinels-AI-powered-multimodal-disaster-Agent" rel="noopener noreferrer">Read Kaggle Write-up</a></strong> </li> </ul> <h1> ❤️ <strong>What This Intensive Taught Me</strong> </h1> <ul> <li>Agents think beyond prompts </li> <li>Tools unlock real capabilities </li> <li>Memory transforms reasoning </li> <li>Evaluation builds trust </li> <li>Multi-agent &gt; Single-agent </li> <li>Best way to learn AI = <strong>build with it</strong> </li> </ul> <h1> 👩‍💻 <strong>About Me — Mukthanjali Bonala</strong> </h1> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fsxdov4kxmqddejia2nb9.jpg" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fsxdov4kxmqddejia2nb9.jpg" alt=" " width="800" height="532"></a></p> <p>Aspiring Data Analyst &amp; MBA student focusing on:</p> <ul> <li>Data Analytics </li> <li>AI Agents </li> <li>Multimodal Intelligence </li> <li>Decision Systems </li> </ul> <p>📧 Email: <strong><a href="mailto:mukthanjalibonala@gmail.com">mukthanjalibonala@gmail.com</a></strong><br><br> 🔗 LinkedIn: <strong><a href="https://www.linkedin.com/in/mukthanjalibonala" rel="noopener noreferrer">View Profile</a></strong><br><br> 💻 GitHub: <strong><a href="https://github.com/mukthanjali-data" rel="noopener noreferrer">View GitHub</a></strong></p> <h1> 🌟 <strong>Final Reflection</strong> </h1> <p>This journey didn’t just teach me how to build intelligent systems —<br><br> it revealed <u>who I can become when I build with purpose.</u> </p> <p>✨ <strong>SENTINELS is only the beginning — many more innovations lie ahead.</strong> </p> <p>💙 Thank you for reading my journey.</p> aiagentsintensive ai google agents