Data & AI with Mukundan | Learn AI by Building

In this episode, Mukundan opens up about one of the most difficult phases of his job hunt and how he built a tiny 3-agent AI system that completely changed the way he applied, prepared, and stayed consistent. You will learn how the Researcher Agent, Writer Agent, and Reviewer Agent work together to turn any job description into clarity. You will also hear a raw, human story about self-doubt, burno...

I missed my parents, so I built an AI that talks like them. This isn’t about replacing people—it’s about remembering the voices that make us feel safe. In this 90-minute episode of Data & AI with Mukundan , we explore what happens when technology stops chasing efficiency and starts chasing empathy. Mukundan shares the story behind “What Would Mom & Dad Say?” , a Streamlit + GPT-4 experimen...

What if your job hunt could run like a data system? In this episode, I share the story of how I used three AI agents — Researcher, Writer, and Reviewer — to rebuild my job search from the ground up. These agents read job descriptions, tailor resumes, and even critique tone and clarity — saving hours every week. But this episode isn’t just about automation. It’s about agency. I’ll talk about reject...

What happens when an AI starts asking better questions than you? In this 60-minute episode, I share the real story behind “The AI That Thinks Like an Analyst” — a Streamlit + GPT-4 project that changed the way I see data, curiosity, and creativity. This isn’t a technical tutorial. It’s a journey into the mind of a data professional learning to think deeper — and how building this AI taught me the...

This week, I’m showing you exactly how I used AI agents to fix my job hunt — no hype, just results. I was juggling dozens of job applications, interviews, and follow-ups until I built three small agents that acted like my personal job search team. In this episode, I do a live demo of: A Researcher Agent that finds company insights automatically A Writer Agent that drafts personal outreach messages...

Data interviews do not have to feel messy. In this episode, I share a simple AI Interview Copilot that works for data analyst, data scientist, analytics engineer, product analyst, and marketing analyst roles. What you will learn today: How to Turn a Job Post into a Skills Map: Know Exactly What to Study First. How to build role-specific SQL drills (joins, window functions, cohorts, retention, time...

If your “system” is 17 to‑do lists and three forgotten calendars, this episode is your reset. We build a Notion Life OS powered by three tiny AI agents that make daily planning stick: Capture Agent – Inbox anything in under 30 seconds, deduplicate, and route it to the right list. Prioritizer Agent – Convert chaos into a Today list using urgency × effort, hard time limits, and the rule of 3. Timebo...

If your job search feels like tab-hell—applications everywhere, prep scattered, follow-ups forgotten—this episode is your reset. I walk you through three small but mighty AI agents you can build in an afternoon: • Application Tracker Agent — paste a job link → extract company, title, pay, location → auto-log to Notion/Sheets → set a 7-day follow-up. • Interview Prep Agent — feed the JD + your resu...

AI agents are everywhere in the headlines — but what do they really do? In this episode of Data & AI with Mukundan , we cut through the hype and explain, in plain language, how AI agents actually think. You’ll learn the three key ingredients that separate real agents from chatbots: Planning : breaking big goals into concrete steps Memory : remembering context so actions feel consistent Feedbac...

Plain-English agents, not hype: plan, use tools, add guardrails—then dry-run a calendar + inbox agent that saves hours. You’ve heard “AI agent” everywhere, but definitions vary. In this episode, Mukundan explains—in plain, practical language—what a real agent is and when to use one. We’ll contrast agents with chatbots and simple automations, walk through the five pillars (goal, plan, tools, memory...

Discover how small AI prompts can transform your productivity. In this episode, Mukundan explains the 80‑20 rule. Mukundan demonstrates AI workflows for scheduling and focus, and introduces a Prompt Wallet to help you beat decision fatigue. Perfect for anyone seeking practical AI and better time management. Episode Highlights 80‑20 Rule Explained: Most of your progress comes from a few critical ac...

AI, data, numbers—without uploads. Hash, mask, and redact PII, then run data analytics locally for time-saving and privacy. In this episode, we build a No-Upload AI Analyst that keeps your PII safe: HMAC SHA-256 hashing , masking , and redaction using policy presets and client-side transforms. We’ll: • Reframe the problem (insights > risk) • Set four hard constraints (no uploads, local preferre...

AI, data, and analytics pick three cookable dinners from the ingredients and appliances you already have—no grocery run. We use AI, data, and a rules-first analytics score to rank real meals you can make tonight with what’s in your pantry. A lightweight rules engine avoids AI hallucinations; Chef-AI adds safe swaps and one-line directions. You’ll learn a copy-paste AI prompt , how to reduce waste,...

I first built an AI that thinks like an analyst . Now I have built a better AI Data analyst for the practical use of AI. This episode breaks down the simple rebuild: start with a clear objective , pick 5–8 focus columns , and ship a one-page Markdown brief . You’ll also get a 3-minute quiz (10:33), a Substack discussion (17:04), and a 9-step checklist you can use today. What you’ll learn How to st...

Beat instant rejections. Use an AI resume audit to pass ATS filters and turn silence into interviews—clear steps, a one-week plan, and a free checker. AI job search without the guesswork. In this episode I use a tiny AI resume & portfolio audit to beat ATS filters—what to highlight, what’s missing, and how to rewrite one project so a hiring manager actually cares. It’s personal, practical, and...

Description: Join Mukundan Sankar as he explores the challenges of delivering an effective elevator pitch and how AI can assist in crafting one. Mukundan shares personal anecdotes and demonstrates AI-generated pitches tailored for different career stages. Key Takeaways: The importance of a well-crafted elevator pitch How AI can personalize pitches for different roles Real-life examples of AI-gener...

Private AI memory app , built respectfully, to echo my parents’ advice—comfort across oceans today, and someday after they’re gone. Private AI memory app—ethical, respectful, and comforting. I share why I built a small, private AI that echoes my parents’ advice when distance (India ↔ U.S.) feels heavy—and how I kept it ethical with privacy, consent, and dignity. This isn’t a replacement for real c...

Turn writing into a clean, editable deck— create slides with AI so you focus on the message, not formatting. Includes a simple presentation workflow . 🎧 Episode Summary: Create slides with AI—fast, clear, editable. This episode shows how I turned long-form writing (blogs, memos, outlines) into a polished slide deck you can download and edit—without getting stuck in formatting. You’ll get a simple...

In this episode, we dive into the world of job searching and explore how AI tools are revolutionizing the process. Discover practical strategies to overcome common job search challenges, from crafting the perfect resume to acing interviews. Learn how AI can enhance your job search experience, making it more efficient and effective. Whether you're a recent graduate or a seasoned professional, this...

In this deeply personal episode, I share the story of a chaotic week, mounting pressure, and a craving for Sonic fries. But more importantly, I take you inside the quiet tool I built—an AI Thought Organizer. It didn’t coach me. It didn’t solve anything. It just… reflected what I was already feeling. Inside the episode: The emotional spiral that led to this tool How I built it (yes, with code—but i...

Takeaways Many data professionals struggle with knowing where to start with new datasets. Asking the right questions is crucial for effective data analysis. The AI tool summarizes data and generates exploratory questions. Real-world data analysis is often messier than textbook examples. The tool is designed to help users gain analytical momentum. It can be beneficial for new hires, students, and e...

Takeaways Automating presentations can enhance storytelling with data. Traditional Jupyter notebooks often lack narrative flow. The app allows users to upload notebooks for instant presentation creation. AI-generated content can significantly reduce preparation time. Effective communication is crucial for success in data roles. The app provides a strong foundation for presentations. Real-world use...

Takeaways Code2Story Pro turns Python code into engaging blog posts. Traditional documentation methods are often insufficient. Effective communication of code is crucial for collaboration. The tool allows users to select tone and emotion for their writing. Mukund built the tool out of frustration with documentation. The technical setup involves Streamlit and OpenAI's GPT-4. Users can generate blog...

Summary In this episode, Mukund Sankar discusses the development of his AI reflection system, Reflection OS, which aims to provide emotional clarity and productivity support. He shares his personal struggles with time management and emotional burnout, leading to the creation of a tool that acts as a compassionate mirror for self-reflection. The conversation explores the technology behind the app,...

Takeaways Feedback is crucial for growth but often lacking. Visual storytelling can enhance understanding. Long explanations may not be effective in busy environments. Tools like Code to Story can simplify complex ideas. People prefer quick, visual information over lengthy texts. The development process can be messy but rewarding. Understanding your audience's time constraints is key. Visual aids...