5 Ways Gemini 3 Will End the Era of Simple Chatbots
Author(s): Souradip Pal Originally published on Towards AI. Why Google’s Gemini 3 marks the biggest leap in conversational intelligence since GPT-4 For years, chatbots have felt like vending machines:You press a button (your prompt), and they spit out a predictable answer.Useful, yes.Impressive? …
8 AI Research Papers Every Entrepreneur Should Read
Author(s): Souradip Pal Originally published on Towards AI. A founder-friendly breakdown of the most important AI research papers shaping product innovation, business strategy, and startup growth. Most founders talk about AI like it’s a distant storm.Loud. Exciting. Unpredictable. Image CaptionThe article explores …
7 AI Business Models That Scale Effortlessly
Author(s): Souradip Pal Originally published on Towards AI. Most entrepreneurs struggle with the same nightmare: building a business that depends entirely on their time. What if I told you there’s a way to create income streams that grow while you sleep? The …
10 Powerful Multimodal AI Tools Every Creator Should Know
Author(s): Souradip Pal Originally published on Towards AI. The best multimodal AI tools for creators in 2025–2026 — from AI video generators to image, voice, and music tools transforming digital content creation. If creativity had a pulse, AI just gave it a …
Agent Messages That Mean Something: Speech Acts, Performatives, and ACLs
Author(s): Souradip Pal Originally published on Towards AI. Why true communication between agents starts with understanding intent, not just sending data. Imagine you wrote: [Image Caption]The article discusses the importance of meaningful communication between AI agents, emphasizing that true understanding begins with …
Designing Agent Conversations: From FIPA to Today’s Protocols
Author(s): Souradip Pal Originally published on Towards AI. How decades-old dreams of digital dialogue shaped the way modern AI agents talk today. Did you know that back in the late ’90s, researchers were already dreaming about digital agents talking to each other …
The Future of AI Agent Discovery: Graphs, APIs, and Beyond
Author(s): Souradip Pal Originally published on Towards AI. How knowledge graphs will transform agents from data fetchers into digital decision-makers. Now imagine sending an AI agent into that chaos with one mission: “Find me the best restaurant that matches my budget, serves …
Querying APIs with Graph Intelligence: Agents That Truly Understand
Author(s): Souradip Pal Originally published on Towards AI. Have you ever tried asking a toddler a complex question? In case you’ve missed: Part 1 | Part 2 You say: “Can you get me the red cup from the kitchen, not the blue …
How to Model APIs with Ontologies and Graphs for AI Agents
Author(s): Souradip Pal Originally published on Towards AI. Ever tried assembling IKEA furniture without the manual? You’ve got planks, screws, and hinges scattered across the floor. You know they fit together somehow… but without the guide, you’re lost. Image captionThis article discusses …
Why Knowledge Graphs Are the Missing Piece in AI Agent API Discovery
Author(s): Souradip Pal Originally published on Towards AI. Did you know there are over 200 million APIs floating around the digital world right now? That’s like walking into the world’s biggest library… except none of the books are labeled, the shelves are …
Building an AI Director That Finds Movie-Worthy News
Author(s): Souradip Pal Originally published on Towards AI. A RAG-based pipeline where Perplexity reasons, Serper finds, Pinecone remembers, Azure OpenAI creates, and Streamlit presents. Have you ever read a news story and thought, “Wow, this should be a movie!”? A daring heist, …
Few-Shot Optimization at Scale in DSPy
Author(s): Souradip Pal Originally published on Towards AI. From Smart Example Selection to Self-Learning Systems By now, you’ve seen DSPy run a single module, chain modules into pipelines, and even optimize prompts automatically. But there’s one question: how does DSPy decide what …
The 10-Minute Setup That Gave My AI Agent Browser Superpowers
Author(s): Souradip Pal Originally published on Towards AI. A practical guide to implementing Puppeteer MCP server for real-world automation Last week, I watched Claude take a screenshot of a website, fill out a contact form, and monitor console logs — all through …
AI Protocol Design for Creative Applications
Author(s): Souradip Pal Originally published on Towards AI. What I Learned from Ableton MCP’s Ingenious Architecture When I first discovered AbletonMCP — a project that connects Ableton Live to Claude AI through the Model Context Protocol — I was immediately struck by …
Breaking Creative Barriers with Blender-MCP
Author(s): Souradip Pal Originally published on Towards AI. How AI Handles 3D Modeling, Textures, Lighting — All Through Chat. I’ve been fascinated by the intersection of AI and creative tools for months now, and I recently stumbled upon something that completely changed …