5 Tool Design Secrets That AI Agents Actually Love
Author(s): Richard Warepam Originally published on Towards AI. LLMs don’t need more tools — they need smarter ones. Here’s how to build ergonomic tools that boost clarity, save tokens, and keep your agents sharp. If you are not a member, read the …
How I Learn Any Technology in 3 Days Using AI Tools
Author(s): Richard Warepam Originally published on Towards AI. Here’s The Proven Workflow to Learn Any Technology 10x Faster: AI + You Let’s say I know nothing about Terraform. Now imagine someone challenges me to build a very complex infrastructure with lots of …
How To Easily Build GenAI Apps Using AWS Cloud
Author(s): Richard Warepam Originally published on Towards AI. A step-by-step guide to building your first end-to-end Generative AI application with AWS Bedrock, Lambda, and more. Let’s be real for a minute. Everyone’s talking about building Generative AI applications, but when you log …
How To Easily Build MCP Servers & Clients: The Complete Guide
Author(s): Richard Warepam Originally published on Towards AI. Your step-by-step guide to building MCP servers and clients from scratch. I spend my days building automated systems, making different technologies talk to each other. It’s what I do. Source: Image By AuthorThis article …
I Built a Production-Ready AI SaaS in a Weekend. This Is the Exact Blueprint.
Author(s): Richard Warepam Originally published on Towards AI. Here’s how to use Claude and N8N to build a real AI business, faster than you thought possible. For non-members: read the full article through this friend link. Photo by Jefferson Santos on UnsplashThe …
How Modern AI Startups Are Built in a Weekend (Without Writing a Line of Code)
Author(s): Richard Warepam Originally published on Towards AI. Forget building from scratch — this is the fastest, smartest way to launch real AI products in 2025. Lately, my inbox has been flooded with one big question: “How are all these new AI …
5 Design Patterns in Agentic AI Workflow
Author(s): Richard Warepam Originally published on Towards AI. AI agents are more than just fancy chatbots — think of them as autonomous helpers that can “think” and act on their own, orchestrating multiple steps or tools to accomplish a goal. In practice, …
How To Deploy ML Models as a Service Using Flask
Author(s): Richard Warepam Originally published on Towards AI. 4 Steps: ML Model -> API Service -> Access from Anywhere This member-only story is on us. Upgrade to access all of Medium. If you are not a member, Click here to read the …
How to Deploy ML Models in Production (Flawlessly)
Author(s): Richard Warepam Originally published on Towards AI. 4 Things to Keep in Mind Before Deploying Your ML Models This member-only story is on us. Upgrade to access all of Medium. Source: Image By Author As a Cloud Engineer, I’ve recently collaborated …
How to Perform Quantization in Machine Learning (Math Explained!)
Author(s): Richard Warepam Originally published on Towards AI. Quantization is a MUST Step to Fine-Tune Large Language Models This member-only story is on us. Upgrade to access all of Medium. Photo by ThisisEngineering on Unsplash Suppose you are fitting a large number …
Top 3 Techniques Used to Uncover Actionable Patterns and Trends
Author(s): Richard Warepam Originally published on Towards AI. How to Recognize Significant Insights from Summarized Data This member-only story is on us. Upgrade to access all of Medium. Photo by Choong Deng Xiang on Unsplash Enough with unboxing your Amazon orders, let’s …
How to Conduct Descriptive Statistics Analysis Effectively
Author(s): Richard Warepam Originally published on Towards AI. Breaking Down Descriptive Statistics: How to Squeeze More Insights from Your Data This member-only story is on us. Upgrade to access all of Medium. Photo by Justin Morgan on Unsplash First things first. I’m …
How Self-Correction in Large Language Models(LLMs) Can Be Improved
Author(s): Richard Warepam Originally published on Towards AI. A Deep Dive into “SCoRe” (From a Research Paper That I Liked, from September 2024) This member-only story is on us. Upgrade to access all of Medium. We are aware that in recent times, …
The Ultimate Guide to Embeddings and Vector Databases
Author(s): Richard Warepam Originally published on Towards AI. These 2 Tools Are Behind Any Advanced AI Application This member-only story is on us. Upgrade to access all of Medium. If you are not a member, click here to read the full article. …
AI That Thinks Before It Speaks — OpenAI “o1” Models
Author(s): Richard Warepam Originally published on Towards AI. What is OpenAI ‘o1’? How Does It Work? When To Use o1-preview & o1-mini? This member-only story is on us. Upgrade to access all of Medium. If you are not a member, click here …