Security in Vibe Coded Applications

Vibe-coded and prompt-generated applications have changed how quickly teams can move from idea to working software. With the right prompts, it is now possible to create useful internal tools in days rather than months. But speed brings responsibility. The moment a prompted application is deployed to a real domain and…

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Introduction to TOON and Why It Matters

What is Toon TOON: Token-Oriented Object Notation is a compact data serialization format designed for use with large language models (LLMs). It’s built to reduce token usage and improve how structured data is interpreted by AI systems. Why JSON struggles JSON: JavaScript Object Notation has been the standard for years,…

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Cloud Services: The Real Engine Behind Modern Automation

If you’ve ever wondered how AI systems, websites, or internal automation tools keep running 24×7 without crashing, the answer usually lies in one simple truth: they’re running on the cloud.Gone are the days when companies had to rely on giant on-prem servers or spend hours setting up physical machines. Platforms…

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How to use OpenAI Deep Research in Make.com

When we talk about “deep research” in Make.com using OpenAI, there are a few important steps and two major things to keep in mind. Let’s break it down clearly. Step 1: Create a Model Response The first thing we need to do is open the OpenAI node and select the…

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Model Context Protocol (MCP): The Universal Connector for AI

If USB-C made your gadget drawer sane, MCP does the same for AI apps. What is MCP? Model Context Protocol (MCP) is a shared way for AI apps to plug into the tools and data you already use. Instead of writing a brand-new connector for every product (Drive, Slack, Stripe,…

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Gmail Automation Showdown: n8n vs Make.com vs Relevance AI

Gmail Automation Showdown: n8n vs Make.com vs Relevance AI Among the leading low-code/no-code platforms, n8n, Make.com, and Relevance AI each offer unique capabilities for Gmail automation. This article compares how each platform integrates with Gmail, focusing on action coverage, automation depth, ease of use, AI compatibility, and practical use cases….

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Gemini 2.5 Pro: A New Frontier in AI Reasoning and Multimodality

Distinguishing itself through its advanced reasoning capabilities, native multimodality, and expansive context window. This article delves into what makes Gemini 2.5 Pro unique and how it stacks up against other leading LLMs. What Makes Gemini 2.5 Pro Unique? Native Multimodality: Unlike many LLMs, Gemini 2.5 Pro has the following architecture:…

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Secure and Seamless PDF Access via WhatsApp RAG Bot: Our Smart Solution

In today’s fast-paced environment, we’ve been developing a Retrieval-Augmented Generation (RAG) system powered by WhatsApp to help our employees interact with our RAG Bot and access internal PDF reports easily. While everything worked smoothly on our web platform with secure logins and CAPTCHA, we hit a roadblock when we tried…

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Optimizing Performance and Scalability: Migrating Our Job Bot from AWS to Azure

At Capria, we continuously strive to enhance our technological infrastructure to better serve our portfolio companies. A crucial part of this effort involves optimizing our JobBot, an application that employs advanced Retrieval-Augmented Generation (RAG) to provide accurate and relevant information. Recently, we undertook a significant migration, moving our Job Bot…

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The DDCP Health Check Issue and Resolution

The Due Diligence Co-Pilot (DDCP) bot is designed to provide internal information at Capria regarding generic company details and legal aspects relevant to potential portfolio companies. A health check system was implemented to ensure the DDCP was functioning correctly and performing optimally. This system is designed to automatically run periodically,…

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Unitus Ventures is now Capria India

Unitus Ventures, a leading venture capital firm in India, is joining forces with its US affiliate Capria Ventures, a Global South specialist, to operate with a unified global strategy under a single brand, Capria Ventures. 

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