Capria’s Agentic Year

At the end of 2024, the conversation around AI was largely about “search”. We were using RAG to talk to our documents and LLMs to summarize our meetings. It was a helpful productivity boost, but it was not transformative. The real breakthrough came starting 2025 when we stopped treating AI…

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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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What is Supabase?

At its core, Supabase is a Backend-as-a-Service (BaaS) platform. It provides developers with all the “boring” but essential parts of an application like databases, authentication, file storage, and edge functions, so they can focus on building their actual product. Unlike Firebase, which uses a NoSQL (document) database, Supabase is built…

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Beyond the Basics: Understanding MCP Client–Server Interaction

In the previous article, we explored what MCP is, why it matters, and how it is quickly becoming the universal bridge between AI models and the tools they rely on. Now it’s time to go deeper. If Part 1 answered “What is MCP?”, this article answers “How does MCP actually…

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CodeRabbit: The QA That Never Sleeps

If there is one part of software development that everyone quietly dreads, it is code review. Engineers get busy, deadlines creep in, and suddenly the small pull request from yesterday has turned into a mini vacation plan. This is where CodeRabbit steps in. It acts like that one teammate who…

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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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Model Context Protocol (MCP): Bridging AI and Business Systems

The Model Context Protocol (MCP) is a standardized language that allows our internal AI tools (like an LLM-powered chatbot or coding assistant) to communicate seamlessly with all our external software systems and services (like GitHub, Slack, or Google Drive).Think of MCP as an agreed-upon “operating manual”. It dictates exactly how…

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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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