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…
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…
1. Stop unqualified traffic at the edge What it is. Add a pre-screen step before the main pipeline. It decides whether to answer from a stocked response, route to a lightweight lookup, or pass to the full LLM workflow only when needed. Why does it work? Most token waste comes…
AI agents (the focused doers) A single autonomous software worker that can perceive inputs, reason over context, and act through tools/APIs to finish a well-defined task. Typical traits: autonomy within scope, task-specific design, and reactivity/adaptation to changing inputs. Think: support bot with RAG, an email triage assistant, or a calendar…
As AI tools become deeply embedded in how we work, communicate, and learn, the need to interact with them intelligently and responsibly has never been greater. This doesn’t mean learning to code or mastering APIs — it means learning how to collaborate with AI systems in a way that is…
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:…
n8n is a no-code / low-code automation platform that allows you to build workflows by connecting different services, applications, and APIs. It is designed to automate manual tasks and make repetitive work more efficient. With n8n, you can integrate with hundreds of platforms like Gmail, Slack, Notion, Airtable, Google Sheets,…
A common challenge in fundraising is efficiently identifying and connecting with the right investors. Often, investor lists contain outdated or incorrect email addresses, leading to a high number of bounced emails during outreach campaigns. This makes it difficult to re-engage past contacts or initiate conversations with new prospects. Traditionally, updating…
In Make.com workflows, code executions are necessary for occasional customizations where core modules fall short. Tools like Dumpling AI, 0CodeKit, and Custom JS bridge this gap, each with unique pricing and capabilities. Choosing the right tool is crucial for cost-effectiveness and efficiency. For tasks involving conditional checks, or looping through…
The Job Bot at Capria employs advanced Retrival-Augmented Generation (RAG) application to provide accurate and relevant information. However, challenges like “hallucination” (generating incorrect information) and citation accuracy needed to be addressed to improve the bot’s reliability and user experience. Here’s how these issues were tackled: Solving the Hallucination Problem To…
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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.
