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Evidence-led insights, analysis, and updates on AI agents, MCP infrastructure, and India-first compliance.

Guides

Agent Deployment & Hosting2026-08-30 · 9 min

AI Agent Deployment: The Biggest Mistakes, Costs, and Workarounds

The recurring, avoidable mistakes teams make deploying an AI agent to production, and what actually fixes each one.

Human-in-the-Loop Workflow Design2026-08-30 · 8 min

Human-in-the-Loop AI Agents: What Operations and Compliance Teams Need to Prepare For

As agents are granted more autonomy, the human-in-the-loop design pattern is shifting from a blanket approval gate to selective, risk-based checkpoints.

Lead Generation & Sales Agents2026-08-30 · 8 min

How Do You Compare AI Sales Agents? A Framework for Sales Teams and Founders

A structured way to evaluate AI sales tools against your actual pipeline, rather than a feature checklist.

Education Agents2026-08-30 · 9 min

A Production Checklist for AI Agents Serving Indian Competitive-Exam Learners

What actually needs to be verified before deploying an AI tutoring or practice agent to students preparing for Indian competitive exams.

MCP Hosting & Deployment2026-08-30 · 8 min

How Can You Evaluate MCP Server Hosting for Production Use?

The specific things worth checking before running an MCP server against real production systems, beyond "does it start."

Hindi, Hinglish & Indian Languages2026-08-30 · 8 min

How Can You Evaluate Hindi AI Voice Agents for Production Use?

Specific evaluation criteria for Hindi and Hinglish voice agents that a general voice-AI benchmark won't surface.

Monthly Roundups2026-08-20 · 8 min

August 2026 AI Agent Roundup: What's New

Claude Code and Cursor both shipped meaningful updates in August 2026 — faster startup, new model options, and native MCP support. Here's what changed and what it means for teams evaluating either tool.

Buyer's Guides2026-08-15 · 12 min

India AI Agents Buyer's Guide 2026

A practical framework for Indian businesses evaluating AI agents — what to check on compliance, pricing, localization, and deployment before signing a contract.

Open vs Closed Models2026-08-10 · 10 min

Open Weight vs Closed Models: Which is Right for You?

Open-weight models like Llama and Qwen can be far cheaper at scale, but only past a real usage threshold — below it, the engineering overhead of self-hosting erases the savings. Here's how to think about the trade-off.

MCP Security2026-08-05 · 15 min

MCP Server Security Best Practices for Enterprise Deployment

A practical checklist for securing MCP server deployments — least-privilege scoping, secret management, transport security, supply chain review, and logging — before connecting one to production systems.

Regulatory & Compliance2026-07-28 · 11 min

DPDP Act Compliance Guide for AI Deployments in India

How the Digital Personal Data Protection Act and its 2025 Rules apply to AI systems specifically, and what's phasing in through 2026 and 2027.

Agent Comparisons2026-07-20 · 14 min

Coding Agents Comparison: Claude Code vs Cursor vs Cline vs Aider

Claude Code and Cursor are polished, opinionated products; Cline and Aider are flexible, bring-your-own-model tools. Here's how the four actually differ on architecture, cost, and the tasks each is built for.

India Market Analysis2026-07-15 · 10 min

Voice AI in India: Market Analysis and Opportunities

India's voice AI market is being pulled in two directions at once — rapid growth in enterprise demand, and a hard technical requirement for genuine regional-language and telephony-quality support that most global platforms weren't built for.

Ecosystem Reports2026-07-10 · 18 min

MCP Ecosystem Report 2026: The Server Landscape So Far

The Model Context Protocol server ecosystem grew fast through 2025 and into 2026, but server counts vary widely by directory, and growth is decelerating as the low-hanging general-purpose servers get built.

Indic Language Models2026-07-05 · 13 min

Indic Language Models Showdown: Sarvam vs Krutrim vs Bhashini

India's three most-referenced Indic-language AI efforts — Sarvam AI, Krutrim, and the government's Bhashini — aren't really competing for the same job. Here's how their positioning actually differs.

Framework Comparisons2026-06-28 · 16 min

Agent Framework Comparison: LangChain vs CrewAI vs AutoGen vs LangGraph

LangChain, CrewAI, AutoGen, and LangGraph solve overlapping but genuinely different problems. Picking the wrong one for the shape of your workflow costs more time than the framework itself saves.

MCP Client Configuration2026-06-15 · 12 min

Configuring MCP Servers in Cursor: A Step-by-Step Guide

Where Cursor's MCP configuration files live, how global and project-level config merge, and the security questions worth asking before adding a server — local or remote.

Pricing Transparency2026-06-01 · 9 min

INR Pricing Transparency: Which AI Tools Support UPI and GST?

Displaying a price in rupees isn't the same as billing in rupees. Here's the real distinction between AI tools that quote INR for convenience and tools that actually settle, invoice, and accept payment the way an Indian business needs.