Kamya Shah

Kamya Shah

MCP Gateway: From Scattered Tools to Governed AI Access

MCP Gateway: From Scattered Tools to Governed AI Access

An MCP gateway centralizes tool access, authentication, and governance for production AI agents. Learn how to consolidate scattered MCP servers into one governed control plane. Production AI teams now connect agents to dozens of external systems through the Model Context Protocol (MCP), and most of those connections were wired up

Top 5 Prompt Orchestration Platforms for AI Agents in 2026

Top 5 Prompt Orchestration Platforms for AI Agents in 2026

TL;DR: Prompt orchestration has become essential for building reliable AI agents that handle complex, multi-step workflows. This guide examines the top 5 platforms for orchestrating prompts and coordinating AI agents: Maxim AI (end-to-end evaluation and observability with prompt management), LangChain (flexible framework for chaining AI components)

How to Evaluate Prompts with Maxim AI

How to Evaluate Prompts with Maxim AI

TLDR: Prompt evaluation is essential for ensuring AI application reliability and performance. Maxim AI provides a full framework for evaluating prompts that combines automated evaluators, human-in-the-loop workflows, and detailed analytics in one place. This guide covers the fundamentals of prompt evaluation, key metrics to track, and step-

Exploring Effective Testing Frameworks for AI Agents in Real-World Scenarios

Exploring Effective Testing Frameworks for AI Agents in Real-World Scenarios

TL;DR Testing AI agents requires fundamentally different approaches than traditional software testing. Current evaluation of AI agents is predominantly focused on accuracy metrics that measure task completion success, but this offers an incomplete picture of overall agent performance and utility. Effective testing frameworks must evaluate not just outputs, but

8 Best Prompt Engineering Tools for AI Teams in 2025

8 Best Prompt Engineering Tools for AI Teams in 2026

TLDR; Prompt engineering has become a critical capability for AI teams building production-ready applications. Modern prompt engineering tools go beyond simple text editors, they provide versioning, testing, deployment, and observability features essential for scaling AI applications. This guide covers eight leading platforms: Maxim AI, LangSmith, LangFuse, Agenta, Weave, Lilypad,

Best Practices for AI Governance: Building Secure, Compliant, and Scalable AI Systems

Best Practices for AI Governance: Building Secure, Compliant, and Scalable AI Systems

TL;DR AI governance has shifted from optional to critical in 2026, driven by regulations like the EU AI Act and enterprise-scale LLM deployments. Organizations need comprehensive frameworks spanning access control, cost management, compliance monitoring, and risk mitigation. As teams scale AI across multiple providers, centralized governance through infrastructure

Top 5 MCP Gateways for AI Engineers in 2026

Top 5 MCP Gateways for AI Engineers in 2026

Compare the top 5 MCP gateways for AI engineers in 2026 on performance, governance, tool orchestration, and production readiness for agent workloads. AI engineers building production agents now spend more time wiring Model Context Protocol (MCP) servers into agent workflows than building the agents themselves. With 97 million monthly SDK