Kuldeep Paul

Kuldeep Paul

Agentic AI | LLM | Product Management | Product Marketing | Data Science | SaaS

AI Agent Audit Logs: Full Visibility Over Tool Usage

AI Agent Audit Logs: Full Visibility Over Tool Usage

AI agent audit logs give enterprise security teams full visibility over which tools agents call, with what arguments, and who authorized each execution. Security teams now own a new attack surface: autonomous AI agents calling tools through Model Context Protocol (MCP) servers, vendor APIs, and internal systems. Without AI agent

How to Connect Claude Code to an MCP Gateway

How to Connect Claude Code to an MCP Gateway

Connect Claude Code to an MCP gateway with Bifrost to centralize tool access, enforce governance, and cut token costs across every connected MCP server. Claude Code has become one of the most widely used terminal coding agents for AI-assisted engineering, and its native support for the Model Context Protocol

Cutting MCP Token Costs by 92% at 500+ Tools

Cutting MCP Token Costs by 92% at 500+ Tools

MCP tool lists blow up context windows as agents scale. Here is how Bifrost's Code Mode cuts token costs by up to 92.8% at 500+ tools, verified in benchmarks. MCP token costs are the quiet infrastructure bill that surprises every serious AI team. Agents that worked fine

Classic MCP vs Code Mode: A Side-by-Side Comparison

Classic MCP vs Code Mode: A Side-by-Side Comparison

Compare Classic MCP vs MCP Code Mode across token cost, latency, context footprint, and accuracy. See how Bifrost's Code Mode scales multi-server agent workflows. Production agents rarely live on a single MCP server. They route between a search server, a filesystem server, a CRM server, and three

The Hidden Cost of Connecting Multiple MCP Servers to an Agent

The Hidden Cost of Connecting Multiple MCP Servers to an Agent

The hidden cost of multiple MCP servers compounds with every tool you add. Learn how token bloat, intermediate results, and governance gaps inflate agent spend. Every team building production AI agents eventually reaches the same moment: the agent works, more tools get connected, and then the bill arrives. The hidden

Why MCP Needs a Governance Layer: Access Control, Audit, and Cost

Why MCP Needs a Governance Layer: Access Control, Audit, and Cost

An MCP governance layer gives enterprise AI teams tool-level access control, audit trails, and cost visibility across every connected Model Context Protocol server. Model Context Protocol (MCP) adoption has moved faster than the infrastructure needed to govern it. Teams connect an MCP server for file access, another for search,

What Is AI Governance? A Guide for Enterprise Teams

What Is AI Governance? A Guide for Enterprise Teams

AI governance defines how organizations manage, monitor, and control AI systems. Learn the frameworks, standards, and controls that make enterprise AI safe at scale. AI governance is the set of policies, processes, and technical controls that determine how an organization develops, deploys, and operates artificial intelligence responsibly. As AI moves