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Agent Tool Calling Chaos when MCP Server Tools have Optional or Nullable Parameters

Agent Tool Calling Chaos when MCP Server Tools have Optional or Nullable Parameters

When building MCP servers, you quickly realize something: the devil really is in the details. One issue we’ve encountered is how differently LLMs and agent frameworks handle optional and nullable parameters in MCP server tools. At first glance, this might sound like a subtle implementation detail. But as we learned—through multiple iterations across OpenAI, Anthropic, […]
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Payment Platforms

Maximizing Return On Investment With Autonomous Payment Platforms

Getting meaningful returns from new technology can feel like a guessing game, especially when the options are always shifting. Businesses are constantly being pushed to move faster and operate more efficiently. But the constant switch from one system to another can waste time and drain resources. That’s where automation helps bring the focus back to […]
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payment automation

Troubleshooting Failed Autonomous AI Payment Transfers

When AI handles payments, it’s supposed to make things easier. No delays, no back-and-forths, just smooth, quick transactions. But like any system, there are times it doesn’t go exactly as planned. As more businesses rely on autonomous AI payments, understanding what can go wrong and how to fix it is key to keeping everything running […]
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Agentic Commerce: The Rise of Tokenized Payments and Identity

The internet is changing again. After evolving from static web pages to dynamic applications and APIs, a new shift is underway. This time, it’s not just about users. It’s about agents. Software agents—powered by large language models, task automation frameworks, and decision engines—are beginning to act on behalf of people and organizations. They book meetings, […]
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Skyfire Launches: Identity and Payments for Autonomous AI Agents

Today marks the public launch of Skyfire platform, the first infrastructure layer purpose-built to give AI agents identity and payment capabilities—turning them into real, verified customers. With Skyfire, agents can now sign up, authenticate, and pay for services programmatically—without breaking, needing human intervention, or leaving the platform. It’s the missing layer that unlocks frictionless agent-native […]
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The Missing Business Layer of MCP

Turning Model Context Protocol into a True Commercial Interface for Agents. Model Context Protocol (MCP) has captured the imagination of the developer community. It’s elegant. It’s simple. It’s fast becoming the foundational layer for how AI agents interact with services, tools, and data on the internet. MCP allows AI agents to call tools via a […]
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