Blog - AI & Cloud Development Insights

AI Architecture 2 min read

MCP-as-API-Wrapper: Inverting the MCP Pattern for Dynamic Agent Integration

The MCP-as-API-Wrapper pattern reduces the MCP server to a thin discovery and authentication layer with exactly three tools. The entire API surface evolves independently behind it.

By Scott Alter
March 14, 2026 Read More

Agent Mesh 14 min read

The Agent Mesh: A Passive Solution for Multi-Agent Learning and Collaboration

The fundamental problem with knowledge banks for AI agents isn't the knowledge — it's engagement. The Agent Mesh solves this by passively observing agent behavior and pushing relevant knowledge through trajectory-based pattern matching.

By Scott Alter
March 08, 2026 Read More

AI Development 9 min read

Connecting OpenAI Codex to Remote MCP Servers: Introducing codex-mcp-http-bridge

OpenAI Codex supports MCP (Model Context Protocol) servers, but only via stdio. We built a bridge that lets Codex connect to remote MCP servers over HTTPS with full OAuth 2.1 authentication - perfect for accessing your GuruCloudAI tools from any Codex environment.

By Scott Alter
February 22, 2026 Read More

AI Development 1 min read

The Human Attention Bottleneck: Why the Next Leap in AI Isn't Smarter Models

The constraint on AI systems isn't intelligence anymore. It's us. Human attention has become the bottleneck, and the organizations that figure out how to systematically address this will define the next era of software.

By Scott Alter
February 12, 2026 Read More

AI Engineering 13 min read

Building a Knowledge Bank: How We Achieved 57% Context Reduction Through Compound Learning

We built a Knowledge Bank system that enables AI agents to learn from each other's discoveries. Through careful experimentation, we achieved 57% context reduction and demonstrated true compound knowledge accumulation effects.

By Scott Alter
November 13, 2025 Read More

AI Development 5 min read

The Dangers of 'Vibe Coding': Why Structured AI Development Matters

AI tools have revolutionized software development, but using them carelessly—what we call "vibe coding"—can create more problems than they solve. Discover how structured AI development prevents technical debt and delivers maintainable, scalable solutions.

By Scott Alter
September 10, 2025 Read More

AI & Cloud Development Insights

MCP-as-API-Wrapper: Inverting the MCP Pattern for Dynamic Agent Integration

The Agent Mesh: A Passive Solution for Multi-Agent Learning and Collaboration

Connecting OpenAI Codex to Remote MCP Servers: Introducing codex-mcp-http-bridge

The Human Attention Bottleneck: Why the Next Leap in AI Isn't Smarter Models

Building a Knowledge Bank: How We Achieved 57% Context Reduction Through Compound Learning

The Dangers of 'Vibe Coding': Why Structured AI Development Matters

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MCP-as-API-Wrapper: Inverting the MCP Pattern for Dynamic Agent Integration

The Agent Mesh: A Passive Solution for Multi-Agent Learning and Collaboration

Connecting OpenAI Codex to Remote MCP Servers: Introducing codex-mcp-http-bridge

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