AI & Cloud Insight

Field notes from building production AI — agents, knowledge systems, and the infrastructure that keeps them honest.

AI Development

The Dark Stair: We Asked Fable 5 to One-Shot a Game. It Did.

One prompt: 'one-shot an app — anything other than a final, polished, flawless product is a fail.' Fable 5 came back with a complete roguelike, no bugs, then iterated itself overnight to v7 — voice lines, sprites, Blender scenes, ambient music and all. Play it free, no signup.

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AI Architecture

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.

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Agent Mesh

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.

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AI Development

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.

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AI Development

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.

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AI Engineering

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.

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AI Development

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.

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