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4 articles

Architecting Zero-Side-Effect Evals for AI Agents and MCP Tooling
AIAgents

Architecting Zero-Side-Effect Evals for AI Agents and MCP Tooling

Learn how to build deterministic, zero-cost evaluation harnesses for AI agents and Model Context Protocol (MCP) servers without mutating production data.

T
Thanga·
8 min read
Architectural Deep-Dive: Building Hermetic Test Harnesses for AI Agent Skills and MCP Servers
ai-agentstesting

Architectural Deep-Dive: Building Hermetic Test Harnesses for AI Agent Skills and MCP Servers

Learn how to build transparent mock layers and deterministic AX evaluation suites for tool-calling AI agents and MCP servers without mutating production data.

T
Thanga·
7 min read
Architecting Agent Experience (AX): Deterministic Local Testing for MCP Servers and AI Agents
AIArchitecture

Architecting Agent Experience (AX): Deterministic Local Testing for MCP Servers and AI Agents

Stop draining API budgets and mutating test DBs during AI agent evals. Learn how to architect local proxy layers to test MCP servers and agent skills deterministically.

T
Thanga·
7 min read
Beyond the Chatbox: How OpenAI's Reasoning and Anthropic's MCP Are Rewriting the Front-End Architecture Playbook
AITrends

Beyond the Chatbox: How OpenAI's Reasoning and Anthropic's MCP Are Rewriting the Front-End Architecture Playbook

Explore the shift from static LLM wrappers to agentic front-end systems. Learn how Anthropic's Model Context Protocol (MCP) and OpenAI's reasoning models reshape state management and UX.

T
Thanga·
8 min read