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7 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
Hardening the Harness: How to Test AI Agent Skills Without Mutating Production
AIArchitecture

Hardening the Harness: How to Test AI Agent Skills Without Mutating Production

Learn how to build Agent Experience (AX) evals, mock MCP tools locally, and evaluate AI agent workflows safely without burning API credits.

T
Thanga·
6 min read
Designing for Agent Experience (AX): Deterministic API Mocking and Evaluation Pipelines
AIAgents

Designing for Agent Experience (AX): Deterministic API Mocking and Evaluation Pipelines

Learn how to build deterministic testing harnesses and schema-aware API mocking layers for AI coding agents without breaking production or API budgets.

T
Thanga·
7 min read
Architecting Agent Experience (AX): Deterministic Skill Mocking and Local State Isolation
AIArchitecture

Architecting Agent Experience (AX): Deterministic Skill Mocking and Local State Isolation

Learn how to build local interception layers and mock MCP servers to evaluate AI coding agents safely without production side-effects or token bloat.

T
Thanga·
6 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
Architecting for Agent Experience (AX): Deterministic Testing and API Mocking for AI Skills
AIArchitecture

Architecting for Agent Experience (AX): Deterministic Testing and API Mocking for AI Skills

Learn how to build deterministic evaluation harnesses and transparent API mocks for AI agent skills without burning API credits or mutating production data.

T
Thanga·
7 min read