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#testing

13 articles

LLMAI

Beyond Hype: Mastering LLM Evaluation for Production Readiness

Integrating LLMs? This deep dive reveals practical strategies, from golden datasets to agent skill mocking, ensuring your AI ships with confidence.

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Thanga·
11 min read
AILLM

Mastering AI Agent Experience (AX) Evaluation for Production Readiness

Unlock robust AI agent performance in production. Deep dive into advanced evaluation strategies, local sandboxing, and transparent API mocking for critical Agent Experience (AX) testing.

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Thanga·
10 min read
AIFront-End

Beyond Unit Tests: Mastering Agent Experience (AX) Evaluations for AI-Driven Front-Ends

As AI agents redefine UIs, front-end architects need new strategies. Dive deep into Agent Experience (AX) evaluations to build robust, reliable AI-driven front-ends.

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Thanga·
11 min read
AIAgents

Mastering Agent Experience (AX) Evaluation: Strategies for Testing AI Coding Agents Before Production

Deep dive into Agent Experience (AX) evaluation. Learn how to validate AI coding agent behavior, emulate environments, and mock APIs transparently for faster, cheaper iteration before production.

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Thanga·
10 min read
LLMEvaluation

Beyond the Hype: Architecting Robust LLM Evaluation for Production Readiness

Don't ship risky LLMs. Dive deep into multi-dimensional evaluation strategies for production readiness, covering correctness, safety, performance, and AX.

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Thanga·
9 min read
AIAgents

Mastering Agent Experience (AX): The Deep Dive into Robust AI Agent Evaluation

As AI agents become core to dev workflows, understanding Agent Experience (AX) and its evaluation is critical. Dive into practical strategies for testing agents reliably without costly production hits.

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Thanga·
13 min read
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.

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Thanga·
8 min read
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.

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Thanga·
7 min read
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.

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Thanga·
6 min read
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.

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Thanga·
7 min read
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.

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Thanga·
6 min read
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.

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Thanga·
7 min read
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.

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Thanga·
7 min read