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FunTester
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FunTester

10k followers, 1k articles | completely useless

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Recent Articles

Latest from FunTester

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FunTester
FunTester
May 20, 2026 · Artificial Intelligence

How Anthropic’s Multi‑Agent Orchestration Enables Parallel Workflows

The article explains why a single AI agent hits context and execution limits, describes Anthropic’s multi‑agent orchestration that splits tasks among dedicated sub‑agents coordinated by a controller, discusses model selection, communication, observability, and outlines scenarios where parallel orchestration delivers real benefits.

AI AgentsModel SelectionMultiagent
0 likes · 11 min read
How Anthropic’s Multi‑Agent Orchestration Enables Parallel Workflows
FunTester
FunTester
May 19, 2026 · Artificial Intelligence

How Memory Layering Makes AI Agents Smarter Over Time

The article explains why default agent memory is fleeting, proposes a two‑layer design of session and long‑term memory with a post‑session “dreaming” integration step, and shows how selective persistence and shared long‑term storage keep agents continuously improving.

AI architectureAgent MemoryDream Integration
0 likes · 8 min read
How Memory Layering Makes AI Agents Smarter Over Time
FunTester
FunTester
May 17, 2026 · Artificial Intelligence

How a Rubric‑Driven Agent Achieves More Stable Outputs

The article explains why vague expectations cause unstable Agent results, introduces Rubric as a concrete, pre‑written scoring standard for Generator‑Critic workflows, details how to design clear Yes/No criteria, organize them into Must/Should/Nice‑to‑have layers, and iteratively refine the Rubric for reliable AI output.

AI evaluationAgentCritic
0 likes · 8 min read
How a Rubric‑Driven Agent Achieves More Stable Outputs
FunTester
FunTester
May 16, 2026 · Artificial Intelligence

Anthropic’s Generator‑Critic Approach for Reliable Test‑Case Evaluation

The article explains why letting the same Agent both generate a test case and self‑review leads to hidden flaws, and how Anthropic’s Generator‑Critic architecture with physically isolated contexts and a well‑crafted rubric provides a more dependable way to assess test‑case quality and control retries.

AnthropicGenerator‑CriticRubric Design
0 likes · 7 min read
Anthropic’s Generator‑Critic Approach for Reliable Test‑Case Evaluation
FunTester
FunTester
May 13, 2026 · Artificial Intelligence

Becoming an AI Collaboration Engineer: Skills, Roles, and Market Outlook

The article explains the difference between merely using AI tools and orchestrating AI systems, outlines three core responsibilities—prompt engineering for testing, AI output quality verification, and AI agent orchestration—while citing market premium data, ISTQB certification, and Gartner forecasts to illustrate the growing demand for AI collaboration engineers.

AI agent orchestrationAI collaboration engineerAI testing
0 likes · 11 min read
Becoming an AI Collaboration Engineer: Skills, Roles, and Market Outlook
FunTester
FunTester
May 13, 2026 · Artificial Intelligence

How to Become an AI Quality Architect: A Practical Guide

The article explains how quality should be designed rather than merely measured, contrasts traditional QA with modern Quality Engineering, outlines the AI‑driven challenges and required metrics, and provides a concrete career roadmap for aspiring AI Quality Architects.

AICost of QualityQuality Architect
0 likes · 9 min read
How to Become an AI Quality Architect: A Practical Guide
FunTester
FunTester
May 12, 2026 · Industry Insights

How to Become an AI Test Architect and Build Deep Engineering Skills

The article explains why engineering depth is the strongest defense against AI replacement, defines the Test Architect role as a systems‑design position distinct from test execution, outlines core responsibilities such as test layering, CI/CD integration, AI testing infrastructure, cites ISTQB certifications, Gartner's AI testing quadrant, salary data, and describes the ideal candidate profile.

AI testingCI/CDTest architecture
0 likes · 9 min read
How to Become an AI Test Architect and Build Deep Engineering Skills
FunTester
FunTester
May 11, 2026 · Artificial Intelligence

Why AI-Generated Code Produces More Bugs

Despite promises of faster development, AI‑generated code shows 1.7× more defects, up to 2× more security vulnerabilities, and forces 67% of developers to spend extra time debugging, because the probabilistic nature of large language models creates unavoidable hallucinations and context‑blindness.

AI codeLLMSoftware Testing
0 likes · 7 min read
Why AI-Generated Code Produces More Bugs
FunTester
FunTester
May 9, 2026 · Industry Insights

Why ATMs Didn't Kill Bank Tellers—and AI Won't Erase Test Engineers

The article debunks the myth that automation eliminates jobs by tracing the ATM era, three waves of software testing evolution, and current AI trends, showing that repetitive tasks disappear while roles requiring judgment and context shift and expand.

AIATMsSoftware Testing
0 likes · 10 min read
Why ATMs Didn't Kill Bank Tellers—and AI Won't Erase Test Engineers