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quality-assurance

Browse 14 articles tagged with “quality-assurance”.

Articles tagged “quality-assurance

14 articles

Person examining a translucent board with connected note cards, verifying links between them
Testing & Evaluation·16 min read read

Memory bugs don't crash. They just give wrong answers.

Memory bugs don't crash your agent. They just give subtly wrong answers using stale context. Here are 5 test patterns to catch them before customers do.

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Hombre y mujer espalda con espalda en una oficina - Foto por Vitaly Gariev en Unsplash
Operations·11 min read

Los agentes de IA son geniales. Hasta que no lo son. Cuando devolver el control a los humanos

Los agentes de IA pueden manejar el 80% de las interacciones con clientes sin problemas. El otro 20% es donde tu reputacion se construye o se destruye. Asi es como disenar una escalacion que realmente funcione.

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Desarrollador revisando resultados de pruebas de agentes de IA en una laptop
Testing & Evaluation·14 min read

Tu agente paso todas las pruebas de desarrollo. Por eso fallara en produccion

Un framework de pruebas de 4 capas para agentes de IA (unitarias, integracion, rendimiento y caos) para que tu agente sobreviva a clientes reales, no solo a demos controladas.

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Dashboard moderno de pruebas de IA mostrando resultados de A/B testing, cobertura de unit tests y metricas de pruebas en vivo para la evaluacion de preparacion de agentes de IA conversacional
Testing & Evaluation·19 min read

Tu agente de IA, esta realmente listo para produccion? Las 3 pruebas que la mayoria de los equipos se saltan

La mayoria de las fallas en agentes de IA no ocurren porque el agente sea malo, sino porque nunca fue probado correctamente. Aqui esta el framework de pruebas (unit, A/B y en vivo) que detecta lo que las demos no muestran.

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Colorful code displayed in an IDE on a MacBook Pro screen in a dark environment
Testing & Evaluation·15 min read

Scenario Testing: The QA Strategy That Catches What Unit Tests Miss

Discover how synthetic test conversations catch edge cases that unit tests miss. Personas, adversarial scenarios, and regression testing for AI agents.

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Laptop and smartphone displaying data charts and metrics dashboards on a dark surface
Testing & Evaluation·15 min read

Scorecards vs. Vibes: How to Actually Measure AI Agent Quality

Most teams 'feel' their AI agent is good. Here's how to build structured scoring with rubrics, automated grading, and regression detection that holds up.

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Customer service professional using AI-powered sentiment analysis dashboard showing emotional insights from voice conversations
Voice & Conversation·16 min read

Voice AI Can Read Your Mood — Here's What That Changes

How emotion-aware voice AI detects customer sentiment in real time, adapts responses, and cuts escalations by 25-40% — plus the ethics you can't ignore.

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a globe sits on a table in a classroom - Photo by Matthew Kirk on Unsplash
Voice & Conversation·18 min read

The Multilingual Voice AI Challenge: Breaking Language Barriers While Maintaining Quality

Explore the technical complexities of multilingual voice AI including accent adaptation, cultural context, and quality assurance across languages.

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women using laptops - Photo by Van Tay Media on Unsplash
Agent Architecture·19 min read

Digital Twins for AI Agents: Simulate Before You Ship

Build digital twins that test your AI agent against thousands of synthetic customers. Architecture, TypeScript code, and the patterns that catch failures.

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a person using a laptop computer on a desk - Photo by Shoper on Unsplash
Operations·17 min read

Silent Monitoring by AI: Quality Assurance Without Human Eavesdropping

Industry research shows that 70-75% of enterprises are implementing AI-powered silent monitoring for quality assurance. Discover how automated QA transforms agent performance without privacy concerns.

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a woman writing on a white board with a marker - Photo by Walls.io on Unsplash
Knowledge & Memory·16 min read

Echo Chambers: Avoiding Feedback Loop Biases in Voice AI Data Collection

Industry research shows that 45-50% of enterprises struggle with feedback loop biases in voice AI. Discover how to avoid echo chambers and ensure diverse, unbiased data collection.

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a man standing next to a woman in front of a whiteboard - Photo by Walls.io on Unsplash
Industry & Strategy·16 min read

Fail Fast, Speak Fast: Why Iteration Speed Beats Initial Accuracy for AI Agents

The teams winning with AI agents are not the ones with the best v1. They are the ones who improve fastest after launch. Here's how to build a rapid iteration engine for conversational AI.

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A blurry image of a green and white background - Photo by Logan Voss on Unsplash
Testing & Evaluation·15 min read

Performance Benchmarks for AI Agents: What Actually Matters Beyond Word Error Rate

Most enterprises obsess over Word Error Rate while missing the metrics that actually predict success. Here's what to measure instead.

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grayscale photography of two women on conference table looking at talking woman - Photo by Christina @ wocintechchat.com on Unsplash
Testing & Evaluation·15 min read

Testing Bias: How to Measure and Reduce Socio-linguistic Disparities in AI

A practical guide to detecting and measuring bias in AI voice and chat agents. Covers specific metrics, testing approaches, scorecard design, and what teams actually do when they find disparities.

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