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The Chanl Blog

Insights on building, connecting, and monitoring AI agents for customer experience — from the teams shipping them.

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76 articles · Page 2 of 7

Colorful paper umbrellas and lanterns hanging over a vibrant marketplace street
Industry Analysis·14 min read

The MCP Marketplace Problem: Why Standardized Integrations Need Standardized Testing

5,800+ MCP servers, 43% with injection flaws. Standardized protocol doesn't mean standardized quality. Why every MCP integration needs automated testing.

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Close-up of an RGB backlit mechanical keyboard with colorful gradient lighting
Best Practices·14 min read

Prompt Engineering Is Dead. Long Live Prompt Management.

Why production AI teams need version control, A/B testing, and rollback for prompts — not just clever writing. The craft has changed.

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Mission control panel with illuminated buttons and screens displaying orbital data
Best Practices·15 min read

Real-Time Monitoring for AI Agents: What to Watch and When to Panic

What dashboards actually matter for production AI agents. Alert fatigue, anomaly detection, and the metrics that predict failures before customers notice.

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Colorful code displayed in an IDE on a MacBook Pro screen in a dark environment
Case Study·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
Best Practices·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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A developer's monitor showing dozens of function call traces and tool invocation logs for an AI agent system
Technical Guide·14 min read

The Tool Explosion: Managing 50+ Agent Tools Without Losing Your Mind

As agents get more capable, tool sprawl becomes a real operational problem. Here's how to organize, test, and monitor function calling at scale before it breaks in production.

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Golden light filtering through a tree-lined path forming a natural tunnel
Technical Guide·16 min read

AI Agent Memory: Build Your Own or Buy Off the Shelf?

Comparing Mem0, Zep, Letta, and custom memory for AI agents. We break down architecture trade-offs, compliance risks, and when each approach makes sense.

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a group of people sitting around a wooden table - Photo by Walls.io on Unsplash
Industry Analysis·16 min read

How AI Trains Humans: The Personalized Learning Revolution That's Transforming Education

Industry research reveals AI-powered personalized learning increases retention by 40-60% and reduces training time by 30-50%. Discover how AI is revolutionizing human training across enterprises.

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a padlock on top of a laptop computer - Photo by Sasun Bughdaryan on Unsplash
Technical Guide·15 min read

The Edge AI Breakthrough: How Local Processing Is Solving Voice AI Privacy and Latency Issues

Discover how edge computing is transforming voice AI deployments by reducing latency, enhancing privacy, and enabling offline functionality for enterprise applications.

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Customer service professional using AI-powered sentiment analysis dashboard showing emotional insights from voice conversations
Industry Analysis·14 min read

The Emotional Intelligence Revolution: How Voice AI Is Learning to Read Customer Sentiment

Explore how advances in emotional AI are enabling voice systems to detect sentiment, adapt responses, and deliver empathetic customer experiences at scale.

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a globe sits on a table in a classroom - Photo by Matthew Kirk on Unsplash
Technical Guide·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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man in blue dress shirt sitting on black office rolling chair - Photo by David Schultz on Unsplash
Technical Guide·16 min read

Multimodal Voice AI Revolution: How GPT-5 and Claude Sonnet 4.5 Are Transforming Conversational Interfaces

Explore how the latest multimodal AI models from OpenAI and Anthropic are revolutionizing voice interfaces by combining vision, text, and audio understanding.

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