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⚡ AI Lessons

Dev.to · suraj kumar
🤖 AI Agents & Automation
⚡ AI Lesson
1w ago
Everyone tests their agents' behavior. Almost nobody tests their structure. That's backwards.
The AI industry has poured enormous effort into testing how agents behave — evals, output scoring,...

Dev.to · suraj kumar
🤖 AI Agents & Automation
⚡ AI Lesson
1w ago
Your AI agents pass every test you wrote. Your system still fails in production. Here's the gap nobody's testing.
swarm-test detecting an injection surface You test your agents. Prompt evals, output...

Dev.to · suraj kumar
🤖 AI Agents & Automation
⚡ AI Lesson
2w ago
Everyone tests their agents. Nobody tests the wiring. That's why your multi-agent system is ~50% reliable.
There's a blind spot in how we test multi-agent AI systems, and almost every team has it. We test...

Dev.to · suraj kumar
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
Your AI agents aren't just unreliable — they're expensive, and you can't see it in the logs
Most reliability tooling answers one question: "did it work?" Almost nobody asks the more...

Dev.to · suraj kumar
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
The most expensive agent failure is the one that doesn't crash
Crashes are the easy case — catch the exception, move on. The failure that hurts is the agent that...

Dev.to · suraj kumar
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
I built an open-source reliability tester for multi-agent AI systems
A multi-agent system where each agent is 95% reliable, chained 14 deep, is only ~49% reliable...

Dev.to · suraj kumar
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
I Built an Open-Source Reliability Tester for Multi-Agent AI Systems — Here's What It Catches
A multi-agent system where each agent is 95% reliable, chained 14 deep, is only about 49% reliable...

Dev.to · suraj kumar
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
swarm-test v0.3.4 — Auto-Classifying Agent Roles (and Why Role Changes What a Failure Means)
swarm-test v0.3.4 adds automatic agent role classification. The tool now figures out what each agent...

Dev.to · suraj kumar
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
swarm-test v0.3.3 — I Visualized My 14-Agent System and the Bottleneck Was Obvious
Documentation rots. You draw your multi-agent architecture once, then six months later it's wrong...

Dev.to · suraj kumar
⚡ AI Lesson
1mo ago
swarm-test v0.3.1 — Interactive HTML Reports and Developer Experience Overhaul
Major update to swarm-test — the open-source multi-agent reliability testing tool. The problem with...

Dev.to · suraj kumar
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
I Found 54 Reliability Issues in My 14-Agent AI System — Here's What Broke
Every testing tool for AI agents tests individual agents. But production failures don't happen inside...

Dev.to · suraj kumar
1mo ago
I Ship One AI Testing Feature Every Day — Here's What 6 Days Looks Like
I launched swarm-test 6 days ago. It's the first reliability testing tool for multi-agent AI...

Dev.to · suraj kumar
🛠️ AI Tools & Apps
8mo ago
C# TextReader Tutorial: Read Text Files Easily with Real Examples
In C#, working with files is a fundamental skill for developers. Whether you are building a desktop...

Dev.to · suraj kumar
📄 Research Papers Explained
8mo ago
C# Strings Explained: Methods, Formatting, and Manipulation
When working with C#, one of the most commonly used data types is the C# string. Strings are...

Dev.to · suraj kumar
🔧 Backend Engineering
⚡ AI Lesson
1y ago
What is Django? Exploring the Power of Python’s Top Web Framework
What is Django? Exploring the Power of Python’s Top Web Framework In the ever-evolving world of web...
DeepCamp AI