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⚡ AI Lessons

Dev.to · Zira
☁️ DevOps & Cloud
3w ago
Your Agent Gateway Needs Failure-Domain Tests, Not Just a Health Check
A green health check can coexist with a broken agent. The process may be listening, the dashboard...

Dev.to · Zira
☁️ DevOps & Cloud
1mo ago
Your AI Agent Cache Needs a Trust Boundary, Not Just a TTL
A short TTL does not make an agent's cached tool result safe. A result can still be wrong for the...

Dev.to · Zira
☁️ DevOps & Cloud
1mo ago
Your AI Agent Upgrade Needs a Compatibility Gate, Not Just a Rollback
A rollback answers one question: How do I put the old binary back? It does not answer the harder...

Dev.to · Zira
☁️ DevOps & Cloud
1mo ago
Your AI Agent Needs a Cancellation Contract, Not Just a Stop Button
A stop button is not a cancellation protocol. In a toy agent, “stop” can mean setting a boolean and...

Dev.to · Zira
☁️ DevOps & Cloud
1mo ago
Your AI Agent's Deadline Is Not a Timeout Until Every Worker Shares It
A timeout is local. A deadline is a contract. That distinction matters once an AI agent fans work...

Dev.to · Zira
☁️ DevOps & Cloud
1mo ago
Your AI Agent Needs a Deadline Budget, Not Just a Timeout
A timeout answers one question: how long may this process wait? An agent needs to answer a harder...

Dev.to · Zira
☁️ DevOps & Cloud
1mo ago
Your AI Agent Restarted Cleanly. Why Did It Run the Job Twice?
A clean process restart is not the same thing as a safe job restart. An agent can recover its queue,...

Dev.to · Zira
☁️ DevOps & Cloud
1mo ago
Your AI Agent Needs a Run Lease, Not Just a Timeout
An agent worker can be alive, connected, and still be the wrong process to execute a run. That...

Dev.to · Zira
☁️ DevOps & Cloud
1mo ago
Your Agent Container Is Not Isolated Until You Test the Mounts
A container can make an AI agent easier to deploy without making it safe to operate. The failure is...

Dev.to · Zira
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
MCP 2026-07-28: A Migration Checklist for Stateless Servers and Safer Agent Tools
The next MCP specification is not a routine version bump. The 2026-07-28 release candidate removes...
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