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⚡ AI Lessons

Dev.to · Jayesh Pamnani
🔧 Backend Engineering
⚡ AI Lesson
1mo ago
Why timeout handling matters more than most backend logic
Most backend systems spend a lot of time optimizing business logic. Very few spend enough time...

Dev.to · Jayesh Pamnani
🔧 Backend Engineering
⚡ AI Lesson
2mo ago
The backend mistake that causes duplicate payments and orders
One of the most dangerous backend mistakes is assuming this: “If the request failed, nothing...

Dev.to · Jayesh Pamnani
🔧 Backend Engineering
⚡ AI Lesson
2mo ago
The hidden problem with long-running API requests
A request taking 2-3 seconds locally does not feel like a problem. In production, it becomes one...

Dev.to · Jayesh Pamnani
⚡ AI Lesson
2mo ago
Structural limitations in SaaS products that block AI-first workflows
Most SaaS products were not built for AI. They were built for forms, dashboards, and predictable...

Dev.to · Jayesh Pamnani
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
What breaks when you try to plug AI into an existing backend
Most teams think adding AI is simple. Call an API. Send some data. Get a response. In reality, the...

Dev.to · Jayesh Pamnani
📣 Digital Marketing & Growth
⚡ AI Lesson
2mo ago
Why integrations fail in production (not theory, what actually breaks)
On paper, integrations look simple. ERP connects to CRM. CRM connects to external tools. APIs handle...
DeepCamp AI