📰 Dev.to · Jayesh Pamnani
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⚡ AI Lessons
Dev.to · Jayesh Pamnani
2w 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
3w 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
1mo 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
1mo 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
1mo 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
1mo 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...
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