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⚡ AI Lessons

Dev.to · Auto Respond
🌐 Frontend Engineering
1mo ago
Two clocks in lead response automation: transport latency and safe send timing
A lead-response worker can be fast and still send at the wrong time. That sounds contradictory until...

Dev.to · Auto Respond
📣 Digital Marketing & Growth
⚡ AI Lesson
1mo ago
Idempotent lead ingestion: deduplicating webhook retries without losing follow-ups
I work with the Auto-Respond Team. I used AI assistance to edit this article, then checked the code...

Dev.to · Auto Respond
🏗️ Systems Design & Architecture
⚡ AI Lesson
1mo ago
Designing a Stop-on-Reply State Machine for Queued Follow-Ups
Lead-follow-up systems usually fail at the boundary between two valid events: a message is queued,...
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