AI AutomationAdvanced Live 2024 (3 wks)
AI Writer — LLM Content Pipeline
★ 70% time reduction.
Problem
Blog drafting took 2-4h; title+outline to draft was the sink.
System approach
NestJS calls an LLM, caches by content hash in Redis, returns markdown in <10s.
Architecture
NestJS LLM API Redis cache MongoDB Angular 18 CMS
Results
- ↑~70% drafting time cut
- ↑60% cache hit week one
- ↑40% LLM cost cut
- ↑3x publishing
Stack
NestJSLLM APIRedisMongoDBAngular 18
Evidence level
LiveAppears in career timeline
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