Prompt: Build a content idea pipeline that researches topics, prevents duplicates, and creates production-ready tasks. …

From @matthewberman_ai on Instagram — 50.0K followers · See full profile →

Prompt: Build a content idea pipeline that researches topics, prevents duplicates, and creates production-ready tasks. Trigger: I describe a topic idea in chat. Step 1 – Research: Search X/Twitter for recent discourse on the topic (use the tiered approach from Use Case #4 if built). Search my knowledge base (Use Case #2) for related saved content. Optionally run a web search. Step 2 – Semantic dedupe (this is the critical gate): Maintain a database of all past content ideas with these fields:…

GPT · Gemini · Reel

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