Daily Trigger

The trigger is a daily scheduled run. I'll now fetch the Reddit feeds from both subreddits and introspect the Notion database simultaneously.

Now let me fetch comments from the most relevant posts to get more details on the use-cases, and also list existing Notion items to avoid duplicates.

I have the existing items. Now I'll identify the unique, well-defined use-cases from today's Reddit feed that are not already in the database. Let me search for the most relevant ones to confirm they don't already exist.

The strong use-cases from today's feed are:

1. Multi-agent startup production setup (orchestrator + workers for competitive intel, product monitoring, SEO, churn recovery) - post 1vkx0y1
2. AI Agent Context Window Cost Optimization (managing token re-reading costs in agent loops) - post 1vkrd7a
3. AI Agent Governance / Execution Record (separating declared intent from recorded execution) - post 1vkxoty
4. Social Media Inbox Management Agent with Human-in-the-Loop Approval - post 1vkv1wp
5. AI Agent for Competitive Intelligence Monitoring (ad library, pricing, reviews) - embedded in 1vkx0y1

Let me search for any of these that might already exist:

Good. Now I have confirmed the following use-cases are new and unique:

1. AI Agent Context Window Cost Optimization - managing quadratic token re-reading costs in agent loops
2. AI Agent Governance / Execution Record - separating declared intent from recorded execution for auditability
3. Social Media Inbox Management Agent with Human-in-the-Loop Approval - agent drafts replies, human approves before send
4. Real-Time Churn Recovery Agent - intercepts cancellation reasons and triggers save motions
5. Multi-Agent Startup Production Orchestrator - orchestrator + specialized workers for growth, product, SEO

Let me now create these entries in Notion:

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