YUFAN YANGRESEARCH / BUILD / EXPLORE
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OTHER RESEARCH SYSTEMS & COMPONENTS

Creator Monitor

A tool for monitoring selected authors on X, with immediate alerts and scheduled digests. Posts are saved and deduplicated before agent analysis and prioritisation. Delivery records support retries and recovery after interruptions.

Source code ↗

Results & validation

Version 0.1.0 is open source. The September 2026 validation record lists 106 tests and 57 subtests. Staged checks covered historical posts, an actual model call, event deduplication, notification queues and failure recovery.

The system records each stage from post ingestion through analysis, prioritisation and delivery, including delivery receipts. Continuous live operation from X through analysis to email delivery, and model analysis of real media content, remain to be validated.

Implementation

Post collection and storage

Posts from selected X authors are stored and deduplicated by post ID. Original posts, quoted posts and their media are linked to preserve context for analysis.

Content analysis and prioritisation

The agent produces structured analysis using a template that examines the timeliness of market information, evidence quality and differences between earnings results and expectations. Invalid output triggers a retry or review.

Notifications and failure recovery

High-priority events trigger immediate alerts, while routine events enter the digest queue. Delivery receipts and queue acknowledgements are tracked separately to support retries, failure isolation and recovery.

Methods & tools