- Sentinel thread sets next_scan_ts = time.time() + interval BEFORE sleeping - API returns next_scan_in derived from real next_scan_ts, not estimated - Frontend calculates server clock offset and counts down to the actual target timestamp — refresh shows the same remaining time, not a reset - Shows ✓ in green when scan fires, resumes countdown on next poll Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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LLM Team UI - Full-stack local AI orchestration platform
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