
Standout Systems by Teodora
Two tracks: Standout AI Career and The Responsible AI Clinic - delivering practical playbooks to get hired/promoted faster and to build clinical‑grade, responsible healthcare AI systems. Real AI strategy from a PhD still building in industry. Real leadership from someone who's reinvented twice. For data scientists, ML engineers, and ambitious professionals ready to lead, not just contribute.
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How this is measured
Members of this group who use the Subshack browser extension count, in their own browser, the previous day’s messages, participants, replies and questions. Only those totals reach Subshack: no message text, no names, no member IDs.
A day counts once three different Subshack accounts report it. A group is ranked only with at least 2 confirmed days and 5 messages over the last seven days.
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About this group
What is Standout Systems by Teodora?
Two tracks: Standout AI Career and The Responsible AI Clinic - delivering practical playbooks to get hired/promoted faster and to build clinical‑grade, responsible healthcare AI systems. Real AI strategy from a PhD still building in industry. Real leadership from someone who's reinvented twice. For data scientists, ML engineers, and ambitious professionals ready to lead, not just contribute.
How active is Standout Systems by Teodora each week?
It scores 35 activity points over seven days, averaged across 2 independently confirmed days with 5 aggregate messages.
How is the ranking computed?
Each full UTC day, Subshack installations that are members of a group report privacy-safe totals: messages, active participants, replies and help requests. A day counts only when three different Subshack accounts report it. A group is ranked only with at least 2 confirmed days and 5 messages over the last seven days; its weekly score is the mean of those qualified days, and groups are ranked by that score.
How can creators track leads in Standout Systems by Teodora?
Subshack Lead Miner runs in the creator’s browser, spots aggregate help intent, and keeps raw chat messages out of this public directory.
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