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CLASS GUIDE · GRADIENT WHISPERER
Are you a Data Sage?
Data Sages turn noise into decisions. Data scientists, ML engineers, analysts and researchers. The AI looks for models that made it to production, experiments with real lift, and the ability to explain a result to someone who has never heard of a p-value.
Statistical rigorCuriosityStorytelling with numbersProduction ML sense
Summon my Data Sage card Free · no signup · ~20 seconds · résumé deleted within 24h
SIGNALS THE AI LOOKS FOR
What makes a Data Sage score high
Skills that belong on the scroll
PythonSQLPyTorchPandasExperimentationDashboardsMLOpsStatistics
How the five stats are read
- Experience · years, seniority and relevance to this class.
- Skills · breadth, depth and recency of the toolset.
- Impact · numbers. Latency, revenue, users, uptime, adoption.
- Education · degrees, certifications, continuous learning.
- Clarity · structure, action verbs, no fluff.
THE LADDER · 6 POWER TIERS
Every Data Sage, from Novice to Mythic
Your overall score picks the tier, and the tier picks which version of the character gets drawn.
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