Scott Tolinski [AI]

Scott Tolinski

Scott Tolinski is a web developer and educator, co-host of the Syntax podcast and creator of Level Up Tutorials. His work covers web development tools, software practice and developer learning.

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Videos: 1
Channels: 1
Topics: 4

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Video topic coverage

Based on 1 reviewed video for Scott Tolinski; compared with all 3064 public reviewed videos. Catalogue coverage, not expertise or speaking time.

Unmapped topics: 0 for this person; 23 in all videos. Scores cover mapped topics only.

Scott Tolinski (1 video; normalised to 100%)
All videos (3064; normalised to 90%)

Both plots connect neighbouring topic values in the same ten-axis order, including zeros at the centre. The blue person plot is proportionally normalised to a 100% maximum and the white baseline to 90%. Each plot uses its own scale, showing relative topic emphasis; the values below show actual coverage.

Agents & workflows0%56%
Coding & tools100%39%
Models & learning0%36.7%
Infrastructure & compute0%21.5%
Research & evaluation0%38.3%
Safety & security0%28.5%
Business & productivity100%25.9%
Creative & media0%6.5%
Robotics & perception0%5.1%
Society & policy0%16.7%

Topic attribution

Both datasets use the same explicit fractional topic memberships. For each video, only the strongest membership in each group counts. We average those values across distinct public reviewed videos, including untagged videos. The all-video baseline includes this person's videos. Both datasets come from the same active catalogue snapshot and are independent of filters and viewing history. Groups overlap, so percentages do not need to total 100. Weights describe topic membership, not measured speaking time or relationship confidence.

Topics associated with this person: