jonah0436

Lattensepp Analysis — Data skill for Claude Code

Data community

Rebuilds IT-Mario's YouTube-analysis pipeline four ways on 150 German videos: his exact replica, script baseline, three parallel Claude agents, and a best-of-breed hybrid.

How to install Lattensepp Analysis

This entry records only its repository, not the path inside it, so there is no exact command to give. Open jonah0436/lattensepp-analysis and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Lattensepp Analysis does

Rebuilds IT-Mario's YouTube-analysis pipeline four ways on 150 German videos: his exact replica, script baseline, three parallel Claude agents, and a best-of-breed hybrid. Agreement with his declared winners: 10/13 = 77%. Compute cost: $0.27.

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README

Lattensepp / IT-Mario Replication — V2.5

Rebuilds the YouTube-analysis pipeline from IT-Mario's video "Ich wurde wissenschaftlich auseinandergenommen" three different ways on the same 150-video corpus, then scores each method against his declared winners. The goal is a legible, side-by-side comparison of a hand-written keyword script, three parallel AI agents, and a hybrid that mixes deterministic math with extended keyword lists.

Headline numbers

10 of 13 metrics (77%) agree with IT-Mario's declared winners across all three methods.
Corpus: 150 videos (50 per creator: apored, maithinkx, papaplatte) plus 18,146 YouTube comments.
Total compute cost: $0.27 ($0.24 for the three parallel AI agents plus $0.03 for the Claude-via-OpenRouter censorship-density analysis). The deterministic methods are free on a laptop.

Source: `video_charts/05_bottom_line_summary.json`.

The three methods

IT-Mario replica. His exact 5-6 word keyword lists as stated on camera. Deterministic. Reproduces what he would have computed with his own declared inputs.
AI agents. Three parallel Claude agents, one per creator, each given the metric spec and asked to count and normalize. No shared state between agents.
Hybrid. Extended keyword lists plus simple stemming, a 234k-word English dictionary for the denglisch metric, and pure math for TTR / word length / token count. This is our best-of- breed internal diagnostic, NOT a truth claim; the public accuracy number is each method's agreement with IT-Mario's declared winners. See docs/CURRENT_STATE.md for the full primary/ secondary reference split.

A fourth deterministic "script" method (wider keyword lists, no stemming) lives in the repo as an internal baseline but does not appear in the video narrative.