AI & Tools desk — breakout report
JEV Breakdown: Decision Classifier?
Prompt Engineering's upload has reached 31.1K views — about 3.6× the ≈8.6K this channel typically draws at the same age.
Key facts
- •3.6x Prompt Engineering's own 90-day median — this channel normally draws about 8.6K views at the same age.
- •31.1K views so far, published 14 days ago.
- •Category: Science & Technology · Language: en · Quality: HD
- •"Breakout" is measured against this exact channel's trailing 90-day median at matching video age — not a generic niche average.
Updated 2026-09-19 22:30 UTC
View trajectory
Views this upload has gathered since it published, last measured about 168h in — from our own tracking.
Published Sep 19, 2026 · 14 days ago. How breakouts are measured →
From the creator
JEV is being called a brand new model category, but single pass classifiers date back to 2018 and zero-shot label pipelines to 2019. I benchmarked JEV against three established approaches across four tasks, and a 22M parameter local model scored 93% on Banking77 against JEV's 80%, running in 8 milliseconds on a CPU…
Category: Science & Technology · Language: en · Quality: HD
Tags: prompt engineering, Prompt Engineer, LLMs, AI, artificial Intelligence, Llama, GPT-4, fine-tuning LLMs
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