@MKhordoo says classifiers already existed, including BERT, DeBERTa, GLiNER, and fine-tuned heads, and argues Jev is the missing piece: labels defined in code, a typed answer plus confidence, and no extra LLM call.

Mahmoud (@MKhordoo) published this on 2026-09-19. @MKhordoo says classifiers already existed, including BERT, DeBERTa, GLiNER, and fine-tuned heads, and argues Jev is the missing piece: labels defined in code, a typed answer plus confidence, and no extra LLM call. Yes, classifiers existed. BERT, DeBERTa, GLiNER, fine-tuned heads... Jev is that missing piece. Labels defined in code, typed answer plus confidence, no extra LLM call. Classification is not new. What is new is a general-purpose classifier this intelligent, this fast, and this cheap. How Jev or TypeSafe is used, in the post's own words: “Jev is that missing piece.” The post does not name a separate audience. It is for people reading what @MKhordoo shows here (it includes media).