Multilingual support-ticket triage with local Laya

Name: Multilingual support-ticket triage with local Laya
Uploaded: 2026-09-29
Channel: Gjusev
Description: Routes support tickets by intent, scores urgency, frustration and churn risk, and escalates by confidence, all with a local System 1 model.

gj0xvSep 291 stars

Routes support tickets by intent, scores urgency, frustration and churn risk, and escalates by confidence, all with a local System 1 model.

Open on GitHub

An 8-second preview. The full video is on GitHub.

Launch: Laya
Use case: Business
Format: Build
Source: github.com

gj0xv

founder of mokka-agentur.de || palestina libre

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mizorewww

@mizorewww · Sep 19

Validated Core ML ports of all Laya checkpoints. One short multilingual decision in 4.98 ms P50 on M3 Max with ANE FP16, at 2.78x better energy per decision than MLX FP16.

雨夹雪❄️

@mizorewww · Sep 20

The port announcement: Laya on MLX, under 1 GB RAM, choosing the snake’s next move 60 times a second on a local M3 Max.

atomic.chat

@atomic_chat_hq · Sep 21

Atomic.chat ran Laya on a 16 GB MacBook Air against Jev over the API on a Grok-built Tetris. Local won on speed: 11x faster decisions.

codejunkie99

@codejunkie99 · Sep 22

Open on GitHub

Multilingual support-ticket triage with local Laya

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