# Ant Ling releases Ling-3.0-flash with 124B total and 5.1B active parameters

> Original title: Ling-3.0-flash has 124B total parameters, while activating only 5.1B per token.

- Source: Ant Ling
- Published: 2026-10-29T05:41:16.000Z
- Bad Influence: https://badinfluence.news/items/dbtteh4q8pmeu7n7w98znrbmt
- Original: https://x.com/AntLingAGI/status/2115680345882558947

## Summary

Ant Ling says Ling-3.0-flash has 124B total parameters but activates only 5.1B per token. The company says the efficiency gains come from co-designing kernels, quantization, decoding, and hardware, not model architecture alone.

## Post

Ling-3.0-flash has 124B total parameters, while activating only 5.1B per token.
This work extends the same efficiency principle beyond model architecture: kernels, quantization, decoding, and hardware must work together to turn more of every unit of compute into useful intelligence.