Ant Opens Trillion-Parameter Ling-2.6: Hybrid Architecture for Fast Thinking

Ant Group’s AntBaiLing team has open‑sourced the trillion‑parameter Ling‑2.6‑1T model, introducing a hybrid architecture that routes simple queries through shallow paths and reserves deep layers for complex reasoning, aiming to boost inference speed and efficiency for real‑time business scenarios while confronting the deployment challenges of massive models.

AIHybrid ArchitectureLarge Language Model

0 likes · 6 min read

Ant Opens Trillion-Parameter Ling-2.6: Hybrid Architecture for Fast Thinking

AntTech

Oct 29, 2025 · Artificial Intelligence

Inside Ant’s Baoling: Balancing Efficiency and Reasoning in a 1‑Trillion‑Parameter Model

At the Ant Star Innovation Journey event, the Baoling team unveiled their roadmap for trillion‑parameter models, detailing the development of Ling‑1T, Ring‑1T and multimodal Ming series, the scaling‑law‑guided architecture, training innovations, evaluation methods, and open‑source releases that aim to advance efficient, high‑performance AI.

Efficient InferenceLarge Language ModelScaling Law

0 likes · 24 min read

Inside Ant’s Baoling: Balancing Efficiency and Reasoning in a 1‑Trillion‑Parameter Model

AntTech

Oct 14, 2025 · Artificial Intelligence

How Ring-1T Achieves Trillion-Scale Deep Thinking and Competitive Benchmarks

The Ring-1T model, a trillion-parameter AI system released as open source, leverages advanced reinforcement learning techniques, extensive benchmark evaluations, and custom training frameworks to deliver balanced performance across math, code, reasoning, and creative tasks while highlighting current limitations and future development plans.

AI modelLarge Language Modelbenchmark evaluation

0 likes · 8 min read

How Ring-1T Achieves Trillion-Scale Deep Thinking and Competitive Benchmarks