Ant released Ling-3.0-flash with 256K context for AI agents
The 124-billion-parameter mixture-of-experts model activates 5.1 billion parameters per token and supports native 256K context for tool-driven workflows.
By Ryan Merket · Published
Primary source: Aligned News - AI Intelligence
Why it matters
Ling-3.0-flash gives developers another low-active-compute option for long-context agents and tool calls. Its value will depend on whether Ant's sparse architecture reduces total workflow cost after retries, context processing and failed actions are counted.
On July 24th, 2026, Ant Group released Ling-3.0-flash, giving its Ling model family a sparse mixture-of-experts system built for long-running agent workflows, tool calls and high-throughput inference, according to the official release page.…
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