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Ling 3.1 Flash 1019 hits AI Gateway

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Ling 3.1 Flash 1019 hits AI Gateway
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// 1h agoMODEL RELEASE

Ling 3.1 Flash 1019 hits AI Gateway

InclusionAI’s updated reasoning model is now available through Vercel AI Gateway, free until November 3, 2026. It targets coding and tool-using agents with a 1M-token context window, 560B total parameters, and 25B active per token.

// ANALYSIS

Ling 3.1 Flash 1019 is a compelling short-term test for developers building long-context agents, though the free window is more valuable for evaluation than production planning.

  • –The 1M-token context window enables extended codebase, document, and task-history workflows.
  • –Vendor-reported gains include AutomationBench performance rising from 62% to 68% and AA-Briefcase Elo increasing to 1524.
  • –AI Gateway makes experimentation easy through AI SDK, OpenAI-compatible, Anthropic-compatible, and coding-agent integrations.
  • –Sparse activation improves inference efficiency, but 560B total parameters still make self-hosting demanding.
  • –Developers should benchmark reliability, latency, and cost before the November 3 pricing change.
// TAGS
ling-3.1-flash-1019llmlong-contextreasoningagentinferenceapi

DISCOVERED

1h ago

2026-10-30

PUBLISHED

2h ago

2026-10-30

RELEVANCE

9/ 10

AUTHOR

vercel_dev