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Personal Agent走向真实任务,蚂蚁百灵开源 Ling-3.1-flash-1019

10月28 日,蚂蚁集团旗下百灵大模型正式开源 Ling-3.1-flash-1019。

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Source record

Research analysis

Project record

Source account: 10月28 日,蚂蚁集团旗下百灵大模型正式开源 Ling-3.1-flash-1019。

Observed adoption & comparisons

Recent records to compare: “Show HN: Cerea – yet another self-hosted LLM chat front end” (Show HN, Nov 5, 2026); “Show HN: Lantern Lattice – the call graph from your compiler, for coding agents” (Show HN, Nov 5, 2026). Shared themes are navigation hints; they have not been verified as the same need or independent corroboration.

Adoption decision

Evaluate it against the tool or manual workflow it would replace. The stored record supports discovery; it does not yet establish reliability, lower operating cost or commercial adoption.

Unverified requirements

Not verified: license permissions, required hardware, installation steps, maintenance status and a representative task with its failure cases.

Next test

Choose one real task and a current alternative. Record the commit, environment, input, output, elapsed time and failure behavior; retain the result before recommending adoption.