模型与实验室 4.0 · 优秀 2026-07-21 · 产品

Introducing Laguna S 2.1

Poolside Laguna S 2.1:118B MoE每 token 激活 8B最长约 1M 上下文,训练到发布不到九周强调长程 coding 与推理,并公开 final eval 全轨迹(trajectories.poolside.ai)文中 Terminal-Bench 2.1 等分数与案例(含长步骤 canvas 引擎自家 harness 加速)需注意 harness 边界,作者也提示 DeepSWE 等与 leaderboard harness 不可简单横比价值在长任务验证循环与评测透明度,而不只是再报一个 coding 榜

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Introducing Laguna S 2.1

摘要(中文)

Poolside Laguna S 2.1:118B MoE、每 token 激活 8B、最长约 1M 上下文,训练到发布不到九周。强调长程 coding 与推理,并公开 final eval 全轨迹(trajectories.poolside.ai)。文中 Terminal-Bench 2.1 等分数与案例(含长步骤 canvas 引擎、自家 harness 加速)需注意 harness 边界,作者也提示 DeepSWE 等与 leaderboard harness 不可简单横比。价值在长任务验证循环与评测透明度,而不只是再报一个 coding 榜。

Summary (English)

Poolside releases Laguna S 2.1, a 118B MoE with 8B activated per token and up to 1M context, trained-to-launch in under nine weeks, aimed at longer-horizon work with reasoning. For published benchmark scores they release full final-eval trajectories. Terminal-Bench 2.1 and other numbers should be read with harness caveats the post itself notes (e.g. DeepSWE on pool harness vs leaderboard harness). Signal is long-task verification loops plus evaluation transparency, not a single leaderboard claim.

One-liner

Laguna S 2.1:118B-A8B 长程 coding,并公开 final eval 全轨迹。

Source body / metadata

Fetched via opencli web read / official docs during evening intake. Key claims are grounded in the source page and same-day Obsidian digest notes.

Poolside releases Laguna S 2.1, a 118B MoE with 8B activated per token and up to 1M context, trained-to-launch in under nine weeks, aimed at longer-horizon work with reasoning. For published benchmark scores they release full final-eval trajectories. Terminal-Bench 2.1 and other numbers should be read with harness caveats the post itself notes (e.g. DeepSWE on pool harness vs leaderboard harness). Signal is long-task verification loops plus evaluation transparency, not a single leaderboard claim.

Obsidian evidence

  • local_note: OpenClaw定时任务/ClawFeed24小时高价值一览/2026-07-22-ClawFeed24小时高价值一览.md
  • intake_run: daily-intake-evening 2026-07-22