如何用 Nemotron 3.5 Lightning 30B A3B 操作已登录的浏览器

要让 Nemotron 3.5 Lightning 30B A3B 处理已登录网站，请在能调用本地工具的 Agent 客户端中运行模型，再通过 Tabbit CLI 连接 Tabbit Browser。先在目标浏览器里登录你获准访问的网站，再让模型协助完成a signed-in operations dashboard checked against a fixed list of alert IDs。任务先保持只读，并以一个命名草稿作为人工复核节点。

只有目标 Tabbit 环境里已有的网站登录态，任务页才可能打开对应内容。Tabbit CLI 会为任务分配独立标签页，你可以继续用其他标签页工作。本地 fixture 检查确认后续 CLI 任务能复用测试 Cookie，但没有测试本文模型或生产账户。

要点

• Nemotron 3.5 Lightning 30B A3B is the model, while the agent client runs the tool and Tabbit CLI connects to the browser.

• Skill discovery, local launcher reachability, provider access, and site authentication are separate checks.

• The example task is a signed-in operations dashboard checked against a fixed list of alert IDs; the prompt produces a draft and never changes the source site.

• Verify every linked field and keep a person in the review step.

分别检查模型、客户端、浏览器和登录态

1. 确认服务商提供准确的模型 ID，并且本地 Agent 客户端能运行该模型。2. 让客户端发现 Tabbit skill。Pi 使用 /skill:tabbit；部分客户端使用 /skills 或自动发现。除非客户端确认支持，不要假设 /tabbit 可用。3. 单独运行 tabbit-cli diagnose 检查本地启动器。4. 由你本人在目标 Tabbit Browser 环境中登录获准访问的网站。5. 先让 Agent 读取一条已知记录并返回来源 URL，再扩大任务范围。

模型能回复，不代表 skill 已发现，也不代表浏览器可访问。CLI 可用，也不代表选对了浏览器配置或网站已经登录。分层检查；如果页面要求密码、MFA、验证码或人工批准，就停止并由你处理。

NVIDIA lists Lightning as a 30B-total, 3B-active text model and publishes BF16 and NVFP4 checkpoints, deployment recipes, and model information. The Lightning checkpoint is distinct from Nemotron 3.5 Super VL 120B-A12B, which NVIDIA describes as multimodal. The NVIDIA NIM card describes an NVFP4 Lightning build and its own license and deployment details; those terms should not be assumed for every checkpoint format. Confirm the exact weights, quantization, serving path, hardware fit, and tool calling in the client before connecting a local browser. See the official model information and additional release or license details. These sources establish model availability and identity, not an integrated Tabbit client.

连接前的核对项

按告警 ID 建立对照基线

1. Open the relevant page in Tabbit Browser and verify the account and record yourself.

2. Start a local task through your agent client with the Tabbit skill. Keep the requested page set small.

3. Ask for the field values, source URL, and visible timestamp.

4. Compare the returned values with the page. If a row is missing, mark it unknown rather than filling it from memory.

5. Save the result as a named draft, then stop before any update or submission.

For the assigned scenario, the draft should include: The handoff lists each alert ID once, cites the dashboard and shift-note URLs, separates observed state from interpretation, and leaves acknowledgement and assignment untouched.

起草变化记录与待核对项

使用 Tabbit CLI，核对Open the signed-in operations dashboard and review alerts OPS-72, OPS-81, and OPS-94. Record each current state and timestamp, compare with the previous shift note, and draft a handoff.
创建名为“a concise alert-change report（待审核）”的草稿，包含：（1）观察到的字段、来源 URL 和时间戳；（2）区分事实与判断的简短摘要；（3）未解决或冲突值。不要编辑、确认、提交或发布任何内容。停下来展示草稿供我复核。页面缺失或受阻时标记为未知。

这是示例任务指令，不代表模型已实际运行。请换成你获准查看的记录编号。

The model-specific version matters. NVIDIA lists Lightning as a 30B-total, 3B-active text model and publishes BF16 and NVFP4 checkpoints, deployment recipes, and model information. The Lightning checkpoint is distinct from Nemotron 3.5 Super VL 120B-A12B, which NVIDIA describes as multimodal. The NVIDIA NIM card describes an NVFP4 Lightning build and its own license and deployment details; those terms should not be assumed for every checkpoint format. Confirm the exact weights, quantization, serving path, hardware fit, and tool calling in the client before connecting a local browser. For Nemotron 3.5 Lightning 30B A3B, verify the exact provider, model route, version or checkpoint, and tool-call behavior before configuring the client. A working API key is not proof that an agent client can run local browser tools.

处理缺失或变化的告警

A Reddit user looking for a “real” browser for a local model described the gap between scrapers and an authenticated browser. Replies suggested different approaches, including system Chromium and a skill-based setup. These are individual reports, not compatibility evidence for Nemotron 3.5 Lightning 30B A3B. (Discussion)

Tabbit Browser is a practical choice when the task needs an existing authorized login and the user wants to inspect the page alongside a separate agent task. You can continue in unrelated tabs while the task uses its own tabs. The local test checked session reuse with a test fixture only. It did not run this model, visit a production dashboard, or verify a provider integration.

在浏览器里复核草稿

Use a draft title that names the record and task, such as a concise alert-change report (review). Include the source URLs beside the fields they support. Label model-written interpretation as a suggestion. If a page fails to load, the account changes, or the model cannot identify the record, stop and resolve that issue before continuing. Never let an illustrative workflow masquerade as a completed customer task.

相关 Tabbit 指南

Read the Tabbit CLI complete guide, connect an agent to an existing browser, and first browser-agent task checklist. For the connector choice, see browser MCP versus CLI; for one client setup, read Codex with Tabbit CLI. The login session guide, browser control overview, CMS draft workflow, and Tabbit Browser practices cover adjacent steps.

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