From 66751fedd82323eb206e71d4e0ec3c83bc367122 Mon Sep 17 00:00:00 2001 From: dprevoznik <58714078+dprevoznik@users.noreply.github.com> Date: Fri, 9 Oct 2026 18:44:03 +0000 Subject: [PATCH 1/7] Add parallel task execution cookbook guide --- browsers/parallel-task-execution.mdx | 115 +++++++++++++++++++++++++++ cookbooks.mdx | 4 + docs.json | 8 +- 3 files changed, 126 insertions(+), 1 deletion(-) create mode 100644 browsers/parallel-task-execution.mdx diff --git a/browsers/parallel-task-execution.mdx b/browsers/parallel-task-execution.mdx new file mode 100644 index 00000000..c7ac2d15 --- /dev/null +++ b/browsers/parallel-task-execution.mdx @@ -0,0 +1,115 @@ +--- +title: "Parallel Task Execution" +sidebarTitle: "Parallel Task Execution" +description: "Execute multiple tasks in parallel on a single profiled browser session." +--- + +Use one profiled browser when several tasks need the same browser identity at the same time. Give each task a named [Playwright executor](/browsers/playwright-execution#executors), so each task gets its own tab while tasks on different executors run concurrently. + +This pattern is useful when the browser must save changes to a profile. All task tabs share the browser's cookies and persistent origin storage, and the browser writes the complete profile once when the run ends. If tasks only read profile state, use a separate read-only browser for each task instead; see [Sharing and concurrency](/browsers/profiles/concurrency). + +## How it works + +1. Start one browser with the shared profile and `save_changes: true`. Use `start_url` when you want to replace tabs restored from an earlier run. +2. Bound the number of active tasks. A browser supports up to eight named executors, and memory, CPU, site behavior, or model limits can become constraints first. +3. Assign each task an executor name such as `lane-1` or `lane-2`. Send every Playwright call for that task to the same executor so its `page` remains bound to one tab. +4. Keep each task's work in its executor-owned tab. Browser state persists between calls, but local JavaScript variables do not. +5. Delete an executor and close its tab before reusing its name for another task. Delete the browser after all tasks finish so the profile is saved. + +## Run tasks in parallel + +Use `Promise.all` or `asyncio.gather` for concurrent tasks. A production worker pool can reuse a fixed set of executor names as tasks finish. + +The examples assume that the `parallel-task-demo` profile already exists. + + +```typescript TypeScript +import Kernel from '@onkernel/sdk'; + +const kernel = new Kernel(); +const browser = await kernel.browsers.create({ + stealth: true, + start_url: 'https://www.kernel.sh/', + profile: { + name: 'parallel-task-demo', + save_changes: true, + }, +}); + +const runTask = (executor: string, url: string) => + kernel.browsers.playwright.execute(browser.session_id, { + executor, + code: ` + await page.goto(${JSON.stringify(url)}); + return { title: await page.title(), url: page.url() }; + `, + timeout_sec: 10, + }); + +const results = await Promise.all([ + runTask('lane-1', 'https://www.kernel.sh/docs/'), + runTask('lane-2', 'https://www.kernel.sh/changelog'), +]); + +console.log(results.map((result) => result.result)); + +for (const executor of ['lane-1', 'lane-2']) { + await kernel.browsers.playwright.executors.delete(executor, { + id_or_name: browser.session_id, + close_tab: true, + }); +} +await kernel.browsers.deleteByID(browser.session_id); +``` + +```python Python +import asyncio + +from kernel import AsyncKernel + +kernel = AsyncKernel() + + +async def main(): + browser = await kernel.browsers.create( + stealth=True, + start_url="https://www.kernel.sh/", + profile={ + "name": "parallel-task-demo", + "save_changes": True, + }, + ) + + async def run_task(executor: str, url: str): + return await kernel.browsers.playwright.execute( + browser.session_id, + executor=executor, + code=f""" + await page.goto({url!r}); + return {{ title: await page.title(), url: page.url() }}; + """, + timeout_sec=10, + ) + + results = await asyncio.gather( + run_task("lane-1", "https://www.kernel.sh/docs/"), + run_task("lane-2", "https://www.kernel.sh/changelog"), + ) + print([result.result for result in results]) + + for executor in ("lane-1", "lane-2"): + await kernel.browsers.playwright.executors.delete( + executor, + id_or_name=browser.session_id, + close_tab=True, + ) + await kernel.browsers.delete_by_id(browser.session_id) + + +asyncio.run(main()) +``` + + +One task failing doesn't need to stop the other tasks, but the run must still clean up every executor and the browser. Publish task results as they finish when callers need progress before the full run completes. + +For a complete worker pool with bounded concurrency, lane reuse, result publishing, and fault-tolerant cleanup, see the [parallel profile Playwright executors cookbook](https://github.com/kernel/cookbooks/pull/10). diff --git a/cookbooks.mdx b/cookbooks.mdx index d21a0b8d..d598d9ac 100644 --- a/cookbooks.mdx +++ b/cookbooks.mdx @@ -34,6 +34,10 @@ import { CookbookSearch } from '/snippets/cookbook-search.jsx';
common patterns
Hold an agent while Kernel's captcha solver works, and tell it what actually happened. + +
common patterns
+ Execute multiple tasks in parallel on a single profiled browser session. + ## Harnesses & models diff --git a/docs.json b/docs.json index 567cde9e..68f599b8 100644 --- a/docs.json +++ b/docs.json @@ -133,7 +133,13 @@ "start/quickstart", "skills/overview", "integrations/overview", - "cookbooks" + "cookbooks", + { + "group": "Common patterns", + "pages": [ + "browsers/parallel-task-execution" + ] + } ] }, { From 30e14444ca08284ce9ed404b90d11a22298284e2 Mon Sep 17 00:00:00 2001 From: dprevoznik <58714078+dprevoznik@users.noreply.github.com> Date: Fri, 9 Oct 2026 18:45:48 +0000 Subject: [PATCH 2/7] Update parallel task artwork --- images/cookbooks/playwright.png | Bin 14913 -> 10134 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/images/cookbooks/playwright.png b/images/cookbooks/playwright.png index b222648ccf5e67717608d615277c1d50467b104a..5746841c53fe75b6653819a2b9c5bf32c5de7084 100644 GIT binary patch literal 10134 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68f599b8..567cde9e 100644 --- a/docs.json +++ b/docs.json @@ -133,13 +133,7 @@ "start/quickstart", "skills/overview", "integrations/overview", - "cookbooks", - { - "group": "Common patterns", - "pages": [ - "browsers/parallel-task-execution" - ] - } + "cookbooks" ] }, { From cb86338c2b039ad92770c611b287ac291816b111 Mon Sep 17 00:00:00 2001 From: dprevoznik <58714078+dprevoznik@users.noreply.github.com> Date: Fri, 9 Oct 2026 19:36:13 +0000 Subject: [PATCH 4/7] Give parallel task card its own artwork --- cookbooks.mdx | 2 +- images/cookbooks/parallel-task-execution.png | Bin 0 -> 10134 bytes images/cookbooks/playwright.png | Bin 10134 -> 14913 bytes 3 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 images/cookbooks/parallel-task-execution.png diff --git a/cookbooks.mdx b/cookbooks.mdx index 0c4f1d49..4b83aea7 100644 --- a/cookbooks.mdx +++ b/cookbooks.mdx @@ -34,7 +34,7 @@ import { CookbookSearch } from '/snippets/cookbook-search.jsx';
common patterns
Hold an agent while Kernel's captcha solver works, and tell it what actually happened. - +
common patterns
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z$yU9)A!d)QfC;%z70~vBmua4=_ZVG40dM(iPDKY+jigAPXo@&y+ec}yN1{6^CiW8! zyEl7i$6tj-Fi)VY$NKINXd}v56YCE)kgTVdZQ_vi_WAzy08kYRx@pK&RE0HzIxc66MBW)0NnPC^A>k@F&j!GQ2w*WGw3o5pJ_{|>Vm2> z$of#hb%A-RS&%hVeix9%Rf{Q!qndoB=%&7hb{VClD`n+`>PtX3+){&7vtFvNK$#_| z=&rWJr2yRO)QQaZo@EqqZKWzuz zaqh*lb@NADwIRw*V)CgyjkZAyI8!k0SymN4e9&1FDQr51<%^Wv33OEf3Er+1QyL| z$QAm|1Cxcf6GQL#Ji_Y{?k~5zzYhS%)SH}*H}F3`V<|gE&11JqK34iiVU15Bp63M+VX|MeNe|GMH>i}|NV;jh5`z0CTX i#qsx|06MMKUssJ~BNV2dz!xbXCkNLvRsRUQ^?v{!84*_i From 9770a0b23d0814b775f46809b4abc42de4294a39 Mon Sep 17 00:00:00 2001 From: dprevoznik <58714078+dprevoznik@users.noreply.github.com> Date: Fri, 9 Oct 2026 19:46:09 +0000 Subject: [PATCH 5/7] Clarify full parallel task cookbook --- browsers/parallel-task-execution.mdx | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/browsers/parallel-task-execution.mdx b/browsers/parallel-task-execution.mdx index c7ac2d15..f9619410 100644 --- a/browsers/parallel-task-execution.mdx +++ b/browsers/parallel-task-execution.mdx @@ -6,6 +6,8 @@ description: "Execute multiple tasks in parallel on a single profiled browser se Use one profiled browser when several tasks need the same browser identity at the same time. Give each task a named [Playwright executor](/browsers/playwright-execution#executors), so each task gets its own tab while tasks on different executors run concurrently. +This guide is a concise overview of the full, runnable [parallel profile Playwright executors cookbook](https://github.com/kernel/cookbooks/pull/10), which this pattern is based on. + This pattern is useful when the browser must save changes to a profile. All task tabs share the browser's cookies and persistent origin storage, and the browser writes the complete profile once when the run ends. If tasks only read profile state, use a separate read-only browser for each task instead; see [Sharing and concurrency](/browsers/profiles/concurrency). ## How it works @@ -112,4 +114,4 @@ asyncio.run(main()) One task failing doesn't need to stop the other tasks, but the run must still clean up every executor and the browser. Publish task results as they finish when callers need progress before the full run completes. -For a complete worker pool with bounded concurrency, lane reuse, result publishing, and fault-tolerant cleanup, see the [parallel profile Playwright executors cookbook](https://github.com/kernel/cookbooks/pull/10). +For the full cookbook—including bounded concurrency, lane reuse, result publishing, and fault-tolerant cleanup—see the [parallel profile Playwright executors cookbook](https://github.com/kernel/cookbooks/pull/10). 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z$QAm|1Cxcf6GQL#Ji_Y{?k~5zzYhS%)SH}*H}F3`V<|gE&11JqK34iiVU15Bp63M+VX|MeNe|GMH>i}|NV;jh5`z0CTX i#qsx|06MMKUssJ~BNV2dz!xbXCkNLvRsRUQ^?v{!84*_i From 96937a1d2bab2ab6d3287465c4bc0b16b16d309d Mon Sep 17 00:00:00 2001 From: Anna Wang Date: Fri, 9 Oct 2026 18:06:31 -0700 Subject: [PATCH 7/7] Apply batched suggestions from code review Co-authored-by: Anna Wang --- browsers/parallel-task-execution.mdx | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/browsers/parallel-task-execution.mdx b/browsers/parallel-task-execution.mdx index f9619410..811a70b6 100644 --- a/browsers/parallel-task-execution.mdx +++ b/browsers/parallel-task-execution.mdx @@ -8,13 +8,13 @@ Use one profiled browser when several tasks need the same browser identity at th This guide is a concise overview of the full, runnable [parallel profile Playwright executors cookbook](https://github.com/kernel/cookbooks/pull/10), which this pattern is based on. -This pattern is useful when the browser must save changes to a profile. All task tabs share the browser's cookies and persistent origin storage, and the browser writes the complete profile once when the run ends. If tasks only read profile state, use a separate read-only browser for each task instead; see [Sharing and concurrency](/browsers/profiles/concurrency). +This pattern is particularly useful when the browser must save changes to a profile. All task tabs share the browser's cookies and persistent origin storage, and the browser writes the complete profile once when the run ends. If tasks only read profile state, you can use a separate read-only browser for each task instead; see [Sharing and concurrency](/browsers/profiles/concurrency). ## How it works -1. Start one browser with the shared profile and `save_changes: true`. Use `start_url` when you want to replace tabs restored from an earlier run. -2. Bound the number of active tasks. A browser supports up to eight named executors, and memory, CPU, site behavior, or model limits can become constraints first. -3. Assign each task an executor name such as `lane-1` or `lane-2`. Send every Playwright call for that task to the same executor so its `page` remains bound to one tab. +1. Start one browser with the shared profile and `save_changes: true`. Use `start_url` when you want to replace a tab restored from an earlier run. +2. Bound the number of active tasks. A browser supports up to eight named executors, and memory, CPU, site behavior, or model limits can become constraints. +3. Assign each task an executor name such as `lane-1` or `lane-2`. Send every Playwright call for each task to the same executor so its `page` remains bound to one tab. 4. Keep each task's work in its executor-owned tab. Browser state persists between calls, but local JavaScript variables do not. 5. Delete an executor and close its tab before reusing its name for another task. Delete the browser after all tasks finish so the profile is saved.