数据产品
五类数据覆盖推理、编程、工具使用与交互中的真实任务
长程编程、仓库级开发、深度研究与长文档任务
@controller.action(description="Submit and verify post lands")
async def submit_post(env):
await ui.find(resource_id=f"{PKG}:id/d12", text="Post").click()
await ui.wait_for(text="Note published")
assert EXPECTED_TITLE in await ui.find_first_post().text()
return "post_visible"终端任务与长程 Agent 工作流
安全任务、真实长链路攻击环境与真实防守环境
以 Visual Coding 连接视觉界面与代码
图形界面操作任务与执行轨迹
真实案例
通过 Qwen × Efflora 的公开实验看视觉证据如何转化为完整应用
轨迹数据与证据
训练轨迹连接观察、操作与结果通过 Efflora 已公开的任务代码、界面截图和执行录像了解数据背后的完整过程
# xhs_publish.py — efflora_run social task (mobile)# stack: efflora_lab · android_world · Claude opus 4.7PKG = "com.xingin.xhs"controller = Controller()@controller.action(description="Open compose sheet via FAB")async def open_compose(env):await ui.find(resource_id=f"{PKG}:id/h2y").click()await ui.wait_for(text="What would you like to share today?")return "compose_open"@controller.action(description="Pick first photo from gallery")async def pick_photo(env, index=0):await ui.find(resource_id=f"{PKG}:id/g0p").click()grid = ui.find(class_="recyclerview.widget.RecyclerView")await grid.child(index=index).click()await ui.find(resource_id=f"{PKG}:id/d2k", text="Next").click()return f"photo_attached: {index}"@controller.action(description="Type title and body via IME")async def type_note(env, title, body):await ui.find(resource_id=f"{PKG}:id/et_title").set_text(title)await ui.find(resource_id=f"{PKG}:id/post_text_view").set_text(body)return f"typed: {len(title)}+{len(body)}"@controller.action(description="Submit and verify post lands")async def submit_post(env):await ui.find(resource_id=f"{PKG}:id/d12", text="Post").click()await ui.wait_for(text="Note published")assert EXPECTED_TITLE in await ui.find_first_post().text()return "post_visible"
案例 / REAL DELIVERY
Real Delivery 展示如何将界面证据组织为长程 Coding 任务并以实际产物检验结果切换模型体验这一数据案例中已公开的交付产物
当前内嵌为继承的新版 X 本地网页演示，支持帖子、评论、发帖、聊天及本地保存。模型选项保留展示状态，均未评测。
为什么选择 EFFLORA
围绕长程工程任务、前沿 Agent 轨迹、真实运行环境与领域专家经验构建可用于训练和评测的数据
面向 SWE-Marathon 类项目级任务覆盖跨文件开发、调试、测试与持续迭代保留多小时完整执行过程
SWE-Marathon · 2–10 小时任务时限跟进 Terminal-Bench 4.0（TB4）等前沿评测设置记录工具调用、环境反馈、失败恢复与验证结果并保留模型及环境版本
评测参考 · TB4 · 8 小时执行上限从真实代码仓库、终端环境与应用工作流中提取任务保留依赖、初始状态和验收条件让执行过程可复现、结果可验证
代码仓库 · 终端环境 · 应用工作流与工程师及行业专家共同参与任务设计、操作示范与质量审核将专业判断、工具使用和验收标准沉淀为结构化数据
任务共建 · 专家示范 · 质量审核合作流程
围绕模型需要掌握的真实任务一步步完成数据与环境交付
从模型需要掌握的任务出发约定任务领域、数据格式与验收标准
采集真实任务与专家经验组织数据集、执行轨迹和交互式训练环境
检查数据质量与任务结果交付完整文档再依据评测发现定义下一批数据
与 EFFLORA 合作
联系获取数据 Demo 了解适合你训练与评测需求的数据样本
获取数据 Demo联系邮箱未配置# xhs_publish.py — efflora_run social task (mobile)# stack: efflora_lab · android_world · Claude opus 4.7PKG = "com.xingin.xhs"controller = Controller()@controller.action(description="Open compose sheet via FAB")async def open_compose(env):await ui.find(resource_id=f"{PKG}:id/h2y").click()await ui.wait_for(text="What would you like to share today?")return "compose_open"@controller.action(description="Pick first photo from gallery")async def pick_photo(env, index=0):await ui.find(resource_id=f"{PKG}:id/g0p").click()grid = ui.find(class_="recyclerview.widget.RecyclerView")await grid.child(index=index).click()await ui.find(resource_id=f"{PKG}:id/d2k", text="Next").click()return f"photo_attached: {index}"@controller.action(description="Type title and body via IME")async def type_note(env, title, body):await ui.find(resource_id=f"{PKG}:id/et_title").set_text(title)await ui.find(resource_id=f"{PKG}:id/post_text_view").set_text(body)return f"typed: {len(title)}+{len(body)}"@controller.action(description="Submit and verify post lands")async def submit_post(env):await ui.find(resource_id=f"{PKG}:id/d12", text="Post").click()await ui.wait_for(text="Note published")assert EXPECTED_TITLE in await ui.find_first_post().text()return "post_visible"
# x_autopost.py — efflora_run social task# stack: browser_use 0.4 · langchain_anthropic · Claude opus 4.7controller = Controller()@controller.action(description="Open compose, attach a photo via the OS file chooser")async def attach_photo(browser_session, path: str) -> str:page = browser_session.current_pageawait page.click('div[data-testid="tweetTextarea_0"]')async with page.expect_file_chooser() as fc_info:await page.click('button[aria-label="Add photos or video"]')chooser = await fc_info.valueawait chooser.set_files(path)await page.wait_for_selector('img[data-testid="attachments"]')return f"attached {Path(path).name}"@controller.action(description="Type the tweet body via IME composition")async def type_body(browser_session, text: str) -> str:box = browser_session.current_page.locator('div[data-testid="tweetTextarea_0"] > div > div').firstawait box.click()await box.type(text, delay=24)return f"committed {len(text)} chars"@controller.action(description="Confirm the 'Post this?' modal and verify post landed")async def submit_and_verify(browser_session) -> str:page = browser_session.current_pageawait page.get_by_role("button", name="Post").nth(0).click()await page.locator('div[role="dialog"]').wait_for(state="visible")await page.get_by_role("button", name="Post").last.click()await page.get_by_text("Your post was sent.").wait_for()head = page.locator('main article[data-testid="tweet"]').firstassert EXPECTED_BODY in await head.inner_text()return "post_visible: True"
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