491 lines
12 KiB
Vue
491 lines
12 KiB
Vue
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<template>
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<div class="agent-challenges-demo">
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<div class="challenges-grid">
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<div
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v-for="(challenge, index) in challenges"
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:key="challenge.title"
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class="challenge-card"
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:class="{ active: selectedChallenge === index }"
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@click="selectedChallenge = index"
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>
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<div class="challenge-icon">{{ challenge.icon }}</div>
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<div class="challenge-title">{{ challenge.title }}</div>
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<div class="challenge-level">
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<span
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v-for="i in challenge.difficulty"
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:key="i"
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class="difficulty-star"
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>⭐</span>
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</div>
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</div>
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</div>
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<div class="challenge-detail">
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<div class="detail-header">
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<span class="detail-icon">{{ challenges[selectedChallenge].icon }}</span>
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<h3>{{ challenges[selectedChallenge].title }}</h3>
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</div>
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<div class="detail-sections">
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<div class="detail-section">
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<h4>📖 问题描述</h4>
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<p>{{ challenges[selectedChallenge].description }}</p>
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</div>
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<div class="detail-section">
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<h4>💡 为什么困难？</h4>
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<ul>
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<li v-for="reason in challenges[selectedChallenge].reasons" :key="reason">
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{{ reason }}
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</li>
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</ul>
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</div>
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<div class="detail-section">
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<h4>🔧 解决方案</h4>
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<div class="solutions">
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<div
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v-for="solution in challenges[selectedChallenge].solutions"
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:key="solution.title"
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class="solution-item"
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>
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<div class="solution-title">{{ solution.title }}</div>
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<div class="solution-desc">{{ solution.description }}</div>
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</div>
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</div>
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</div>
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<div class="detail-section">
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<h4>📊 当前进展</h4>
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<div class="progress-item">
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<div class="progress-label">解决进度</div>
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<div class="progress-bar">
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<div
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class="progress-fill"
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:style="{ width: challenges[selectedChallenge].progress + '%' }"
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></div>
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</div>
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<div class="progress-value">{{ challenges[selectedChallenge].progress }}%</div>
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</div>
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</div>
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<div class="detail-section">
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<h4>🔗 相关资源</h4>
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<div class="resources">
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<a
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v-for="resource in challenges[selectedChallenge].resources"
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:key="resource.title"
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:href="resource.url"
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target="_blank"
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class="resource-link"
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>
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{{ resource.title }}
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</a>
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</div>
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</div>
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</div>
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</div>
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</div>
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</template>
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<script setup>
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import { ref } from 'vue'
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const selectedChallenge = ref(0)
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const challenges = [
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{
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title: '任务规划',
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icon: '📋',
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difficulty: 5,
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description: 'Agent 需要将复杂的用户任务分解为可执行的步骤，并动态调整计划。这要求 Agent 具备强大的推理能力和前瞻性思维。',
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reasons: [
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'任务分解需要深度理解用户意图',
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'长期规划容易偏离目标',
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'动态调整计划增加了复杂性',
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'缺乏反馈时难以评估进度'
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],
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solutions: [
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{
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title: '层次化规划',
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description: '将大任务分解为子任务，子任务再分解为具体步骤，形成层次结构。'
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},
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{
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title: '反思机制',
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description: '定期回顾已完成的步骤，评估计划的有效性，及时调整策略。'
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},
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{
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title: '外部记忆',
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description: '使用 todo.md 等文件记录计划，将目标保持在 Agent 的"视野"中。'
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}
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],
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progress: 40,
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resources: [
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{ title: 'ReAct 论文', url: 'https://arxiv.org/abs/2210.03629' },
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{ title: 'Tree of Thoughts', url: 'https://arxiv.org/abs/2305.10601' }
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]
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},
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{
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title: '上下文管理',
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icon: '🧠',
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difficulty: 5,
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description: 'Agent 在多次迭代中会积累大量上下文，如何有效管理、压缩和检索这些信息是一个巨大挑战。',
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reasons: [
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'上下文长度受限（128K-200K）',
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'长上下文会降低模型性能',
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'重要信息可能被"淹没"',
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'成本随长度线性增长'
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],
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solutions: [
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{
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title: 'KV 缓存优化',
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description: '保持前缀稳定，只追加不修改，提高缓存命中率，降低 90% 成本。'
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},
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{
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title: '外部记忆',
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description: '大内容写入文件系统，上下文只保留引用和路径。'
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},
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{
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title: '智能压缩',
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description: '使用摘要、选择性保留、语义压缩等技术减少上下文长度。'
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}
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],
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progress: 60,
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resources: [
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{ title: '上下文工程指南', url: '#' },
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{ title: 'Manus 最佳实践', url: '#' }
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]
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},
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{
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title: '工具使用',
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icon: '🔧',
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difficulty: 4,
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description: 'Agent 需要从众多工具中选择正确的工具，并正确调用它们。工具选择错误或调用失败都会导致任务失败。',
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reasons: [
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'工具数量多，选择困难',
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'工具参数复杂，容易出错',
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'工具调用失败需要恢复',
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'工具之间可能存在依赖关系'
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],
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solutions: [
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{
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title: 'Logits 遮蔽',
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description: '使用前缀限制模型只能调用特定工具，避免选择错误的工具。'
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},
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{
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title: '工具分组',
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description: '将工具按功能分类（如 browser_、shell_），便于选择和管理。'
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},
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{
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title: '错误恢复',
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description: '保留失败尝试在上下文中，让 Agent 从错误中学习。'
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}
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],
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progress: 70,
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resources: [
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{ title: 'Function Calling 指南', url: '#' },
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{ title: '工具设计最佳实践', url: '#' }
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]
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},
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{
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title: '记忆系统',
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icon: '💾',
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difficulty: 4,
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description: 'Agent 需要记住历史信息、学习经验、识别模式。设计一个高效的记忆系统对 Agent 的长期性能至关重要。',
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reasons: [
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'需要区分即时、短期、长期记忆',
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'信息检索和更新的效率',
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'记忆的准确性和相关性',
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'跨任务的知识迁移'
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],
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solutions: [
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{
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title: '三层记忆架构',
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description: '即时上下文（当前对话）+ 短期记忆（会话级）+ 长期记忆（持久化）。'
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},
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{
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title: '向量检索',
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description: '使用嵌入和向量数据库实现语义相似度检索。'
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},
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{
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title: '记忆整合',
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description: '定期将短期记忆中的重要信息转移到长期记忆。'
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}
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],
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progress: 50,
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resources: [
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{ title: 'RAG 技术', url: '#' },
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{ title: '向量数据库指南', url: '#' }
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]
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},
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{
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title: '错误处理',
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icon: '⚠️',
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difficulty: 3,
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description: 'Agent 在执行过程中会遇到各种错误：工具失败、网络超时、无效响应等。如何优雅地处理这些错误是一个挑战。',
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reasons: [
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'错误类型多样',
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'需要区分可恢复和不可恢复的错误',
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'错误可能级联传播',
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'重试策略需要优化'
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],
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solutions: [
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{
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title: '保留错误信息',
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description: '将失败的尝试保留在上下文中，让 Agent 学习并避免重复错误。'
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},
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{
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title: '重试机制',
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description: '对于可恢复的错误，实现指数退避的重试策略。'
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},
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{
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title: '回滚和恢复',
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description: '支持任务状态的保存和恢复，避免完全重新开始。'
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}
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],
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progress: 65,
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resources: [
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{ title: '错误处理最佳实践', url: '#' },
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{ title: '容错设计模式', url: '#' }
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]
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},
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{
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title: '安全防护',
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icon: '🛡️',
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difficulty: 5,
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description: 'Agent 具有执行能力，如果被恶意利用可能造成严重后果。提示注入、工具滥用、数据泄露都是需要防范的安全风险。',
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reasons: [
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'提示注入攻击难以检测',
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'Agent 可能被诱导执行危险操作',
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'敏感信息可能泄露',
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'攻击面广，难以全面防护'
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],
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solutions: [
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{
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title: '输入清理',
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description: '严格清理和验证用户输入，分离系统和用户消息。'
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},
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{
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title: '权限控制',
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description: '使用白名单限制工具访问，敏感操作需要二次确认。'
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},
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{
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title: '沙箱环境',
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description: '在隔离的沙箱中执行危险操作，限制资源访问。'
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},
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{
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title: '输出过滤',
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description: '过滤敏感信息，加密存储数据，定期审计日志。'
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}
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],
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progress: 55,
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resources: [
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{ title: 'AI 安全指南', url: '#' },
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{ title: 'OWASP LLM Top 10', url: '#' }
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]
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}
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]
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</script>
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<style scoped>
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.agent-challenges-demo {
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border: 1px solid var(--vp-c-divider);
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border-radius: 12px;
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padding: 24px;
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background: var(--vp-c-bg-soft);
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margin: 24px 0;
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}
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.challenges-grid {
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display: grid;
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grid-template-columns: repeat(auto-fit, minmax(180px, 1fr));
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gap: 16px;
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margin-bottom: 32px;
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}
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.challenge-card {
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background: var(--vp-c-bg);
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border: 2px solid var(--vp-c-divider);
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border-radius: 12px;
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padding: 20px;
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cursor: pointer;
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transition: all 0.3s;
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text-align: center;
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}
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.challenge-card:hover {
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border-color: var(--vp-c-brand);
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transform: translateY(-4px);
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box-shadow: 0 4px 20px rgba(66, 153, 225, 0.2);
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}
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.challenge-card.active {
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border-color: var(--vp-c-brand);
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background: var(--vp-c-bg-soft);
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}
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.challenge-icon {
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font-size: 2.5rem;
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margin-bottom: 12px;
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}
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.challenge-title {
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font-weight: bold;
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color: var(--vp-c-text-1);
|
|||
|
|
margin-bottom: 8px;
|
|||
|
|
font-size: 1.1rem;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.challenge-level {
|
|||
|
|
display: flex;
|
|||
|
|
justify-content: center;
|
|||
|
|
gap: 2px;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.difficulty-star {
|
|||
|
|
font-size: 0.8rem;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.challenge-detail {
|
|||
|
|
background: var(--vp-c-bg);
|
|||
|
|
border-radius: 12px;
|
|||
|
|
padding: 24px;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.detail-header {
|
|||
|
|
display: flex;
|
|||
|
|
align-items: center;
|
|||
|
|
gap: 12px;
|
|||
|
|
margin-bottom: 24px;
|
|||
|
|
padding-bottom: 16px;
|
|||
|
|
border-bottom: 2px solid var(--vp-c-divider);
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.detail-icon {
|
|||
|
|
font-size: 2.5rem;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.detail-header h3 {
|
|||
|
|
margin: 0;
|
|||
|
|
color: var(--vp-c-brand);
|
|||
|
|
font-size: 1.5rem;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.detail-sections {
|
|||
|
|
display: flex;
|
|||
|
|
flex-direction: column;
|
|||
|
|
gap: 24px;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.detail-section h4 {
|
|||
|
|
margin: 0 0 12px 0;
|
|||
|
|
color: var(--vp-c-text-1);
|
|||
|
|
font-size: 1.1rem;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.detail-section p {
|
|||
|
|
color: var(--vp-c-text-2);
|
|||
|
|
line-height: 1.7;
|
|||
|
|
margin: 0;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.detail-section ul {
|
|||
|
|
margin: 0;
|
|||
|
|
padding-left: 20px;
|
|||
|
|
list-style: none;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.detail-section li {
|
|||
|
|
padding: 4px 0;
|
|||
|
|
color: var(--vp-c-text-2);
|
|||
|
|
position: relative;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.detail-section li::before {
|
|||
|
|
content: '•';
|
|||
|
|
position: absolute;
|
|||
|
|
left: -16px;
|
|||
|
|
color: var(--vp-c-brand);
|
|||
|
|
font-weight: bold;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.solutions {
|
|||
|
|
display: flex;
|
|||
|
|
flex-direction: column;
|
|||
|
|
gap: 16px;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.solution-item {
|
|||
|
|
padding: 16px;
|
|||
|
|
background: var(--vp-c-bg-soft);
|
|||
|
|
border-radius: 8px;
|
|||
|
|
border-left: 4px solid var(--vp-c-brand);
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.solution-title {
|
|||
|
|
font-weight: bold;
|
|||
|
|
margin-bottom: 4px;
|
|||
|
|
color: var(--vp-c-text-1);
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.solution-desc {
|
|||
|
|
color: var(--vp-c-text-2);
|
|||
|
|
font-size: 0.95rem;
|
|||
|
|
line-height: 1.6;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.progress-item {
|
|||
|
|
display: grid;
|
|||
|
|
grid-template-columns: 100px 1fr 60px;
|
|||
|
|
gap: 12px;
|
|||
|
|
align-items: center;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.progress-label {
|
|||
|
|
font-weight: 600;
|
|||
|
|
color: var(--vp-c-text-2);
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.progress-bar {
|
|||
|
|
height: 24px;
|
|||
|
|
background: var(--vp-c-bg-soft);
|
|||
|
|
border-radius: 12px;
|
|||
|
|
overflow: hidden;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.progress-fill {
|
|||
|
|
height: 100%;
|
|||
|
|
background: linear-gradient(90deg, var(--vp-c-brand), var(--vp-c-brand-light));
|
|||
|
|
border-radius: 12px;
|
|||
|
|
transition: width 0.5s ease;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.progress-value {
|
|||
|
|
font-weight: bold;
|
|||
|
|
color: var(--vp-c-brand);
|
|||
|
|
text-align: right;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.resources {
|
|||
|
|
display: flex;
|
|||
|
|
flex-wrap: wrap;
|
|||
|
|
gap: 12px;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.resource-link {
|
|||
|
|
padding: 10px 20px;
|
|||
|
|
background: var(--vp-c-brand);
|
|||
|
|
color: white;
|
|||
|
|
border-radius: 8px;
|
|||
|
|
text-decoration: none;
|
|||
|
|
font-weight: 600;
|
|||
|
|
font-size: 0.9rem;
|
|||
|
|
transition: all 0.2s;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.resource-link:hover {
|
|||
|
|
background: var(--vp-c-brand-dark);
|
|||
|
|
transform: translateY(-2px);
|
|||
|
|
}
|
|||
|
|
</style>
|