ZeroToken Record once. Automate forever.
✨步子哥 (steper) •
2026年03月14日 01:37
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<title>ZeroToken - Record once. Automate forever.</title>
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/* Problem Section */
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/* Architecture Flow */
.architecture {
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.comparison {
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grid-template-columns: 1fr 1fr;
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.comparison-title {
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.comparison-item.old .comparison-title {
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.comparison-text {
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.token-waste {
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font-weight: 600;
}
.token-save {
color: #7ee787;
font-weight: 600;
}
/* Footer */
.footer {
text-align: center;
padding-top: 20px;
border-top: 1px solid rgba(48, 54, 61, 0.8);
}
.github-box {
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.footer-desc {
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font-style: italic;
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/* Responsive */
<span class="mention-invalid">@media</span> (max-width: 600px) {
.features {
grid-template-columns: 1fr;
}
.comparison-grid {
grid-template-columns: 1fr;
}
}
</style>
</head>
<body>
<div class="poster-container">
<div class="bg-grid"></div>
<div class="bg-glow"></div>
<div class="content">
<!-- Header -->
<div class="header">
<h1 class="title">ZeroToken</h1>
<p class="subtitle">Record once. Automate forever.</p>
</div>
<!-- Problem Section -->
<div class="problem-section">
<div class="problem-title">
<i class="material-icons">warning</i>
核心问题
</div>
<div class="problem-content">
AI Agent 控制浏览器时，<span class="highlight-red">每个操作都需要一次 LLM 推理</span>。重复执行相同任务时，系统每天在重新思考同一个流程，造成巨大的 Token 浪费。
</div>
</div>
<!-- Architecture Flow -->
<div class="architecture">
<div class="section-title">
<i class="material-icons">account_tree</i>
三层架构
</div>
<div class="flow-container">
<div class="flow-step active">
<i class="material-icons flow-icon">psychology</i>
<div class="flow-title">录制阶段</div>
<div class="flow-desc">LLM 推理</div>
</div>
<div class="flow-arrow">→</div>
<div class="flow-step">
<i class="material-icons flow-icon">timeline</i>
<div class="flow-title">轨迹生成</div>
<div class="flow-desc">Trajectory</div>
</div>
<div class="flow-arrow">→</div>
<div class="flow-step inactive">
<i class="material-icons flow-icon">play_circle</i>
<div class="flow-title">脚本回放</div>
<div class="flow-desc">Script Engine</div>
</div>
</div>
</div>
<!-- Features Grid -->
<div class="section-title" style="font-size: 20px; margin-bottom: 16px;">
<i class="material-icons">stars</i>
核心特性
</div>
<div class="features">
<div class="feature-card">
<div class="feature-header">
<i class="material-icons feature-icon">help_outline</i>
<div class="feature-title">模糊点标记</div>
</div>
<div class="feature-content">
显式标记需要人工或AI判断的步骤
</div>
<div class="feature-code">
fuzzy_point: { requires_judgment: true }
</div>
</div>
<div class="feature-card">
<div class="feature-header">
<i class="material-icons feature-icon">replay</i>
<div class="feature-title">确定性回放</div>
</div>
<div class="feature-content">
首次推理后，直接运行脚本
</div>
<div class="feature-code">
run_script(task_id) // 无需 LLM
</div>
</div>
<div class="feature-card">
<div class="feature-header">
<i class="material-icons feature-icon">fingerprint</i>
<div class="feature-title">自适应定位</div>
</div>
<div class="feature-content">
保存元素指纹，应对网站变化
</div>
<div class="feature-code">
adaptive: true // 智能匹配
</div>
</div>
<div class="feature-card">
<div class="feature-header">
<i class="material-icons feature-icon">error_outline</i>
<div class="feature-title">统一错误契约</div>
</div>
<div class="feature-content">
结构化错误，便于AI决策
</div>
<div class="feature-code">
{ retryable: true, code: "..." }
</div>
</div>
</div>
<!-- Comparison -->
<div class="comparison">
<div class="section-title" style="font-size: 20px; margin-bottom: 16px;">
<i class="material-icons">compare</i>
效率对比
</div>
<div class="comparison-grid">
<div class="comparison-item old">
<div class="comparison-title">
<i class="material-icons">close</i>
传统方式
</div>
<div class="comparison-text">
每次执行都需 LLM 推理<br>
<span class="token-waste">重复思考相同流程</span><br>
Token 成本高
</div>
</div>
<div class="comparison-item new">
<div class="comparison-title">
<i class="material-icons">check_circle</i>
ZeroToken
</div>
<div class="comparison-text">
首次推理后直接回放<br>
<span class="token-save">稳定执行确定性任务</span><br>
Token 成本大幅降低
</div>
</div>
</div>
</div>
<!-- Footer -->
<div class="footer">
<a href="https://github.com/AMOS144/zerotoken" class="github-box">
<i class="material-icons">code</i>
github.com/AMOS144/zerotoken
</a>
<div class="footer-desc">
AI Agent 浏览器自动化 MCP Server
</div>
</div>
</div>
</div>
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