{
  "articles": [
    {
      "url": "/2027/08/05/builders-token-ledger/",
      "title": "Token Ledger",
      "excerpt": "A double-entry bookkeeping system providing 99.999% auditability for every token transaction across the Tikoly platform.",
      "tags": [
        "builders"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2027-08-05"
    },
    {
      "url": "/2027/08/05/builders-token-ledger-zh/",
      "title": "Token Ledger [中文待翻译]",
      "excerpt": "Token 账本引擎 [中文待翻译]",
      "tags": [
        "builders",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2027-08-05"
    },
    {
      "url": "/2027/03/12/builders-real-time-telemetry-pipeline/",
      "title": "Real-Time Telemetry Pipeline",
      "excerpt": "Sub-10ms real-time token streaming to all Tikoly dashboard users, powered by the RJ Data Center event cluster.",
      "tags": [
        "builders"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2027-03-12"
    },
    {
      "url": "/2027/03/12/builders-real-time-telemetry-pipeline-zh/",
      "title": "Real-Time Telemetry Pipeline [中文待翻译]",
      "excerpt": "实时遥测管道 [中文待翻译]",
      "tags": [
        "builders",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2027-03-12"
    },
    {
      "url": "/2026/10/18/builders-tikoly-v0-1-beta/",
      "title": "Tikoly v0.1 Beta",
      "excerpt": "Tikoly v0.1 Beta opens the platform to the first cohort of waitlist members with early access to the Token Burn Dashboard, Model Switcher, and tikosim CLI.",
      "tags": [
        "builders"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-10-18"
    },
    {
      "url": "/2026/10/18/builders-tikoly-v0-1-beta-zh/",
      "title": "Tikoly v0.1 Beta [中文待翻译]",
      "excerpt": "Tikoly v0.1 Beta 内测发布 [中文待翻译]",
      "tags": [
        "builders",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-10-18"
    },
    {
      "url": "/2026/07/02/content-structure/",
      "title": "Content structure",
      "excerpt": "Tikoly landing content is organized under content/ with articles (explore, news, reports, builders), answers, profile, projects, series, and pages directories.",
      "tags": [
        "tikoly",
        "configuration"
      ],
      "series": "product",
      "seriesName": "Product",
      "date": "2026-07-02"
    },
    {
      "url": "/2026/07/01/welcome-to-tikoly/",
      "title": "Welcome to Tikoly",
      "excerpt": "Tikoly is the LLM provider built for agent makers. This site documents features, research reports, product news, and builder events.",
      "tags": [
        "tikoly",
        "overview"
      ],
      "series": "research",
      "seriesName": "Research",
      "date": "2026-07-01"
    },
    {
      "url": "/2026/07/01/explore-cost-simulator/",
      "title": "Cost Simulator",
      "excerpt": "Pre-purchase token cost simulation — run real task profiles against any model and see exact dollar burn before committing to a package.",
      "tags": [
        "explore"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-07-01"
    },
    {
      "url": "/2026/07/01/explore-cost-simulator-zh/",
      "title": "成本模拟器",
      "excerpt": "购买前的 Token 成本模拟——针对任何模型运行真实任务配置文件，在承诺购买套餐前查看精确的美元消耗。",
      "tags": [
        "explore",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-07-01"
    },
    {
      "url": "/2026/07/01/explore-model-switcher/",
      "title": "Model Switcher",
      "excerpt": "Instantly switch between 15+ LLM models mid-session and see the cost impact update in real time — DeepSeek, OpenAI, Anthropic, Google, Mistral and more.",
      "tags": [
        "explore"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-07-01"
    },
    {
      "url": "/2026/07/01/explore-model-switcher-zh/",
      "title": "模型切换器",
      "excerpt": "在会话中即时切换 15+ 种 LLM 模型，实时查看成本变化——支持 DeepSeek、OpenAI、Anthropic、Google、Mistral 等。",
      "tags": [
        "explore",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-07-01"
    },
    {
      "url": "/2026/07/01/explore-token-burn-dashboard/",
      "title": "Token Burn Dashboard",
      "excerpt": "Real-time token usage monitoring across all LLM calls — input, output, cached, and reasoning tokens displayed per-request and cumulative.",
      "tags": [
        "explore"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-07-01"
    },
    {
      "url": "/2026/07/01/explore-token-burn-dashboard-zh/",
      "title": "Token 消耗仪表盘",
      "excerpt": "实时监控所有 LLM 调用的 Token 使用情况——输入、输出、缓存和推理 Token，按请求和累计显示。",
      "tags": [
        "explore",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-07-01"
    },
    {
      "url": "/2026/04/18/news-tikoly-opens-waitlist-for-agent-first-llm-provider/",
      "title": "Tikoly Opens Waitlist for Agent-First LLM Provider",
      "excerpt": "Agent makers can now register for early access to Tikoly — the LLM provider built for multi-turn agent workflows with real-time cost visibility and 99.999% auditability.",
      "tags": [
        "news"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-04-18"
    },
    {
      "url": "/2026/04/18/news-tikoly-opens-waitlist-for-agent-first-llm-provider-zh/",
      "title": "Tikoly 开启面向智能体构建者的 LLM 提供商内测申请",
      "excerpt": "智能体构建者现可注册 Tikoly 早期访问——专为多轮智能体工作流构建的 LLM 提供商，具备实时成本可见性和 99.999% 可审计性。",
      "tags": [
        "news",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-04-18"
    },
    {
      "url": "/2026/04/07/report-cost-deepseek-v4-analysis/",
      "title": "COST / DEEPSEEK V4 ANALYSIS",
      "excerpt": "Per-million-token cost breakdown across all Tikoly-supported models. DeepSeek v4 Flash delivers the lowest cost per token for high-throughput agent tasks.",
      "tags": [
        "reports"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-04-07"
    },
    {
      "url": "/2026/04/07/report-cost-deepseek-v4-analysis-zh/",
      "title": "成本 / DEEPSEEK V4 分析",
      "excerpt": "Tikoly 支持的所有模型的每百万 Token 成本分析。DeepSeek v4 Flash 为高吞吐智能体任务提供最低的每 Token 成本。",
      "tags": [
        "reports",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-04-07"
    },
    {
      "url": "/2026/03/30/news-tikosim-token-simulator-now-available-as-free-cli/",
      "title": "tikosim Token Simulator Now Available as Free CLI",
      "excerpt": "Download tikosim — a real-time LLM token cost simulator that lets agent makers compare models, task profiles, and pricing tiers before buying a token package.",
      "tags": [
        "news"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-03-30"
    },
    {
      "url": "/2026/03/30/news-tikosim-token-simulator-now-available-as-free-cli-zh/",
      "title": "tikosim Token 模拟器现以免费 CLI 形式发布",
      "excerpt": "下载 tikosim——一款实时 LLM Token 成本模拟器，让智能体构建者在购买 Token 套餐前比较模型、任务配置文件和定价级别。",
      "tags": [
        "news",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-03-30"
    },
    {
      "url": "/2026/03/16/report-usage-token-burn-patterns/",
      "title": "USAGE+TOKEN BURN PATTERNS",
      "excerpt": "Analysis of real-world token consumption across 10,000 agent sessions reveals that context accumulation is the dominant cost driver for multi-turn agent workflows.",
      "tags": [
        "reports"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-03-16"
    },
    {
      "url": "/2026/03/16/report-usage-token-burn-patterns-zh/",
      "title": "TOKEN 消耗模式",
      "excerpt": "对 10,000 个智能体会话的 Token 消耗分析显示，上下文累积是多轮智能体工作流的主要成本驱动因素。",
      "tags": [
        "reports",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-03-16"
    },
    {
      "url": "/2026/02/11/news-tikoly-partners-with-rj-data-center-for-sub-10ms-inference/",
      "title": "Tikoly Partners with RJ Data Center for Sub-10ms Inference",
      "excerpt": "Direct peering with RJ Data Center brings Tikoly's median inference latency below 10ms, enabling real-time agent applications that cannot tolerate jitter.",
      "tags": [
        "news"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-02-11"
    },
    {
      "url": "/2026/02/11/news-tikoly-partners-with-rj-data-center-for-sub-10ms-inference-zh/",
      "title": "Tikoly 与 RJ 数据中心达成合作，实现亚 10ms 推理",
      "excerpt": "与 RJ 数据中心的直接对等连接使 Tikoly 的中位推理延迟低于 10ms，为无法容忍抖动的实时智能体应用提供支持。",
      "tags": [
        "news",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-02-11"
    },
    {
      "url": "/2026/02/02/report-performance-latency-benchmarks/",
      "title": "PERFORMANCE / LATENCY BENCHMARKS",
      "excerpt": "End-to-end latency measurements across Tikoly's provider network. The telemetry pipeline delivers sub-10ms median latency for token streaming.",
      "tags": [
        "reports"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-02-02"
    },
    {
      "url": "/2026/02/02/report-performance-latency-benchmarks-zh/",
      "title": "性能 / 延迟基准测试",
      "excerpt": "跨 Tikoly 提供商网络的端到端延迟测量。遥测管道为 Token 流提供低于 10ms 的中位延迟。",
      "tags": [
        "reports",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-02-02"
    }
  ],
  "answers": [
    {
      "url": "/answers/get-started/",
      "q": "How do I get started with Tikoly?",
      "a": "Tikoly is currently in private beta. Join the waitlist at tikoly.com to get early access. Beta users get 1M free tokens to test across all supported models.",
      "full": "Tikoly is currently in private beta. To get started:\n\n1. **Join the waitlist** at tikoly.com for early access\n2. **Get 1M free tokens** to test across all supported models\n3. **Explore the Token Dashboard** for real-time cost visibility\n4. **Try tikosim CLI** — the free token cost simulator\n\nBeta feedback will shape the v1.0 pricing model and feature roadmap."
    },
    {
      "url": "/answers/what-is-tikoly/",
      "q": "What is Tikoly?",
      "a": "Tikoly is an LLM provider purpose-built for agent makers. It gives you real-time token cost visibility, instant model switching across 15+ providers, and double-entry token accounting with 99.999% auditability.",
      "full": "Tikoly is an LLM provider built for agent makers who need real-time cost visibility, multi-model flexibility, and predictable pricing.\n\nUnlike traditional API providers that offer opaque billing, Tikoly gives every user a real-time dashboard showing per-request token breakdowns, cumulative cost, and package burn rates. Every token is metered. Every cost is visible."
    }
  ],
  "items": [
    {
      "type": "article",
      "url": "/2027/08/05/builders-token-ledger/",
      "title": "Token Ledger",
      "excerpt": "A double-entry bookkeeping system providing 99.999% auditability for every token transaction across the Tikoly platform.",
      "tags": [
        "builders"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2027-08-05"
    },
    {
      "type": "article",
      "url": "/2027/08/05/builders-token-ledger-zh/",
      "title": "Token Ledger [中文待翻译]",
      "excerpt": "Token 账本引擎 [中文待翻译]",
      "tags": [
        "builders",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2027-08-05"
    },
    {
      "type": "article",
      "url": "/2027/03/12/builders-real-time-telemetry-pipeline/",
      "title": "Real-Time Telemetry Pipeline",
      "excerpt": "Sub-10ms real-time token streaming to all Tikoly dashboard users, powered by the RJ Data Center event cluster.",
      "tags": [
        "builders"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2027-03-12"
    },
    {
      "type": "article",
      "url": "/2027/03/12/builders-real-time-telemetry-pipeline-zh/",
      "title": "Real-Time Telemetry Pipeline [中文待翻译]",
      "excerpt": "实时遥测管道 [中文待翻译]",
      "tags": [
        "builders",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2027-03-12"
    },
    {
      "type": "article",
      "url": "/2026/10/18/builders-tikoly-v0-1-beta/",
      "title": "Tikoly v0.1 Beta",
      "excerpt": "Tikoly v0.1 Beta opens the platform to the first cohort of waitlist members with early access to the Token Burn Dashboard, Model Switcher, and tikosim CLI.",
      "tags": [
        "builders"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-10-18"
    },
    {
      "type": "article",
      "url": "/2026/10/18/builders-tikoly-v0-1-beta-zh/",
      "title": "Tikoly v0.1 Beta [中文待翻译]",
      "excerpt": "Tikoly v0.1 Beta 内测发布 [中文待翻译]",
      "tags": [
        "builders",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-10-18"
    },
    {
      "type": "article",
      "url": "/2026/07/02/content-structure/",
      "title": "Content structure",
      "excerpt": "Tikoly landing content is organized under content/ with articles (explore, news, reports, builders), answers, profile, projects, series, and pages directories.",
      "tags": [
        "tikoly",
        "configuration"
      ],
      "series": "product",
      "seriesName": "Product",
      "date": "2026-07-02"
    },
    {
      "type": "article",
      "url": "/2026/07/01/welcome-to-tikoly/",
      "title": "Welcome to Tikoly",
      "excerpt": "Tikoly is the LLM provider built for agent makers. This site documents features, research reports, product news, and builder events.",
      "tags": [
        "tikoly",
        "overview"
      ],
      "series": "research",
      "seriesName": "Research",
      "date": "2026-07-01"
    },
    {
      "type": "article",
      "url": "/2026/07/01/explore-cost-simulator/",
      "title": "Cost Simulator",
      "excerpt": "Pre-purchase token cost simulation — run real task profiles against any model and see exact dollar burn before committing to a package.",
      "tags": [
        "explore"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-07-01"
    },
    {
      "type": "article",
      "url": "/2026/07/01/explore-cost-simulator-zh/",
      "title": "成本模拟器",
      "excerpt": "购买前的 Token 成本模拟——针对任何模型运行真实任务配置文件，在承诺购买套餐前查看精确的美元消耗。",
      "tags": [
        "explore",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-07-01"
    },
    {
      "type": "article",
      "url": "/2026/07/01/explore-model-switcher/",
      "title": "Model Switcher",
      "excerpt": "Instantly switch between 15+ LLM models mid-session and see the cost impact update in real time — DeepSeek, OpenAI, Anthropic, Google, Mistral and more.",
      "tags": [
        "explore"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-07-01"
    },
    {
      "type": "article",
      "url": "/2026/07/01/explore-model-switcher-zh/",
      "title": "模型切换器",
      "excerpt": "在会话中即时切换 15+ 种 LLM 模型，实时查看成本变化——支持 DeepSeek、OpenAI、Anthropic、Google、Mistral 等。",
      "tags": [
        "explore",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-07-01"
    },
    {
      "type": "article",
      "url": "/2026/07/01/explore-token-burn-dashboard/",
      "title": "Token Burn Dashboard",
      "excerpt": "Real-time token usage monitoring across all LLM calls — input, output, cached, and reasoning tokens displayed per-request and cumulative.",
      "tags": [
        "explore"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-07-01"
    },
    {
      "type": "article",
      "url": "/2026/07/01/explore-token-burn-dashboard-zh/",
      "title": "Token 消耗仪表盘",
      "excerpt": "实时监控所有 LLM 调用的 Token 使用情况——输入、输出、缓存和推理 Token，按请求和累计显示。",
      "tags": [
        "explore",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-07-01"
    },
    {
      "type": "article",
      "url": "/2026/04/18/news-tikoly-opens-waitlist-for-agent-first-llm-provider/",
      "title": "Tikoly Opens Waitlist for Agent-First LLM Provider",
      "excerpt": "Agent makers can now register for early access to Tikoly — the LLM provider built for multi-turn agent workflows with real-time cost visibility and 99.999% auditability.",
      "tags": [
        "news"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-04-18"
    },
    {
      "type": "article",
      "url": "/2026/04/18/news-tikoly-opens-waitlist-for-agent-first-llm-provider-zh/",
      "title": "Tikoly 开启面向智能体构建者的 LLM 提供商内测申请",
      "excerpt": "智能体构建者现可注册 Tikoly 早期访问——专为多轮智能体工作流构建的 LLM 提供商，具备实时成本可见性和 99.999% 可审计性。",
      "tags": [
        "news",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-04-18"
    },
    {
      "type": "article",
      "url": "/2026/04/07/report-cost-deepseek-v4-analysis/",
      "title": "COST / DEEPSEEK V4 ANALYSIS",
      "excerpt": "Per-million-token cost breakdown across all Tikoly-supported models. DeepSeek v4 Flash delivers the lowest cost per token for high-throughput agent tasks.",
      "tags": [
        "reports"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-04-07"
    },
    {
      "type": "article",
      "url": "/2026/04/07/report-cost-deepseek-v4-analysis-zh/",
      "title": "成本 / DEEPSEEK V4 分析",
      "excerpt": "Tikoly 支持的所有模型的每百万 Token 成本分析。DeepSeek v4 Flash 为高吞吐智能体任务提供最低的每 Token 成本。",
      "tags": [
        "reports",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-04-07"
    },
    {
      "type": "article",
      "url": "/2026/03/30/news-tikosim-token-simulator-now-available-as-free-cli/",
      "title": "tikosim Token Simulator Now Available as Free CLI",
      "excerpt": "Download tikosim — a real-time LLM token cost simulator that lets agent makers compare models, task profiles, and pricing tiers before buying a token package.",
      "tags": [
        "news"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-03-30"
    },
    {
      "type": "article",
      "url": "/2026/03/30/news-tikosim-token-simulator-now-available-as-free-cli-zh/",
      "title": "tikosim Token 模拟器现以免费 CLI 形式发布",
      "excerpt": "下载 tikosim——一款实时 LLM Token 成本模拟器，让智能体构建者在购买 Token 套餐前比较模型、任务配置文件和定价级别。",
      "tags": [
        "news",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-03-30"
    },
    {
      "type": "article",
      "url": "/2026/03/16/report-usage-token-burn-patterns/",
      "title": "USAGE+TOKEN BURN PATTERNS",
      "excerpt": "Analysis of real-world token consumption across 10,000 agent sessions reveals that context accumulation is the dominant cost driver for multi-turn agent workflows.",
      "tags": [
        "reports"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-03-16"
    },
    {
      "type": "article",
      "url": "/2026/03/16/report-usage-token-burn-patterns-zh/",
      "title": "TOKEN 消耗模式",
      "excerpt": "对 10,000 个智能体会话的 Token 消耗分析显示，上下文累积是多轮智能体工作流的主要成本驱动因素。",
      "tags": [
        "reports",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-03-16"
    },
    {
      "type": "article",
      "url": "/2026/02/11/news-tikoly-partners-with-rj-data-center-for-sub-10ms-inference/",
      "title": "Tikoly Partners with RJ Data Center for Sub-10ms Inference",
      "excerpt": "Direct peering with RJ Data Center brings Tikoly's median inference latency below 10ms, enabling real-time agent applications that cannot tolerate jitter.",
      "tags": [
        "news"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-02-11"
    },
    {
      "type": "article",
      "url": "/2026/02/11/news-tikoly-partners-with-rj-data-center-for-sub-10ms-inference-zh/",
      "title": "Tikoly 与 RJ 数据中心达成合作，实现亚 10ms 推理",
      "excerpt": "与 RJ 数据中心的直接对等连接使 Tikoly 的中位推理延迟低于 10ms，为无法容忍抖动的实时智能体应用提供支持。",
      "tags": [
        "news",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-02-11"
    },
    {
      "type": "article",
      "url": "/2026/02/02/report-performance-latency-benchmarks/",
      "title": "PERFORMANCE / LATENCY BENCHMARKS",
      "excerpt": "End-to-end latency measurements across Tikoly's provider network. The telemetry pipeline delivers sub-10ms median latency for token streaming.",
      "tags": [
        "reports"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-02-02"
    },
    {
      "type": "article",
      "url": "/2026/02/02/report-performance-latency-benchmarks-zh/",
      "title": "性能 / 延迟基准测试",
      "excerpt": "跨 Tikoly 提供商网络的端到端延迟测量。遥测管道为 Token 流提供低于 10ms 的中位延迟。",
      "tags": [
        "reports",
        "zh"
      ],
      "series": "",
      "seriesName": "Article",
      "date": "2026-02-02"
    },
    {
      "type": "answer",
      "title": "How do I get started with Tikoly?",
      "excerpt": "Tikoly is currently in private beta. Join the waitlist at tikoly.com to get early access. Beta users get 1M free tokens to test across all supported models.",
      "url": "/answers/get-started/"
    },
    {
      "type": "answer",
      "title": "What is Tikoly?",
      "excerpt": "Tikoly is an LLM provider purpose-built for agent makers. It gives you real-time token cost visibility, instant model switching across 15+ providers, and double-entry token accounting with 99.999% auditability.",
      "url": "/answers/what-is-tikoly/"
    }
  ]
}