Workstation 博客
FinOps
标记为 FinOps 的文章。
Trading costs with agents: what an AI agent really costs to run
AI agents move cost rather than remove it. Learn why the token bill grows with the square of loop steps, how caching and compaction bend the curve, and a playbook for pricing, budgeting and capping an agent before it reaches production.
The energy cost of LLM code optimisation, and when it pays back
A 2026 study found LLM-optimised code used more energy per run than the human reference in 42 of 44 configurations. Learn the break-even rule, how to measure joules per run on Linux, and a workflow for keeping only the rewrites that pay back.
Cutting LLM Inference Costs: Lessons from Cloudflare's 68% Cut
Cloudflare cut its AI code reviewer's average cost per review by 68%. Here is what that number does and does not mean, and a measured playbook for your own workload: prompt cache breakpoints, fewer agent calls, right-sized models and batch.
Observability Is Not Optional: Make It a Business Standard
Why fragmented monitoring creates blind spots, duplicate spend, and slow incidents — and how to make centralised observability a non-negotiable company standard.
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停止为闲置的 CI 付费：在 Kubernetes 上运行 GitLab Runners
大多数团队为 CI 付费的方式，仿佛每个夜晚仍是周一清晨。部署在 Kubernetes 上的 GitLab Runners 颠覆了这一现状：使用临时作业 Pod，负载时自动扩容，空闲时自动缩容。
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揭示 LLM 瓶颈：可观测性、OTEL 和成本控制
Workstation 通过可观察性揭示 LLM 代理瓶颈：OpenTelemetry、Prometheus/Grafana/Thanos、Langfuse — 具有明确的优缺点、成本杠杆和保护利润的使用指标。
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Claude 模型对比：Haiku vs Sonnet vs Opus vs Fable 5（Mythos 5）
选择合适的 Claude 模型档位：Haiku 用于快速路由，Sonnet 用于日常工作，Opus 用于复杂智能体编码，Fable 5 用于长周期自主。含 token 预算路由器蓝图。
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Claude Fable 5：Anthropic Mythos 级模型完整指南
Claude Fable 5 是 Anthropic 针对长视野智能体的 Mythos 级前沿模型。社区反应、YouTube 评论、何时使用以及如何保存代币。
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