Workstation 部落格
FinOps
標記為 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.
Balinder Walia閱讀 
停止為閒置的 CI 付費：在 Kubernetes 上執行 GitLab Runners
大多數團隊為 CI 付費的方式，彷彿每個夜晚仍是週一清晨。部署在 Kubernetes 上的 GitLab Runners 顛覆了這一現狀：使用臨時作業 Pod，負載時自動擴容，空閒時自動縮容。
Balinder Walia閱讀 
揭示 LLM 瓶頸：可觀測性、OTEL 和成本控制
Workstation 透過可觀察性揭示 LLM 代理瓶頸：OpenTelemetry、Prometheus/Grafana/Thanos、Langfuse — 具有明確的優缺點、成本槓桿和保護利潤的使用指標。
Balinder Walia閱讀 
Claude 模型對比：Haiku vs Sonnet vs Opus vs Fable 5（Mythos 5）
選擇合適的 Claude 模型檔位：Haiku 用於快速路由，Sonnet 用於日常工作，Opus 用於複雜智慧體編碼，Fable 5 用於長週期自主。含 token 預算路由器藍圖。
Balinder Walia閱讀 
Claude Fable 5：Anthropic Mythos 級模型完整指南
Claude Fable 5 是 Anthropic 針對長視野智慧體的 Mythos 級前沿模型。社群反應、YouTube 評論、何時使用以及如何儲存代幣。
Balinder Walia閱讀 
