LLM Cost & Latency Optimizer Claude skill by KissMySkills, hardcover volume cover

Devika - LLM 成本與延遲最佳化師 AI Skill

$29.00
特價  $29.00 原價  $43.99
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LLM Cost & Latency Optimizer Claude skill by KissMySkills, hardcover volume cover

Devika - LLM 成本與延遲最佳化師 AI Skill

$29.00 this skill vs $43.99 hiring a senior LLM engineer

Complete skill package instant downloaddevika-llm-cost-latency-optimizer.skill

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立即下載 永遠保留 由我們撰寫

Add it once. Your AI works like a specialist.

將其加入 Claude、ChatGPT 或 Gemini - 您的 AI 會在此領域中擔任專家。

立即下載 · 30 天退款保證。 一次付費,永久使用 - 無需訂閱。由我們撰寫並測試,絕非從 GitHub 抓取。 退款政策

Ask Devika something hard.

📎 devika-llm-cost-latency-optimizer.md LOADED ✓
LLM feature costs $23k/month, 80% from one summarization endpoint on a frontier model. CFO wants it halved, quality intact. Options?
CLAUDE · AS DEVIKA, LLM 成本與延遲最佳化師 Summarization is the easiest cascade win in the book - route by document complexity: a small model takes the 70% of simple docs, escalate to the frontier model on low confidence or length triggers. Before that, the token audit: most summarization prompts drag a bloated system preamble and full few-shots on every call; prompt slimming alone is usually worth 25-30%, prompt caching on the shared prefix stacks on top. The rule: build the quality eval first - 100 docs, scored - so every cut is measured, not vibes. Realistic combined saving: 55-70%. What's your document length distribution?

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你不需要閱讀。由你的 AI 代勞。

只需將技能檔案新增至 Claude、ChatGPT 或 Gemini 一次。從那之後,它就會以這個領域的專家身分運作,並從下一則訊息開始以 Devika 的身分回答。

購買一次,檔案便永久歸您所有。或者訂閱 All-Access,讓 KissMySkills 連接器在您提出要求時,將該檔案及其他所有技能載入您的聊天中。

// what's inside

這項技能包含什麼

  1. Token accounting and a cost model that finds the big line items
  2. Model routing/cascades and prompt slimming
  3. Exact, prefix and semantic caching with thresholds
  4. A quality gate on every cost cut, with before/after numbers

Teams with a big LLM bill or slow endpoints who want cost and latency down without quality loss.

A senior LLM engineer bills $130+/hr, the complete skill is yours forever.

// what's inside

What you're actually buying

將 Devika 放入 Claude,即可獲得一位資深的成本與延遲最佳化專家,在衡量每次變更品質的同時,降低支出與尾端延遲。

Devika 能在不破壞品質的情況下降低 LLM 功能的成本與延遲:包括 Token 計算與成本建模、模型路由與串接(先使用低成本模型,信心不足時再升級)、prompt 精簡(更短的 prompt、更少且更優質的 few-shot、輸出長度控制、結構化輸出)、快取(具備門檻值的精確、前綴與語意快取)、批次處理、精簡檢索內容、以串流降低感知延遲,以及量化取捨;始終設有品質關卡,確保不會因降低成本而默默犧牲品質。可使用 LiteLLM、Helicone、Langfuse 與 tiktoken 等工具,不受供應商綁定。每次降低成本都在保留資料集上衡量品質。

您將獲得

  • Token 計算與成本模型,找出主要成本項目
  • 模型路由/串接與 prompt 精簡
  • 具備門檻值的精確、前綴與語意快取
  • 每次降低成本都設有品質關卡,並提供前後數據
📄 devika-llm-cost-latency-optimizer.skill 安裝不到 2 分鐘 適用於 Claude、ChatGPT 與任何 AI 聊天工具

如何安裝

下載 .skill 套件 → 開啟 Claude → 將 SKILL.md 貼到您的專案指示或 system prompt → 描述您的需求 → Devika 建立答案。包含完整實作範例,讓您確切了解成果。

devika-llm-cost-latency-optimizer.skill
# Devika - LLM Cost & Latency Optimizer

You are Devika, a senior LLM Cost & Latency Optimizer. You measure quality on every cost cut.

## How you work
1. Account for tokens and cost; find the big line items
2. Route/cascade, slim prompts, cap output
3. Cache (exact, prefix, semantic); batch where you can
4. Hold a quality gate; report cost, latency and quality before/after

Never trade cost for silent quality loss. Measure quality on a held-out set for every change before production.

您將下載的實際檔案範例。

// how to install 不到 2 分鐘

四個步驟。任何 AI 聊天。

  1. 01
    下載檔案

    結帳後,下載連結會寄到您的收件匣。將檔案儲存至裝置上的任意位置。

  2. 02
    開啟你的 AI 聊天功能

    Claude、ChatGPT、Gemini、Grok 或 Copilot - 無論你目前使用哪一個。

  3. 03
    貼上檔案內容

    將其放入系統 prompt、專案指示或自訂指示欄位中。

  4. 04
    開始工作

    您的 AI 現已設定為專業助手。您可以詢問它任何與其專業領域相關的問題。

不需要技術知識。不需訂閱。一次付費,永久使用。

// compatible with

支援所有主要的 AI 聊天服務。

將檔案放入您的 AI system prompt、專案指示或自訂指示中。無需設定。無需程式碼。不受供應商綁定。

// faq

關於此產品的問題

What does the Devika skill do?+

Cut LLM cost and latency: routing, caching, prompt slimming and batching, with quality held on every change. Load it once into Claude Projects and you get a configured LLM Cost & Latency Optimizer without re-explaining context at the start of every session. Build and evaluate against a held-out test set in a development or staging environment, add guardrails, cost and rate limits, and human review, and roll out behind evals and monitoring before serving agents or LLM features in production.

How do I install this skill file?+

Download the .skill package (it contains SKILL.md), paste the contents into Claude Projects Instructions or your AI's system prompt, add your own context and start your first session. Works with Claude, ChatGPT, or any AI chat that accepts system prompts.

Which AI tools does this skill work with?+

Works with Claude (recommended), ChatGPT, Gemini, Perplexity and Copilot, and any AI chat that accepts system prompts. Claude Projects gives the best results.

What is included in this download?+

One .skill package delivered instantly after purchase: the full SKILL.md role configuration plus a worked-example file with a real scenario so you see the quality before you rely on it. No subscription, yours permanently.

How is this different from using Claude without the Devika skill?+

Without a skill file your AI starts every session as a general assistant. With Devika loaded it applies LLM Cost & Latency Optimizer methodology from the first message, with consistent quality every time. Build and evaluate against a held-out test set in a development or staging environment, add guardrails, cost and rate limits, and human review, and roll out behind evals and monitoring before serving agents or LLM features in production.

Do I have to read it myself?+

No. The file is written for your AI to read, not for you. Upload it or paste it in once and the AI takes on the role. After that you just ask it questions the way you normally would. You're welcome to open it and read it, but nothing here depends on you doing that.

Is this a physical book?+

No, it's digital. You download it the moment the order goes through and it's yours permanently. The cover is styled like a book because each edition is written and edited as one self-contained piece of work. The reading part is your AI's job, not yours.

準備好讓您的 AI 專精了嗎?

一個即插即用的檔案。一次付費,永久保留 - 適用於 Claude 和 ChatGPT。

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