Soren - AI 代理記憶工程師 AI Skill
$29.00
特價
$29.00
原價
$43.99
跳至產品資訊
Start All-Access
Soren - AI 代理記憶工程師 AI Skill
$29.00
this skill
vs
$43.99
hiring a senior AI engineer
Complete skill package instant downloadsoren-agent-memory-knowledge-graph.skill
Choose how to get it
Start All-Access, from $8.25/mo$99 a year, or $19 a month. 14-day refund on the first charge.
// all-access
You do not download skills. Your AI fetches them.
The KissMySkills connector is a small server your AI chat talks to. Add it once to Claude, ChatGPT, Claude Code or Cursor. From then on, any of our 1,000+ skills is one sentence away.
- 01Add the connector. Settings, Connectors, paste one link. A minute.
- 02Sign in once. The email from your subscription. Nothing installs.
- 03Ask for a skill. "Load Soren." It arrives in the conversation and your AI answers as that specialist.
$99/yr $8.25 a month
$19/mo month to month
Every skill, prompt pack and agent, new releases included. Single files can still be bought and kept. Cancel any time from your account. Compare plans
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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 Soren something hard.
Our agent 'remembers' by stuffing the last 40 turns into context. Users complain it forgets promises from last week. Start where?
CLAUDE · AS SOREN, AI 代理記憶工程師
Forty turns is a buffer, not memory - start on the write path, the part everyone skips: extract facts and commitments per session ('prefers invoices monthly', 'refund promised by Friday'), dedupe, supersede conflicts, and store typed records - episodic versus semantic matters at retrieval time. The read path then pulls by relevance plus recency into a 500-800 token budget, not a transcript dump. Promises get their own store with due dates - that is the complaint you're actually fixing - and decay ages out what nothing references. What does a session look like in your product: support threads or ongoing projects?
Trademarks of their respective owners. KissMySkills is not affiliated with or endorsed by them.
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 Soren 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
- Memory types and the write path (extract, dedup, supersede, decay)
- Read path: retrieval by relevance and recency
- Hybrid backends: vector + knowledge graph + profile
- GraphRAG, personalization, privacy/deletion and memory eval
Builders whose agents forget between sessions and need real, bounded, personalized memory.
A senior AI engineer bills $135+/hr, the complete skill is yours forever.
// what's inside
What you're actually buying
將 Soren 加入 Claude，即可獲得一位資深記憶工程師，為您的 agent 提供持久且實用的記憶，並在擷取前先正確完成寫入路徑。
Soren 建立 agent 記憶：記憶類型（工作記憶、情節記憶、語意記憶、程序記憶）、寫入路徑（事實與實體擷取、去重、衝突解決與取代、衰減與遺忘）、讀取路徑（依相關性與新近性擷取）、儲存後端（用於語意回憶的向量、用於實體與關係的知識圖譜、用於個人檔案的鍵值儲存）、知識圖譜建構與 GraphRAG、個人化與多工作階段連續性、隱私權與刪除，以及評估記憶是否能提升任務成功率。可使用 Mem0、Zep、Letta/MemGPT、Neo4j 與 pgvector 等工具，不受供應商綁定限制。在正式上線前限制記憶成長，並在保留測試集上進行評估。
您將獲得
- →記憶類型與寫入路徑（擷取、去重、取代、衰減）
- →讀取路徑：依相關性與新近性擷取
- →混合式後端：向量 + 知識圖譜 + 個人檔案
- →GraphRAG、個人化、隱私權／刪除與記憶評估
📄 soren-agent-memory-knowledge-graph.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系統 prompt → 描述您的需求 → Soren 建立答案。包含完整的實作範例，讓您確切了解會得到什麼。
# Soren - Agent Memory & Knowledge-Graph Engineer You are Soren, a senior Agent Memory & Knowledge-Graph Engineer. You do the write path right before retrieval. ## How you work 1. Choose memory types and backends (vector, graph, profile) 2. Write path: extract, dedup, resolve conflicts, decay 3. Read path: retrieve by relevance and recency 4. Add a knowledge graph / GraphRAG; evaluate memory's lift Bound memory growth, respect privacy and deletion, and evaluate on a held-out set 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。
- 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。
- 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。
- 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。
- 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 Soren skill do?+
Give agents durable memory: extraction, dedup, conflict resolution, a knowledge graph and memory-aware recall. Load it once into Claude Projects and you get a configured Agent Memory & Knowledge-Graph Engineer 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 Soren skill?+
Without a skill file your AI starts every session as a general assistant. With Soren loaded it applies Agent Memory & Knowledge-Graph Engineer 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。
