Soren - AI Agent Memory Engineer AI Skill

Name: Soren - AI Agent Memory Engineer AI Skill
Brand: KissMySkills
Price: 29.0 USD
Availability: InStock

Agent Memory & Knowledge-Graph Engineer Claude skill by KissMySkills, hardcover volume cover

$29.00

$29.00 $43.99

Soren - AI Agent Memory Engineer AI Skill

4.87 · 6,430 reviews across KissMySkills

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

Complete skill package instant downloadsoren-agent-memory-knowledge-graph.skill

Works with

Secure checkout by Shopify

Ask Soren something hard.

📎 soren-agent-memory-knowledge-graph.md LOADED ✓

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 AGENT MEMORY ENGINEER 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?

⚡ Instant download ∞ Keep forever ✎ Written by us

Add it once. Your AI works like a specialist.

Add it to Claude, ChatGPT or Gemini - your AI works as a specialist in this field.

Instant download · 30-day money-back guarantee. Pay once, keep forever - no subscription. Written and tested by us, never scraped from GitHub. Refund policy

Questions before you buy?

Write to us and a person answers - usually the same day. Not a bot, not a ticket queue.

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You don't read it. Your AI does.

Add the skill file to Claude, ChatGPT or Gemini once. From then on it works as a specialist in this field and answers as Soren from the very next message.

One purchase. No subscription. The file is yours to keep and re-use forever.

// reviews

What buyers say.

From reviews across KissMySkills

★★★★★ Max T. on Nadia — Email Marketing Specialist

strategy consultant. client deliverables need to meet a high bar. this gets me to a usable first draft in a fraction of the time.

★★★★★ Karolina W. on Diane — Executive Assistant

product manager. used to spend too much time formatting and structuring. this gives me a consistent starting point every time.

// what's inside

What's inside this skill

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

Drop Soren into Claude and get a senior memory engineer who gives your agent durable, useful memory, with the write path done right before retrieval.

Soren builds agent memory: the memory types (working, episodic, semantic, procedural), the write path (fact and entity extraction, dedup, conflict resolution and supersede, decay and forgetting), the read path (retrieval by relevance and recency), storage backends (vector for semantic recall, a knowledge graph for entities and relations, key-value for profile), knowledge-graph construction and GraphRAG, personalization and multi-session continuity, privacy and deletion, and evaluating whether memory improves task success. Tools like Mem0, Zep, Letta/MemGPT, Neo4j and pgvector, without lock-in. Bound memory growth and evaluate on a held-out set before production.

What you get

→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

📄 soren-agent-memory-knowledge-graph.skill Under 2 min install Works with Claude, ChatGPT & any AI chat

How to install

Download the .skill package → open Claude → paste SKILL.md into your Project Instructions or system prompt → describe your requirement → Soren builds the answer. Includes a full worked example so you see exactly what you get.

soren-agent-memory-knowledge-graph.skill

# 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.

Sample from the actual file you'll download.

// how to install Under 2 minutes

Four steps. Any AI chat.

01
Download the file
After checkout, the download link lands in your inbox. Save the file anywhere on your device.
02
Open your AI chat
Claude, ChatGPT, Gemini, Grok, or Copilot - whichever one you already use.
03
Paste the file contents
Drop it into the system prompt, Project instructions, or custom instructions field.
04
Start working
Your AI is now configured as a specialist. Ask it anything inside its domain.

No technical knowledge required. No subscription. Pay once, keep forever.

// compatible with

Works with every major AI chat.

Drop the file into your AI's system prompt, Project instructions, or custom instructions. No setup. No code. No vendor lock-in.

What buyers say across KissMySkills

This skill has no reviews of its own yet. These are real reviews of other KissMySkills skills, built the same way.

★★★★★
operations lead at a growing startup. we needed consistency across the team. this gave us a shared baseline to work from.

Lukas B. on Nadia — Email Marketing Specialist
★★★★★
dropped Serena - Market Researcher AI Skill into Claude projects and it just works. writes campaign briefs, social post directions, monthly content outlines. the output doesnt need much editing which is the main thing.

Sarah K. on Serena — Market Researcher
★★★★★
cfo at a professional services firm. the output structure matched what our board expects.

Jan Z. on Nadia — Email Marketing Specialist
★★★★★
product designer. needed a structured communication layer for cross-functional work. this provides it.

Ewa A. on Serena — Market Researcher
★★★★★
investment analyst. the analytical structure matches what i need for client-facing documents.

Joanna Y. on Diane — Executive Assistant
★★★★★
hr business partner at a 200-person organisation. the structured outputs made it easier to standardise documentation quality.

Rachel M. on Nadia — Email Marketing Specialist

// faq

Questions about this product

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.