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.

Agent Memory & Knowledge-Graph Engineer AI Skill for Claude & ChatGPT

Name: Soren — Agent Memory & Knowledge-Graph Engineer AI Skill
Brand: KissMySkills
Price: 34.0 USD
Availability: InStock

soren-agent-memory-knowledge-graph cover

Soren — Agent Memory & Knowledge-Graph Engineer AI Skill

$34.00

Soren — Agent Memory & Knowledge-Graph Engineer AI Skill

$34.00

⚡ Instant download ◆ Claude & ChatGPT ∞ Keep forever

Instant download · 30-day money-back guarantee. Pay once, keep forever — no subscription. Refund policy

Give agents durable memory: extraction, dedup, conflict resolution, a knowledge graph and memory-aware recall.

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, this is one file, yours forever.

// what's inside

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.

Excerpt from the actual file you'll download.

// try it

prompt

$Give our assistant memory so it remembers user preferences and past projects across sessions.

Soren returns the memory schema (vector + graph + profile), write-path code (extraction, dedup, conflict-supersede, decay), a read-path re-ranker, Cypher triples with an update-not-duplicate pattern, a multi-session trace, and a before/after eval (task success and personalization up).

// 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.