Edward Izgorodin

Building persistent memory for AI agents at Mnemoverse. I write about the unglamorous half: forgetting, contradiction, and the moment an agent confidently repeats a fact you retracted.

Joined on Jun 17, 2026 https://mnemoverse.com/

Pinned

Storage fails without negative feedback loops

Edward Izgorodin

Sep 15

How can I prevent my AI coding assistant from repeating fixed mistakes across sessions?

#ai #agents #mcp #architecture

7 min read

Comments suggest policies need human promotion

Edward Izgorodin

Aug 19

Why does my LLM agent keep suggesting outdated library patterns after being corrected?

#ai #agents #architecture #llm

5 min read

Edward Izgorodin

Sep 29

How can I automatically rank past successful code suggestions for an autonomous bot?

#ai #agents #python #mcp

6 min read

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Edward Izgorodin

Sep 28

How do I share developer preferences between Claude Desktop and Cursor without retyping prompts?

#ai #mcp #productivity #llm

5 min read

Edward Izgorodin

Sep 26

My AI tool recommendations don't get smarter based on whether their previous output worked

#ai #agents #mcp #machinelearning

7 min read

Edward Izgorodin

Sep 25

Do I need A2A if my agents already use MCP?

#ai #mcp #agents #architecture

5 min read

Edward Izgorodin

Sep 24

What are the best persistent memory APIs for AI agents?

#ai #agents #llm #mcp

6 min read

Edward Izgorodin

Sep 23

Which MCP memory servers can I set up with one npx command?

#ai #mcp #node #productivity

5 min read

Edward Izgorodin

Sep 22

What are the standard tools exposed by an MCP memory server?

#ai #mcp #llm #agents

6 min read

Edward Izgorodin

Sep 21

Why does my code editor AI keep overriding custom repository guidelines every session?

#ai #programming #cloud #agents

7 min read

Edward Izgorodin

Sep 19

Which AI agent memory layer platforms move beyond simple vector similarity to offer graph-based concept association?

#ai #agents #machinelearning #mcp

8 min read

Edward Izgorodin

Sep 19

Is transformer attention really a Hopfield network?

#ai #machinelearning #deeplearning #llm

5 min read

Edward Izgorodin

Sep 18

Which Python package actually gives my agent memory after pip install?

#ai #python #agents #mcp

10 min read

Edward Izgorodin

Sep 17

My LLM agents forget conversation history when I restart them, how do I fix this?

#ai #agents #mcp #programming

8 min read

Edward Izgorodin

Sep 16

How do memory layers handle automatic consolidation and forgetting to prevent prompt context bloat?

#ai #agents #mcp #architecture

8 min read

Edward Izgorodin

Sep 14

How does an MCP memory server sync state across different IDEs like VS Code and Cursor?

#ai #mcp #agents #webdev

8 min read

Edward Izgorodin

Sep 12

Your Memory Server Did Not Say destructiveHint. By the Spec, That Means True.

#ai #mcp #architecture #agents

8 min read

Edward Izgorodin

Sep 10

The Same Platform Gives Its Tool Catalog BM25 and Its Memory Store ls

#ai #agents #llm #architecture

4 min read

Edward Izgorodin

Sep 10

Rename a Tool, Lose the Entire Cache. The Vendor Documents It.

#ai #agents #llm #architecture

7 min read

Edward Izgorodin

Sep 9

Two Clients Wrote the Same Memory. Which Write Survived, and Did the Loser Find Out?

#mcp #agents #architecture #ai

7 min read

Edward Izgorodin

Sep 8

Your Agent Remembered the Fact. It Answered Like a Stranger.

#ai #agents #llm #machinelearning

4 min read

Edward Izgorodin

Sep 7

Hypergraph or Hyperbolic Graph? They Are Two Different Axes, and Only One of Them Ships

#ai #architecture #machinelearning #graphs

5 min read

Edward Izgorodin

Sep 5

Interpretability Built an Instrument to Prove a Signal Is Actually Used. Agent Memory Has Nothing Like It.

#ai #machinelearning #llm #agents

5 min read

Edward Izgorodin

Sep 3

Best AI Agent Memory in 2026: A Decision Map, Not a Ranking

#ai #agents #llm #mcp

5 min read

Edward Izgorodin

Sep 2

Your Agent Memory Records When. Four Older Fields Already Solved Who.

#ai #agents #architecture #llm

5 min read

Edward Izgorodin

Sep 1

My Analytics Panel Says AI Assistants Are Desperate for /wp-config.php

#ai #webdev #security #analytics

3 min read

Edward Izgorodin

Aug 31

I Opened All Thirteen Memory MCP Servers. Every Public Signal I Trusted Was Wrong.

#ai #mcp #agents #opensource

6 min read

Edward Izgorodin

Aug 29

The Same GraphRAG Comparison Wins and Loses. It Depends Which Instrument Judged It.

#ai #rag #llm #benchmarks

3 min read

Vendor codebase audit settles the RAG debate

Edward Izgorodin

Aug 27

Is Agent Memory Just RAG With Extra Steps? We Opened the Source Code to Find Out

#ai #agents #rag #llm

6 min read

Edward Izgorodin

Aug 26

What solutions act as a universal agent memory layer across different clients?

#ai #agents #mcp #llm

4 min read

Reveals user-agents can be easily spoofed

Edward Izgorodin

Aug 25

Half the Requests Wearing ChatGPT's Name Were Scanning Us for Secrets

#ai #webdev #security #devops

3 min read

Edward Izgorodin

Aug 24

Nowhere to Put the Disagreement: What a Memory Store Cannot Tell Your Agent

#ai #agents #architecture #llm

7 min read

Edward Izgorodin

Aug 21

The Feedback Dilemma: Your Agent's Memory Learns Most From a Signal It Almost Never Sends

#ai #agents #machinelearning #llm

6 min read

Edward Izgorodin

Aug 17

Knowledge Graph vs Retrieval for Agent Memory: The Real Split Is What You Are Willing to Assert

#ai #agents #llm #architecture

6 min read

Edward Izgorodin

Aug 14

Why Your AI Agent Forgets Everything Between Sessions (and the Three Honest Fixes)

#ai #agents #mcp #llm

4 min read

Edward Izgorodin

Aug 12

How to Add Persistent Memory to Cursor with MCP (2026)

#ai #mcp #cursor #productivity

6 min read

Edward Izgorodin

Aug 10

How do available AI agent memory layers compare for developer workflows?

#ai #llm #opensource #tooling

6 min read

Edward Izgorodin

Jun 29

Workflow intelligence ships as a primitive

#ai #agents #devtools #opensource

2 min read

Edward Izgorodin

Jun 22

Memory is becoming a procurement decision

#ai #agents #opensource #mcp

1 min read

Edward Izgorodin

Jun 18

Agent memory is not a database

#ai #memory #opensource #agents

2 min read

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