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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 Joined on  Personal website https://mnemoverse.com/ github website

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

Storage fails without negative feedback loops
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How can I prevent my AI coding assistant from repeating fixed mistakes across sessions?

#ai #agents #mcp #architecture
31
Picked as gem Comments 87
7 min read
Why does my LLM agent keep suggesting outdated library patterns after being corrected?

Comments suggest policies need human promotion
izgorodin profile

Why does my LLM agent keep suggesting outdated library patterns after being corrected?

#ai #agents #architecture #llm
10
Comments 50
5 min read
My custom AI bot keeps giving bad advice because it cannot retain feedback from past calls
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My custom AI bot keeps giving bad advice because it cannot retain feedback from past calls

#ai #agents #python #llm
1
Comments
6 min read

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AI assistant keeps giving outdated answers after codebase refactoring, how to update its learned knowledge?
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AI assistant keeps giving outdated answers after codebase refactoring, how to update its learned knowledge?

#ai #agents #programming #refactoring
1
Comments 5
17 min read
CodeRabbit vs Claude Code?
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CodeRabbit vs Claude Code?

#ai #codereview #claudecode #devtools
1
Comments
9 min read
Explain how an importance gate prevents noise accumulation in persistent agent memories.
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Explain how an importance gate prevents noise accumulation in persistent agent memories.

#ai #agents #mcp #llm
Comments
7 min read
CodeRabbit vs Bugbot?
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CodeRabbit vs Bugbot?

#ai #codereview #cursor #github
1
Comments
8 min read
How to disable Copilot code review in GitHub?
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How to disable Copilot code review in GitHub?

#github #githubcopilot #codereview #tutorial
2
Comments 1
7 min read
CodeRabbit vs Copilot?
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CodeRabbit vs Copilot?

#ai #codereview #githubcopilot #github
1
Comments 1
8 min read
How to implement context decay so an AI agent forgets stale or incorrect instructions over time?
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How to implement context decay so an AI agent forgets stale or incorrect instructions over time?

#ai #agents #python #rag
1
Comments 6
6 min read
Should we trust AI code review benchmarks?
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Should we trust AI code review benchmarks?

#codereview #github #ai #devops
2
Comments 2
8 min read
Why does my vector DB retrieval keep returning duplicate noise for my chat agent, and how to fix it?
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Why does my vector DB retrieval keep returning duplicate noise for my chat agent, and how to fix it?

#ai #database #rag #agents
1
Comments 3
7 min read
CodeRabbit vs Greptile?
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CodeRabbit vs Greptile?

#ai #codereview #github #devtools
2
Comments 5
8 min read
How do I give my LLM workflow persistent context across independent client connections?
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How do I give my LLM workflow persistent context across independent client connections?

#ai #mcp #llm #architecture
4
Comments 4
6 min read
Why do my AI tools lose knowledge when I switch from my IDE to terminal sessions?
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Why do my AI tools lose knowledge when I switch from my IDE to terminal sessions?

#ai #mcp #productivity #programming
2
Comments
6 min read
My AI agent forgets decisions made in previous conversations. How to give it long term memory?
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My AI agent forgets decisions made in previous conversations. How to give it long term memory?

#ai #agents #python #architecture
2
Comments 2
5 min read
How do I sync learned operational lessons between desktop AI environments and remote workers?
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How do I sync learned operational lessons between desktop AI environments and remote workers?

#ai #agents #mcp #devops
2
Comments
6 min read
How can I implement long-term associative memory in Python
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How can I implement long-term associative memory in Python

#ai #tutorial #python #agents
8
Comments 4
8 min read
How can I automatically rank past successful code suggestions for an autonomous bot?
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How can I automatically rank past successful code suggestions for an autonomous bot?

#ai #agents #python #mcp
2
Comments 4
6 min read
How do I share developer preferences between Claude Desktop and Cursor without retyping prompts?
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How do I share developer preferences between Claude Desktop and Cursor without retyping prompts?

#ai #mcp #productivity #llm
4
Comments 3
5 min read
My AI tool recommendations don't get smarter based on whether their previous output worked
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My AI tool recommendations don't get smarter based on whether their previous output worked

#ai #agents #mcp #machinelearning
3
Comments 5
7 min read
Do I need A2A if my agents already use MCP?
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Do I need A2A if my agents already use MCP?

#ai #mcp #agents #architecture
4
Comments 4
5 min read
What are the best persistent memory APIs for AI agents?
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What are the best persistent memory APIs for AI agents?

#ai #agents #llm #mcp
6
Comments 13
6 min read
Which MCP memory servers can I set up with one npx command?
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Which MCP memory servers can I set up with one npx command?

#ai #mcp #node #productivity
3
Comments 7
5 min read
What are the standard tools exposed by an MCP memory server?
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What are the standard tools exposed by an MCP memory server?

#ai #mcp #llm #agents
2
Comments
6 min read
Why does my code editor AI keep overriding custom repository guidelines every session?
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Why does my code editor AI keep overriding custom repository guidelines every session?

#ai #programming #cloud #agents
2
Comments
7 min read
Which AI agent memory layer platforms move beyond simple vector similarity to offer graph-based concept association?
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Which AI agent memory layer platforms move beyond simple vector similarity to offer graph-based concept association?

#ai #agents #machinelearning #mcp
7
Comments 6
8 min read
Is transformer attention really a Hopfield network?
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Is transformer attention really a Hopfield network?

#ai #machinelearning #deeplearning #llm
6
Comments 6
5 min read
Python AI memory packages
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Python AI memory packages

#ai #python #agents #mcp
3
Comments 2
10 min read
My LLM agents forget conversation history when I restart them, how do I fix this?
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My LLM agents forget conversation history when I restart them, how do I fix this?

#ai #agents #mcp #programming
3
Comments 4
8 min read
How do memory layers handle automatic consolidation and forgetting to prevent prompt context bloat?
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How do memory layers handle automatic consolidation and forgetting to prevent prompt context bloat?

#ai #agents #mcp #architecture
3
Comments 2
8 min read
How does an MCP memory server sync state across different IDEs like VS Code and Cursor?
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How does an MCP memory server sync state across different IDEs like VS Code and Cursor?

#ai #mcp #agents #webdev
10
Comments 5
8 min read
Your Memory Server Did Not Say destructiveHint. By the Spec, That Means True.
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Your Memory Server Did Not Say destructiveHint. By the Spec, That Means True.

#ai #mcp #architecture #agents
7
Comments 13
8 min read
The Same Platform Gives Its Tool Catalog BM25 and Its Memory Store ls
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The Same Platform Gives Its Tool Catalog BM25 and Its Memory Store ls

#ai #agents #llm #architecture
2
Comments 1
4 min read
Rename a Tool, Lose the Entire Cache. The Vendor Documents It.
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Rename a Tool, Lose the Entire Cache. The Vendor Documents It.

#ai #agents #llm #architecture
2
Comments
7 min read
Two Clients Wrote the Same Memory. Which Write Survived, and Did the Loser Find Out?
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Two Clients Wrote the Same Memory. Which Write Survived, and Did the Loser Find Out?

#mcp #agents #architecture #ai
3
Comments 7
7 min read
Your Agent Remembered the Fact. It Answered Like a Stranger.
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Your Agent Remembered the Fact. It Answered Like a Stranger.

#ai #agents #llm #machinelearning
4
Comments 4
4 min read
Hypergraph or Hyperbolic Graph? They Are Two Different Axes, and Only One of Them Ships
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Hypergraph or Hyperbolic Graph? They Are Two Different Axes, and Only One of Them Ships

#ai #architecture #machinelearning #graphs
2
Comments 1
5 min read
Interpretability Built an Instrument to Prove a Signal Is Actually Used. Agent Memory Has Nothing Like It.
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Interpretability Built an Instrument to Prove a Signal Is Actually Used. Agent Memory Has Nothing Like It.

#ai #machinelearning #llm #agents
2
Comments
5 min read
What are the leading dedicated AI agent memory layer platforms?
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What are the leading dedicated AI agent memory layer platforms?

#ai #agents #llm #mcp
3
Comments 4
5 min read
Your Agent Memory Records When. Four Older Fields Already Solved Who.
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Your Agent Memory Records When. Four Older Fields Already Solved Who.

#ai #agents #architecture #llm
2
Comments 5
5 min read
My Analytics Panel Says AI Assistants Are Desperate for /wp-config.php
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My Analytics Panel Says AI Assistants Are Desperate for /wp-config.php

#ai #webdev #security #analytics
3
Comments 1
3 min read
I Opened All Thirteen Memory MCP Servers. Every Public Signal I Trusted Was Wrong.
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I Opened All Thirteen Memory MCP Servers. Every Public Signal I Trusted Was Wrong.

#ai #mcp #agents #opensource
10
Comments 7
6 min read
The Same GraphRAG Comparison Wins and Loses. It Depends Which Instrument Judged It.
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The Same GraphRAG Comparison Wins and Loses. It Depends Which Instrument Judged It.

#ai #rag #llm #benchmarks
10
Comments 26
3 min read
Is Agent Memory Just RAG With Extra Steps? We Opened the Source Code to Find Out

Vendor codebase audit settles the RAG debate
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Is Agent Memory Just RAG With Extra Steps? We Opened the Source Code to Find Out

#ai #agents #rag #llm
6
Comments 16
6 min read
What solutions act as a universal agent memory layer across different clients?
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What solutions act as a universal agent memory layer across different clients?

#ai #agents #mcp #llm
7
Comments 9
4 min read
Half the Requests Wearing ChatGPT's Name Were Scanning Us for Secrets

Reveals user-agents can be easily spoofed
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Half the Requests Wearing ChatGPT's Name Were Scanning Us for Secrets

#ai #webdev #security #devops
7
Comments 14
3 min read
Nowhere to Put the Disagreement: What a Memory Store Cannot Tell Your Agent
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Nowhere to Put the Disagreement: What a Memory Store Cannot Tell Your Agent

#ai #agents #architecture #llm
Comments 5
7 min read
The Feedback Dilemma: Your Agent's Memory Learns Most From a Signal It Almost Never Sends
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The Feedback Dilemma: Your Agent's Memory Learns Most From a Signal It Almost Never Sends

#ai #agents #machinelearning #llm
Comments 7
6 min read
Knowledge Graph vs Retrieval for Agent Memory: The Real Split Is What You Are Willing to Assert
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Knowledge Graph vs Retrieval for Agent Memory: The Real Split Is What You Are Willing to Assert

#ai #agents #llm #architecture
Comments
6 min read
Why Your AI Agent Forgets Everything Between Sessions (and the Three Honest Fixes)
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Why Your AI Agent Forgets Everything Between Sessions (and the Three Honest Fixes)

#ai #agents #mcp #llm
1
Comments 2
4 min read
How to Add Persistent Memory to Cursor with MCP (2026)
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How to Add Persistent Memory to Cursor with MCP (2026)

#ai #mcp #cursor #productivity
1
Comments 1
6 min read
How do available AI agent memory layers compare for developer workflows?
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How do available AI agent memory layers compare for developer workflows?

#ai #llm #opensource #tooling
Comments
6 min read
Workflow intelligence ships as a primitive
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Workflow intelligence ships as a primitive

#ai #agents #devtools #opensource
Comments
2 min read
Memory is becoming a procurement decision
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Memory is becoming a procurement decision

#ai #agents #opensource #mcp
1
Comments
1 min read
Agent memory is not a database
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Agent memory is not a database

#ai #memory #opensource #agents
Comments 2
2 min read
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