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Abdeljabbar Elassali profile picture

Abdeljabbar Elassali

backend engineer spending too much time on wiring MCP servers and debugging context windows across various AI tools

Joined Joined on  Personal website https://vilix.ai
How Much Does It Cost to Give Your AI Agent a Memory? (The Real Math)
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How Much Does It Cost to Give Your AI Agent a Memory? (The Real Math)

#ai #automation #n8n #agents
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5 min read

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How to Add Persistent Memory to a LangChain Agent (5 Options, Ranked by Pain)
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How to Add Persistent Memory to a LangChain Agent (5 Options, Ranked by Pain)

#ai #automation #n8n #agents
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5 min read
Your Make.com AI Agent Forgets Everything Between Runs. Here Is How to Fix It
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Your Make.com AI Agent Forgets Everything Between Runs. Here Is How to Fix It

#ai #automation #n8n #agents
Comments
5 min read
How to Add Long-Term Memory to Your n8n AI Agent (What the Memory Menu Actually Does)
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How to Add Long-Term Memory to Your n8n AI Agent (What the Memory Menu Actually Does)

#ai #automation #n8n #agents
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5 min read
What Your Scheduled AI Agent Should Never Remember: A Do-Not-Store List
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What Your Scheduled AI Agent Should Never Remember: A Do-Not-Store List

#ai #automation #n8n #agents
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5 min read
Do AI Agents Remember User Preferences Between Runs? (No, Unless You Fix It)
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Do AI Agents Remember User Preferences Between Runs? (No, Unless You Fix It)

#ai #automation #n8n #agents
Comments
5 min read
Claude's memory stays inside Claude. 7 alternatives for when your work doesn't
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Claude's memory stays inside Claude. 7 alternatives for when your work doesn't

#ai #automation #n8n #agents
Comments
4 min read
Every AI Memory Tool for Agents, Honestly Compared (September 2026)
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Every AI Memory Tool for Agents, Honestly Compared (September 2026)

#ai #automation #n8n #agents
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5 min read
Stop Siloing Your Agents: How to Share Memory Between Multiple AI Agents
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Stop Siloing Your Agents: How to Share Memory Between Multiple AI Agents

#ai #automation #n8n #agents
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5 min read
Stop Stuffing Your System Prompt: What Belongs in Agent Memory Instead
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Stop Stuffing Your System Prompt: What Belongs in Agent Memory Instead

#ai #automation #n8n #agents
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5 min read
Switching AI Tools? Don't Leave Your Agent's Memory Behind
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Switching AI Tools? Don't Leave Your Agent's Memory Behind

#ai #automation #n8n #agents
Comments
5 min read
Your AI Agent Should Forget: How to Delete Old Memories From Scheduled Agents
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Your AI Agent Should Forget: How to Delete Old Memories From Scheduled Agents

#ai #automation #n8n #agents
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5 min read
Your Scheduled Agent Saved 500 Memories. Now It Can't Find the Right One.
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Your Scheduled Agent Saved 500 Memories. Now It Can't Find the Right One.

#ai #automation #n8n #agents
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5 min read
Smara vs Vilix AI: picking a shared memory layer for your AI tools
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Smara vs Vilix AI: picking a shared memory layer for your AI tools

#ai #automation #agents
Comments
5 min read
Your AI agents keep waking up with amnesia. Here's the fix.
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Your AI agents keep waking up with amnesia. Here's the fix.

#ai #agents #automation #mcp
Comments
4 min read
n8n wipes your AI agent's memory every execution. Here's the workaround.
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n8n wipes your AI agent's memory every execution. Here's the workaround.

#ai #agents #automation #n8n
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4 min read
Your cron job has amnesia: give scheduled AI tasks a memory
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Your cron job has amnesia: give scheduled AI tasks a memory

#ai #agents #automation
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4 min read
One memory for Claude Code and Codex: stop copy-pasting context
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One memory for Claude Code and Codex: stop copy-pasting context

#ai #agents #claude
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4 min read
Stop re-briefing your AI agent every run
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Stop re-briefing your AI agent every run

#ai #agents #automation
Comments
4 min read
Claude Code forgets everything when you close it. Fix that.
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Claude Code forgets everything when you close it. Fix that.

#ai #agents #claude
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4 min read
MCP memory servers, explained: give every AI tool the same brain
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MCP memory servers, explained: give every AI tool the same brain

#ai #agents #mcp #automation
Comments
4 min read
Agent-to-agent handoffs without the game of telephone
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Agent-to-agent handoffs without the game of telephone

#ai #agents #automation
Comments
4 min read
How to Audit What Your Scheduled AI Agent Actually Remembers
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How to Audit What Your Scheduled AI Agent Actually Remembers

#ai #automation #n8n #agents
Comments
5 min read
How to Make an AI Agent Forget a Specific Memory (Without Nuking Everything)
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How to Make an AI Agent Forget a Specific Memory (Without Nuking Everything)

#ai #automation #n8n #agents
Comments
5 min read
Your Scheduled Agent Knows the Workflow. It Doesn't Know Your Business.
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Your Scheduled Agent Knows the Workflow. It Doesn't Know Your Business.

#ai #automation #n8n #agents
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5 min read
Your LangGraph Agent Remembers Its Thread but Forgets Your Business: Checkpointers vs Long-Term Memory
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Your LangGraph Agent Remembers Its Thread but Forgets Your Business: Checkpointers vs Long-Term Memory

#ai #automation #n8n #agents
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5 min read
Files, Databases, or Memory APIs: 6 Ways to Make AI Agents Remember Between Runs
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Files, Databases, or Memory APIs: 6 Ways to Make AI Agents Remember Between Runs

#ai #automation #n8n #agents
Comments
5 min read
Stop Re-Explaining Your Codebase: What Actually Works When You Switch AI Tools
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Stop Re-Explaining Your Codebase: What Actually Works When You Switch AI Tools

#ai #productivity #mcp #memory
Comments
3 min read
One Bad Deploy Can Erase Your AI Agent's Memory. The Backup Playbook for Automation Operators
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One Bad Deploy Can Erase Your AI Agent's Memory. The Backup Playbook for Automation Operators

#ai #automation #n8n #agents
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5 min read
Episodic vs Semantic Memory for AI Agents: What Your Scheduled Automations Actually Need
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Episodic vs Semantic Memory for AI Agents: What Your Scheduled Automations Actually Need

#ai #automation #n8n #agents
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5 min read
CrewAI's memory=True Won't Survive Your Cron Job: What Actually Persists Between Runs
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CrewAI's memory=True Won't Survive Your Cron Job: What Actually Persists Between Runs

#ai #automation #agents #crewai
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5 min read
Make.com AI Agents Forget Every Run: The Thread ID Pattern (and Where It Falls Short)
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Make.com AI Agents Forget Every Run: The Thread ID Pattern (and Where It Falls Short)

#ai #automation #n8n #agents
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5 min read
What Happens When Two Scheduled AI Agent Runs Overlap?
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What Happens When Two Scheduled AI Agent Runs Overlap?

#ai #automation #n8n #agents
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5 min read
How to Give Claude Code Persistent Memory with an MCP Memory Server
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How to Give Claude Code Persistent Memory with an MCP Memory Server

#ai #automation #n8n #agents
Comments
5 min read
Vilix AI vs Smara: Which Shared Memory Layer Fits Your AI Tools?
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Vilix AI vs Smara: Which Shared Memory Layer Fits Your AI Tools?

#ai #automation #n8n #agents
Comments
5 min read
Zapier AI Agents Forget Everything Between Runs. Here Is the Memory Fix Operators Actually Use
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Zapier AI Agents Forget Everything Between Runs. Here Is the Memory Fix Operators Actually Use

#ai #automation #zapier #agents
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5 min read
Your Scheduled Agent Is Mixing Up Clients. How to Isolate AI Agent Memory Per Customer
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Your Scheduled Agent Is Mixing Up Clients. How to Isolate AI Agent Memory Per Customer

#ai #automation #n8n #agents
Comments
5 min read
Why Your Scheduled AI Agent Keeps Acting on Outdated Information (and Why More Context Won't Fix It)
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Why Your Scheduled AI Agent Keeps Acting on Outdated Information (and Why More Context Won't Fix It)

#ai #automation #n8n #agents
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5 min read
Why Your Scheduled AI Agent Forgets Steps Halfway Through a Run (and How to Fix Mid-Run Amnesia)
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Why Your Scheduled AI Agent Forgets Steps Halfway Through a Run (and How to Fix Mid-Run Amnesia)

#ai #automation #n8n #agents
Comments
5 min read
Can Two AI Agents Share the Same Memory Without Overwriting Each Other?
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Can Two AI Agents Share the Same Memory Without Overwriting Each Other?

#ai #automation #n8n #agents
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5 min read
Make.com AI Agents Have No Memory Between Runs: What Operators Actually Do About It
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Make.com AI Agents Have No Memory Between Runs: What Operators Actually Do About It

#ai #automation #make #agents
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5 min read
How to Make a Scheduled AI Agent Resume After a Failed Run Instead of Starting Over
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How to Make a Scheduled AI Agent Resume After a Failed Run Instead of Starting Over

#ai #automation #n8n #agents
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5 min read
Two n8n Workflows, One Brain: How to Share Memory Between n8n Workflows
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Two n8n Workflows, One Brain: How to Share Memory Between n8n Workflows

#ai #automation #n8n #agents
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5 min read
Last Run's Output Is Not Memory: What Your Scheduled AI Agent Actually Needs
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Last Run's Output Is Not Memory: What Your Scheduled AI Agent Actually Needs

#ai #automation #n8n #agents
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5 min read
Your Scheduled Agent Keeps Re-Doing Finished Work. Teach It What "Done" Means.
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Your Scheduled Agent Keeps Re-Doing Finished Work. Teach It What "Done" Means.

#ai #automation #n8n #agents
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5 min read
Your AI Agent Remembers Everything and Still Gets It Wrong
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Your AI Agent Remembers Everything and Still Gets It Wrong

#ai #automation #n8n #agents
Comments
5 min read
Why Does Your AI Agent Give a Different Answer Every Time? Fixing Output Drift in Scheduled Automations
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Why Does Your AI Agent Give a Different Answer Every Time? Fixing Output Drift in Scheduled Automations

#ai #automation #n8n #agents
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5 min read
Stop Throwing Away the Transcript: How to Keep Conversation History for Scheduled AI Agents
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Stop Throwing Away the Transcript: How to Keep Conversation History for Scheduled AI Agents

#ai #automation #n8n #agents
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5 min read
Do ChatGPT Scheduled Tasks Remember Between Runs? What Actually Persists (and What You Still Lose)
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Do ChatGPT Scheduled Tasks Remember Between Runs? What Actually Persists (and What You Still Lose)

#ai #automation #n8n #agents
Comments
5 min read
Is Your Scheduled Agent's Memory Actually Working? 5 Tests Before You Trust It
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Is Your Scheduled Agent's Memory Actually Working? 5 Tests Before You Trust It

#ai #automation #n8n #agents
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5 min read
Your AI Agent's Memory Dies on Every Restart. Here's How to Make It Survive.
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Your AI Agent's Memory Dies on Every Restart. Here's How to Make It Survive.

#ai #automation #n8n #agents
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5 min read
Your Scheduled AI Agent Is Burning Tokens Re-Reading the Same Context Every Run
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Your Scheduled AI Agent Is Burning Tokens Re-Reading the Same Context Every Run

#ai #automation #n8n #agents
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5 min read
How Far Back Should Your AI Agent Remember? A Retention Playbook for Scheduled Automations
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How Far Back Should Your AI Agent Remember? A Retention Playbook for Scheduled Automations

#ai #automation #n8n #agents
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5 min read
How to Switch AI Models Without Losing Your Agent's Memory
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How to Switch AI Models Without Losing Your Agent's Memory

#ai #automation #agents #llm
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5 min read
Does the OpenAI API Remember Between Calls? What Your Scheduled Agents Need Instead
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Does the OpenAI API Remember Between Calls? What Your Scheduled Agents Need Instead

#ai #automation #n8n #agents
Comments
4 min read
How to Clean Up Your AI Agent's Memory So Scheduled Automations Stay Sharp
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How to Clean Up Your AI Agent's Memory So Scheduled Automations Stay Sharp

#ai #automation #n8n #agents
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5 min read
AI Agent Memory vs RAG: Which One Do Your Scheduled Automations Actually Need?
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AI Agent Memory vs RAG: Which One Do Your Scheduled Automations Actually Need?

#ai #automation #n8n #agents
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5 min read
I Built My Own Agent Memory Database. Here's What It Actually Costs.
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I Built My Own Agent Memory Database. Here's What It Actually Costs.

#ai #automation #n8n #agents
Comments
4 min read
AI Agent Memory Scopes: What Your Scheduled Agents Should Share (and What They Should Keep Apart)
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AI Agent Memory Scopes: What Your Scheduled Agents Should Share (and What They Should Keep Apart)

#ai #automation #n8n #agents
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5 min read
Stop Re-teaching Your Scheduled Agent the Same Rule: How Correction Memory Works
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Stop Re-teaching Your Scheduled Agent the Same Rule: How Correction Memory Works

#ai #automation #n8n #agents
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6 min read
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