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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 to Protect Your Scheduled AI Agent's Memory From Poisoning
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How to Protect Your Scheduled AI Agent's Memory From Poisoning

#ai #automation #n8n #agents
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5 min read

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How to Keep AI Agent Memory Separate for Each User (4 Isolation Patterns)
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How to Keep AI Agent Memory Separate for Each User (4 Isolation Patterns)

#ai #automation #n8n #agents
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5 min read
Zep vs Vilix AI: picking agent memory without the marketing
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Zep vs Vilix AI: picking agent memory without the marketing

#ai #automation #n8n #agents
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4 min read
Coding Agents Have Amnesia. Here Are 6 Memory Layers, Compared Honestly
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Coding Agents Have Amnesia. Here Are 6 Memory Layers, Compared Honestly

#ai #automation #n8n #agents
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5 min read
Every Way to Stop Re-Explaining Your Project to AI Tools, Ranked
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Every Way to Stop Re-Explaining Your Project to AI Tools, Ranked

#ai #productivity #programming #tutorial
Comments
6 min read
Do AI Voice Agents Remember Callers Between Calls? No, Unless You Wire the Memory Yourself
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Do AI Voice Agents Remember Callers Between Calls? No, Unless You Wire the Memory Yourself

#ai #automation #voiceai #agents
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5 min read
How to Give Your AI Agent Memory Without Writing Code (3 No-Code Paths)
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How to Give Your AI Agent Memory Without Writing Code (3 No-Code Paths)

#ai #automation #n8n #agents
Comments
5 min read
Your Scheduled Agent Rewrites Its Memory Every Run. Can You Roll It Back?
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Your Scheduled Agent Rewrites Its Memory Every Run. Can You Roll It Back?

#ai #automation #n8n #agents
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5 min read
How Do AI Agents Store Long-Term Memory? The 4 Layers Between Runs
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How Do AI Agents Store Long-Term Memory? The 4 Layers Between Runs

#ai #automation #n8n #agents
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5 min read
How to Give Your Scheduled AI Agent Memory With Supabase (the Full DIY Pattern)
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How to Give Your Scheduled AI Agent Memory With Supabase (the Full DIY Pattern)

#ai #automation #n8n #agents
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5 min read
Context vs Memory in AI Agents: The Distinction Your Scheduled Automations Depend On
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Context vs Memory in AI Agents: The Distinction Your Scheduled Automations Depend On

#ai #automation #n8n #agents
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5 min read
When to Reset Your AI Agent's Memory: A Field Guide for Scheduled Runs
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When to Reset Your AI Agent's Memory: A Field Guide for Scheduled Runs

#ai #automation #n8n #agents
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5 min read
Prompt Caching Is Not Agent Memory: What Your Scheduled Agents Actually Need
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Prompt Caching Is Not Agent Memory: What Your Scheduled Agents Actually Need

#ai #automation #n8n #agents
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5 min read
Do Your Scheduled AI Agents Actually Need a Vector Database?
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Do Your Scheduled AI Agents Actually Need a Vector Database?

#ai #automation #n8n #agents
Comments
5 min read
Mem0 vs Vilix AI: picking agent memory without the marketing
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Mem0 vs Vilix AI: picking agent memory without the marketing

#ai #automation #n8n #agents
Comments
5 min read
Shared Memory That Follows Every Tool: 5 Approaches, Honestly Compared
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Shared Memory That Follows Every Tool: 5 Approaches, Honestly Compared

#ai #automation #n8n #agents
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5 min read
Can AI Agents Actually Learn From Past Runs? The Honest Answer
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Can AI Agents Actually Learn From Past Runs? The Honest Answer

#ai #automation #n8n #agents
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5 min read
Your GitHub Actions AI Agent Wakes Up on a Wiped Machine Every Run. Here's the Memory Fix
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Your GitHub Actions AI Agent Wakes Up on a Wiped Machine Every Run. Here's the Memory Fix

#ai #automation #n8n #agents
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5 min read
Do Scheduled AI Agents Actually Need Memory? A Field Test for Your Automations
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Do Scheduled AI Agents Actually Need Memory? A Field Test for Your Automations

#ai #automation #n8n #agents
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5 min read
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
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
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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
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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
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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
Comments 1
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
Comments 1
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 1
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
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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
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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
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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
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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
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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
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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
Comments
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
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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
Comments
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
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