docs: migration guide v1 (#3822)
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@@ -24,9 +24,7 @@
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{
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{
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"group": "Start Here",
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"group": "Start Here",
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"icon": "home",
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"icon": "home",
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"pages": [
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"pages": ["introduction"]
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"introduction"
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]
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}
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}
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]
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]
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},
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},
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@@ -107,14 +105,13 @@
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{
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{
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"group": "Support & Troubleshooting",
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"group": "Support & Troubleshooting",
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"icon": "life-buoy",
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"icon": "life-buoy",
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"pages": [
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"pages": ["platform/faqs"]
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"platform/faqs"
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]
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},
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},
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{
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{
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"group": "Migration Guide",
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"group": "Migration Guide",
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"icon": "arrow-right",
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"icon": "arrow-right",
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"pages": [
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"pages": [
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"migration/oss-to-platform",
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"migration/v0-to-v1",
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"migration/v0-to-v1",
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"migration/breaking-changes",
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"migration/breaking-changes",
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"migration/api-changes"
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"migration/api-changes"
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@@ -123,9 +120,7 @@
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{
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{
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"group": "Contribute",
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"group": "Contribute",
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"icon": "clipboard-list",
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"icon": "clipboard-list",
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"pages": [
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"pages": ["platform/contribute"]
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"platform/contribute"
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]
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}
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}
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]
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]
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},
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},
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@@ -280,10 +275,7 @@
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{
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{
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"group": "Community & Support",
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"group": "Community & Support",
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"icon": "users",
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"icon": "users",
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"pages": [
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"pages": ["contributing/development", "contributing/documentation"]
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"contributing/development",
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"contributing/documentation"
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]
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}
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}
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]
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]
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},
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},
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@@ -307,9 +299,7 @@
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{
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{
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"group": "Getting Started",
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"group": "Getting Started",
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"icon": "lightbulb",
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"icon": "lightbulb",
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"pages": [
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"pages": ["cookbooks/overview"]
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"cookbooks/overview"
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]
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},
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},
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{
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{
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"group": "Essentials",
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"group": "Essentials",
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@@ -381,9 +371,7 @@
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{
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{
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"group": "Overview",
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"group": "Overview",
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"icon": "plug",
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"icon": "plug",
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"pages": [
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"pages": ["integrations"]
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"integrations"
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]
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},
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},
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{
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{
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"group": "Agent Frameworks",
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"group": "Agent Frameworks",
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@@ -413,9 +401,7 @@
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{
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{
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"group": "Cloud & Infrastructure",
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"group": "Cloud & Infrastructure",
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"icon": "cloud",
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"icon": "cloud",
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"pages": [
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"pages": ["integrations/aws-bedrock"]
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"integrations/aws-bedrock"
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]
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},
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},
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{
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{
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"group": "Developer Tools",
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"group": "Developer Tools",
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@@ -437,10 +423,7 @@
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{
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{
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"group": "Getting Started",
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"group": "Getting Started",
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"icon": "rocket",
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"icon": "rocket",
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"pages": [
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"pages": ["api-reference", "api-reference/organizations-projects"]
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"api-reference",
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"api-reference/organizations-projects"
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]
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},
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},
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{
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{
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"group": "Core Memory Operations",
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"group": "Core Memory Operations",
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@@ -470,10 +453,7 @@
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{
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{
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"group": "Events APIs",
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"group": "Events APIs",
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"icon": "clock",
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"icon": "clock",
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"pages": [
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"pages": ["api-reference/events/get-events", "api-reference/events/get-event"]
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"api-reference/events/get-events",
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"api-reference/events/get-event"
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]
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},
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},
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{
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{
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"group": "Entities APIs",
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"group": "Entities APIs",
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@@ -525,16 +505,12 @@
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{
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{
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"group": "Changelog",
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"group": "Changelog",
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"icon": "rocket",
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"icon": "rocket",
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"pages": [
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"pages": ["changelog"]
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"changelog"
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]
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},
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},
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{
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{
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"group": "Legacy Docs",
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"group": "Legacy Docs",
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"icon": "archive",
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"icon": "archive",
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"pages": [
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"pages": ["v0x/introduction"]
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"v0x/introduction"
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]
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}
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}
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]
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]
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}
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}
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@@ -555,11 +531,7 @@
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{
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{
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"group": "Getting Started",
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"group": "Getting Started",
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"icon": "rocket",
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"icon": "rocket",
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"pages": [
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"pages": ["v0x/introduction", "v0x/quickstart", "v0x/faqs"]
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"v0x/introduction",
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"v0x/quickstart",
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"v0x/faqs"
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]
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},
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},
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{
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{
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"group": "Core Concepts",
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"group": "Core Concepts",
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@@ -0,0 +1,388 @@
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---
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title: "Migrate from Open Source to Platform"
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description: "Migrate your Mem0 Open Source implementation to Mem0 Platform for managed infrastructure and advanced features."
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icon: "cloud-arrow-up"
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versionFrom: "Open Source"
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versionTo: "Platform"
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---
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# Migrate from Open Source to Platform
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Move your Mem0 implementation to managed infrastructure with enterprise features.
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| Scope | Effort | Downtime |
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| --------------------- | -------------- | ---------------------------- |
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| Infrastructure & Code | Low (~30 mins) | None (Parallel run possible) |
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<Info>
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**Why migrate to Platform?**
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- **Time to Market**: Set up in 5 minutes vs 30+ minutes for OSS configuration
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- **Enterprise Ready**: SOC2 Type II compliance, GDPR support, audit logs
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- **Advanced Features**: Webhooks, memory export, analytics dashboard, custom categories
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- **Multi-tenancy**: Organizations, projects, and team management out of the box
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- **Zero Infrastructure**: No vector database, LLM provider, or maintenance overhead
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- **Enhanced Search**: Reranking, keyword expansion, and advanced filters
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- **Production Grade**: Auto-scaling, high availability, dedicated support
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</Info>
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## Plan
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1. **Sign up**: Create an account on [Mem0 Platform](https://app.mem0.ai).
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2. **Get API Key**: Navigate to **Settings > API Keys** and generate a new key.
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3. **Review Usage**: Identify where you instantiate `Memory` and where you call `search` or `get_all`.
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## Migrate
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### 1. Install or Update SDK
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Ensure you have the latest version of the SDK, which supports both OSS and Platform clients.
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```bash
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pip install mem0ai --upgrade
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```
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### 2. Update Initialization
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Switch from the local `Memory` class to the managed `MemoryClient`.
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```python Open Source (Old)
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from mem0 import Memory
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config = {
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"vector_store": {
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"provider": "qdrant",
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"config": {"host": "localhost", "port": 6333}
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},
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"llm": {
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"provider": "openai",
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"config": {"model": "gpt-4"}
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}
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}
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m = Memory.from_config(config)
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```
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```python Platform (New)
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from mem0 import MemoryClient
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import os
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# Set MEM0_API_KEY in environment or pass explicitly
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client = MemoryClient(api_key="m0-...")
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```
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<Info icon="check">
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Run `client.get_all(filters={"user_id": "test_connection"})` to verify your API key works. It should return an empty list or valid results.
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</Info>
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### 3. Update Retrieval Calls (Critical)
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<Warning>
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**Critical Change**: Platform uses v2 endpoints that require filtering parameters to be nested inside a `filters` dictionary.
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</Warning>
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| Method | Open Source | Platform |
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| ------ | ----------- | -------- |
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| `search()` | `m.search(query, user_id="alex")` | `client.search(query, filters={"user_id": "alex"})` |
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| `get_all()` | `m.get_all(user_id="alex")` | `client.get_all(filters={"user_id": "alex"})` |
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| `add()` | `m.add(memory, user_id="alex")` | `client.add(memory, user_id="alex")` |
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| `delete()` | `m.delete(memory_id)` | `client.delete(memory_id)` |
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| `delete_all()` | `m.delete_all(user_id="alex")` | `client.delete_all(user_id="alex")` |
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Note: `add()` and `delete()` methods remain unchanged. The `update()` method is not available in Platform - use delete + add pattern instead.
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<AccordionGroup>
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<Accordion title="Search Memories">
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<CodeGroup>
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```python Open Source (Old)
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# Basic search with user filter
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results = m.search("user's preferences", user_id="alex")
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# Search with multiple filters
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results = m.search("meeting notes", user_id="alex", agent_id="assistant")
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```
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```python Platform (New)
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# Basic search with user filter in filters dict
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results = client.search("user's preferences", filters={"user_id": "alex"})
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# Search with multiple filters
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results = client.search("meeting notes", filters={
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"AND": [
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{"user_id": "alex"},
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{"agent_id": "assistant"}
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]
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})
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```
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</CodeGroup>
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</Accordion>
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<Accordion title="Get All Memories">
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<CodeGroup>
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```python Open Source (Old)
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# Get all memories for a user
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memories = m.get_all(user_id="alex", limit=10)
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# Get memories with pagination
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memories = m.get_all(user_id="alex", limit=5, offset=10)
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```
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```python Platform (New)
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# Get all memories for a user
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memories = client.get_all(filters={"user_id": "alex"}, limit=10)
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# Get memories with pagination
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memories = client.get_all(filters={"user_id": "alex"}, limit=5, offset=10)
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```
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</CodeGroup>
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</Accordion>
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<Accordion title="Add Memories">
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<CodeGroup>
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||||||
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```python Open Source (Old)
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# Add a simple memory
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m.add("Loves coffee", user_id="alex")
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# Add memory with metadata
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m.add("Completed marathon", user_id="alex", metadata={"category": "achievement"})
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||||||
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```
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||||||
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```python Platform (New)
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# Add a simple memory (no change)
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||||||
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client.add("Loves coffee", user_id="alex")
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||||||
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||||||
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# Add memory with metadata (no change)
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||||||
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client.add("Completed marathon", user_id="alex", metadata={"category": "achievement"})
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||||||
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```
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</CodeGroup>
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</Accordion>
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||||||
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||||||
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<Accordion title="Delete Memories">
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<CodeGroup>
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||||||
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```python Open Source (Old)
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# Delete specific memory
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||||||
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m.delete(memory_id="mem_123")
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||||||
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||||||
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# Delete all memories for user
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||||||
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m.delete_all(user_id="alex")
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||||||
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```
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||||||
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||||||
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```python Platform (New)
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||||||
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# Delete specific memory (no change)
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||||||
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client.delete(memory_id="mem_123")
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||||||
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||||||
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# Delete all memories for user (no change)
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||||||
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client.delete_all(user_id="alex")
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||||||
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```
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||||||
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</CodeGroup>
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||||||
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</Accordion>
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||||||
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||||||
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<Accordion title="Update Memory">
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||||||
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<CodeGroup>
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||||||
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```python Open Source (Old)
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||||||
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# Update memory content
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||||||
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m.update(memory_id="mem_123", new_memory="Updated content")
|
||||||
|
```
|
||||||
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|
||||||
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```python Platform (New)
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||||||
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# Update memory (not available in Platform)
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||||||
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# Use delete + add pattern instead
|
||||||
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client.delete(memory_id="mem_123")
|
||||||
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client.add("Updated content", user_id="alex")
|
||||||
|
```
|
||||||
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</CodeGroup>
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||||||
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</Accordion>
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||||||
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</AccordionGroup>
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||||||
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||||||
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## Platform-Exclusive Features
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||||||
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|
||||||
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The Platform introduces powerful capabilities not available in OSS:
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||||||
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|
||||||
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<AccordionGroup>
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||||||
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<Accordion title="Organizations & Multi-tenancy">
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||||||
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<Info>
|
||||||
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**Why it matters**: Manage multiple teams and projects with hierarchical access control.
|
||||||
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</Info>
|
||||||
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```python
|
||||||
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# Create an organization
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||||||
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org = client.organizations.create(name="Acme Corp")
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||||||
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|
||||||
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# Create projects within the organization
|
||||||
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project = client.projects.create(
|
||||||
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name="Customer Support Bot",
|
||||||
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org_id=org.id
|
||||||
|
)
|
||||||
|
|
||||||
|
# Add team members
|
||||||
|
client.organizations.add_member(
|
||||||
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org_id=org.id,
|
||||||
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email="team@acme.com",
|
||||||
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role="admin"
|
||||||
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)
|
||||||
|
```
|
||||||
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</Accordion>
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||||||
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|
||||||
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<Accordion title="Webhooks for Real-time Events">
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||||||
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<Info>
|
||||||
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**Why it matters**: Instantly react to memory changes in your application. Build features like notifications, audit logs, or sync with external systems.
|
||||||
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</Info>
|
||||||
|
```python
|
||||||
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# Create webhook for memory events
|
||||||
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webhook = client.webhooks.create(
|
||||||
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project_id="proj_123",
|
||||||
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name="Memory Events",
|
||||||
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url="https://your-app.com/webhooks/mem0",
|
||||||
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events=["memory_add", "memory_delete"]
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||||||
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)
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||||||
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|
||||||
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# Webhook payload example:
|
||||||
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# {
|
||||||
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# "event": "memory_add",
|
||||||
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# "memory_id": "mem_456",
|
||||||
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# "user_id": "user_789",
|
||||||
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# "memory": "User prefers dark mode",
|
||||||
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# "timestamp": "2024-01-15T10:30:00Z"
|
||||||
|
# }
|
||||||
|
```
|
||||||
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</Accordion>
|
||||||
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|
||||||
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<Accordion title="Memory Export">
|
||||||
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<Info>
|
||||||
|
**Why it matters**: Export your data for compliance, analytics, or migration with custom schemas and filters.
|
||||||
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</Info>
|
||||||
|
```python
|
||||||
|
# Export memories with custom schema
|
||||||
|
export_job = client.memories.export(
|
||||||
|
filters={
|
||||||
|
"AND": [
|
||||||
|
{"user_id": "user_123"},
|
||||||
|
{"created_at": {"gte": "2024-01-01"}}
|
||||||
|
]
|
||||||
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},
|
||||||
|
output_format="json",
|
||||||
|
schema={
|
||||||
|
"memory": str,
|
||||||
|
"categories": list[str],
|
||||||
|
"timestamp": str
|
||||||
|
}
|
||||||
|
)
|
||||||
|
|
||||||
|
# Download when ready
|
||||||
|
if client.memories.get_export(export_job.id).status == "completed":
|
||||||
|
data = client.memories.download_export(export_job.id)
|
||||||
|
```
|
||||||
|
</Accordion>
|
||||||
|
|
||||||
|
<Accordion title="Enhanced Search">
|
||||||
|
<Info>
|
||||||
|
**Why it matters**: Get better search results with AI-powered reranking and keyword expansion.
|
||||||
|
</Info>
|
||||||
|
```python
|
||||||
|
# Search with reranking for better results
|
||||||
|
results = client.search(
|
||||||
|
"user preferences",
|
||||||
|
filters={"user_id": "alex"},
|
||||||
|
rerank=True, # Platform exclusive
|
||||||
|
limit=5
|
||||||
|
)
|
||||||
|
|
||||||
|
# Search with keyword expansion
|
||||||
|
results = client.search(
|
||||||
|
"coffee order",
|
||||||
|
filters={"user_id": "alex"},
|
||||||
|
keywords=["latte", "espresso", "cappuccino"],
|
||||||
|
expand_keywords=True
|
||||||
|
)
|
||||||
|
```
|
||||||
|
</Accordion>
|
||||||
|
|
||||||
|
<Accordion title="Custom Categories">
|
||||||
|
<Info>
|
||||||
|
**Why it matters**: Use domain-specific categories instead of generic ones for better organization.
|
||||||
|
</Info>
|
||||||
|
```python
|
||||||
|
# Set custom categories for your project
|
||||||
|
client.projects.update_categories(
|
||||||
|
project_id="proj_123",
|
||||||
|
categories=[
|
||||||
|
"Customer Preferences",
|
||||||
|
"Product Feedback",
|
||||||
|
"Support Issues",
|
||||||
|
"Feature Requests"
|
||||||
|
]
|
||||||
|
)
|
||||||
|
|
||||||
|
# Memories will use these categories
|
||||||
|
client.add(
|
||||||
|
"User wants dark mode in dashboard",
|
||||||
|
user_id="alex",
|
||||||
|
categories=["Customer Preferences"]
|
||||||
|
)
|
||||||
|
```
|
||||||
|
</Accordion>
|
||||||
|
|
||||||
|
<Accordion title="Events API for Analytics">
|
||||||
|
<Info>
|
||||||
|
**Why it matters**: Track all memory operations for audit trails, usage analytics, and debugging.
|
||||||
|
</Info>
|
||||||
|
```python
|
||||||
|
# Get audit trail of all memory operations
|
||||||
|
events = client.events.list(
|
||||||
|
filters={
|
||||||
|
"AND": [
|
||||||
|
{"user_id": "alex"},
|
||||||
|
{"event_type": "memory_add"},
|
||||||
|
{"timestamp": {"gte": "2024-01-01"}}
|
||||||
|
]
|
||||||
|
},
|
||||||
|
limit=100
|
||||||
|
)
|
||||||
|
|
||||||
|
# Monitor usage patterns
|
||||||
|
for event in events:
|
||||||
|
print(f"{event.timestamp}: {event.event_type} - {event.memory_id}")
|
||||||
|
```
|
||||||
|
</Accordion>
|
||||||
|
</AccordionGroup>
|
||||||
|
|
||||||
|
## Summary of Changes
|
||||||
|
|
||||||
|
| Feature | Open Source | Platform | Action Required |
|
||||||
|
| ------- | ----------- | -------- | --------------- |
|
||||||
|
| **Initialization** | `Memory.from_config(config)` | `MemoryClient(api_key)` | Replace config object with API key |
|
||||||
|
| **Search Method** | `m.search(query, user_id="x")` | `client.search(query, filters={"user_id": "x"})` | Move filtering params into `filters` dict |
|
||||||
|
| **Get All Method** | `m.get_all(user_id="x")` | `client.get_all(filters={"user_id": "x"})` | Move filtering params into `filters` dict |
|
||||||
|
| **Add Method** | `m.add(memory, user_id="x")` | `client.add(memory, user_id="x")` | No change |
|
||||||
|
| **Delete Method** | `m.delete(memory_id)` | `client.delete(memory_id)` | No change |
|
||||||
|
| **Delete All** | `m.delete_all(user_id="x")` | `client.delete_all(user_id="x")` | No change |
|
||||||
|
| **Update Method** | `m.update(memory_id, new_memory)` | Use delete + add pattern | Replace with delete then add |
|
||||||
|
| **Config** | Local vector store + LLM config | Managed cloud infrastructure | Remove local config setup |
|
||||||
|
|
||||||
|
## Rollback plan
|
||||||
|
|
||||||
|
If you encounter issues, you can revert immediately by switching your import back.
|
||||||
|
|
||||||
|
1. **Revert Code**: Change `MemoryClient` back to `Memory`.
|
||||||
|
2. **Restore Config**: Uncomment your local vector store and LLM configuration.
|
||||||
|
3. **Verify**: Ensure your local vector database is still running and accessible.
|
||||||
|
|
||||||
|
## Next Steps
|
||||||
|
|
||||||
|
- [Platform Dashboard](https://app.mem0.ai) - Monitor usage and manage settings.
|
||||||
|
- [Webhooks Setup](/platform/features/webhooks) - Configure real-time event notifications.
|
||||||
|
- [Organizations & Projects](/platform/features/organizations-projects) - Set up multi-tenancy for your team.
|
||||||
|
|
||||||
|
<CardGroup cols={2}>
|
||||||
|
<Card
|
||||||
|
title="Platform Features"
|
||||||
|
description="Explore capabilities exclusive to the Platform."
|
||||||
|
icon="sparkles"
|
||||||
|
href="/platform/overview"
|
||||||
|
/>
|
||||||
|
<Card
|
||||||
|
title="API Reference"
|
||||||
|
description="Deep dive into the Platform API endpoints."
|
||||||
|
icon="code"
|
||||||
|
href="/api-reference/memory/add-memories"
|
||||||
|
/>
|
||||||
|
</CardGroup>
|
||||||
Reference in New Issue
Block a user