context management is probably the biggest bottleneck most people...
Machina@EXM7777
81 views
Aug 26, 2025
~3 min read
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context management is probably the biggest bottleneck most people face with AI right now...
here's how to solve it:
here's how to solve it:
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first, let's understand what context actually is...
context = all the background information AI needs to give you relevant, personalized responses
without proper context, you get generic outputs that could apply to anyone
with rich context, AI becomes your personal intelligence partner who understands your situation deeply
context = all the background information AI needs to give you relevant, personalized responses
without proper context, you get generic outputs that could apply to anyone
with rich context, AI becomes your personal intelligence partner who understands your situation deeply
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the problem most people face:
> every new chat starts from zero
> you waste time re-explaining your business, goals, preferences
> AI forgets everything from previous conversations
> you get inconsistent outputs across different sessions
this context loss kills AI effectiveness
> every new chat starts from zero
> you waste time re-explaining your business, goals, preferences
> AI forgets everything from previous conversations
> you get inconsistent outputs across different sessions
this context loss kills AI effectiveness
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right now, you're probably doing this inefficiently...
- copying and pasting the same background info into every new chat
- starting over each time you switch between ChatGPT and Claude
- losing valuable context when conversations hit token limits
there has to be a better way to maintain your AI memory
- copying and pasting the same background info into every new chat
- starting over each time you switch between ChatGPT and Claude
- losing valuable context when conversations hit token limits
there has to be a better way to maintain your AI memory
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i've tested two systematic approaches that actually work...
option 1: build your own context library
option 2: use third-party memory tools
both solve the context problem but work differently
let me break down each approach
option 1: build your own context library
option 2: use third-party memory tools
both solve the context problem but work differently
let me break down each approach
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option 1: building your context library using Notion
i have a dedicated workspace with categories for different types of profiles and context:
- personal optimization context
- SEO agency context
- blockchain agency context
- copywriting frameworks
- technical resources
over 500 files organized in a database
i have a dedicated workspace with categories for different types of profiles and context:
- personal optimization context
- SEO agency context
- blockchain agency context
- copywriting frameworks
- technical resources
over 500 files organized in a database
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here's how the Notion system works in practice...
1. when starting a new AI conversation, i inject relevant context files
2. at the end of each chat, i ask AI to update the context based on what we discovered
3. this keeps my context library growing and improving over time
if you're using Claude, plug in the Notion MCP and fetch context profiles directly from your database
1. when starting a new AI conversation, i inject relevant context files
2. at the end of each chat, i ask AI to update the context based on what we discovered
3. this keeps my context library growing and improving over time
if you're using Claude, plug in the Notion MCP and fetch context profiles directly from your database
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the Notion approach gives you complete control...
you decide what context gets stored and how it's organized, you can share specific context files with team member, you maintain ownership of all your valuable AI interactions and insights
but it requires manual management and organization discipline
you decide what context gets stored and how it's organized, you can share specific context files with team member, you maintain ownership of all your valuable AI interactions and insights
but it requires manual management and organization discipline
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option 2: using third-party memory tools with extended capabilities
i'm currently testing @supermemoryai and think it has a bright future
you can plug it into Claude as an MCP, fetch specific parts of your memory automatically, this is more efficient than Notion because it handles context management intelligently
i'm currently testing @supermemoryai and think it has a bright future
you can plug it into Claude as an MCP, fetch specific parts of your memory automatically, this is more efficient than Notion because it handles context management intelligently
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here is what it does:
- helps you access context not only in LLMs but also in your own tools and workflows
- more efficient context retrieval than manual file injection
- automatically learns from your interactions and builds your memory database
both approaches solve the context problem, choose based on your workflow preferences and control needs
- helps you access context not only in LLMs but also in your own tools and workflows
- more efficient context retrieval than manual file injection
- automatically learns from your interactions and builds your memory database
both approaches solve the context problem, choose based on your workflow preferences and control needs
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the bottom line on AI context management...
without systematic context preservation, you're wasting 90% of AI's potential
pick one approach: Notion library for full control, or third-party tools for automated intelligence
without systematic context preservation, you're wasting 90% of AI's potential
pick one approach: Notion library for full control, or third-party tools for automated intelligence
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that's it for this thread
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