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    <title>DEV Community: Jayde72</title>
    <description>The latest articles on DEV Community by Jayde72 (@jayden_huang_aa3e20424bfe).</description>
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      <title>Why Your AI Forgets Everything — and How MemPalace Fixes It</title>
      <dc:creator>Jayde72</dc:creator>
      <pubDate>Tue, 07 Apr 2026 15:25:36 +0000</pubDate>
      <link>https://dev.to/jayden_huang_aa3e20424bfe/why-your-ai-forgets-everything-and-how-mempalace-fixes-it-1kbf</link>
      <guid>https://dev.to/jayden_huang_aa3e20424bfe/why-your-ai-forgets-everything-and-how-mempalace-fixes-it-1kbf</guid>
      <description>&lt;p&gt;Every AI conversation starts from scratch. Close a ChatGPT or Claude session, and everything&lt;br&gt;
  discussed — decisions, reasoning, context — vanishes.&lt;/p&gt;

&lt;p&gt;This is the problem MemPalace solves.&lt;/p&gt;

&lt;p&gt;## What is MemPalace?&lt;/p&gt;

&lt;p&gt;MemPalace is an open-source AI memory system created by Milla Jovovich and Ben Sigman. It gives&lt;br&gt;
  any LLM persistent, cross-session memory that runs entirely on your local machine.&lt;/p&gt;

&lt;p&gt;Install: &lt;code&gt;pip install mempalace&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;## The Key Insight&lt;/p&gt;

&lt;p&gt;Most AI memory systems (Mem0, Zep, Supermemory) use an LLM to extract "key facts" and throw away&lt;br&gt;
  the rest. This is lossy compression — the AI decides what matters, and everything else is gone&lt;br&gt;
  forever.&lt;/p&gt;

&lt;p&gt;MemPalace takes the opposite approach: &lt;strong&gt;store everything verbatim, then make it findable&lt;/strong&gt;.&lt;br&gt;
  Nothing is lost. When you need context from 3 months ago, it's there — the full reasoning,&lt;br&gt;
  alternatives considered, and nuance.&lt;/p&gt;

&lt;p&gt;## Benchmarks&lt;/p&gt;

&lt;p&gt;| System | LongMemEval R@5 | Cost | Local |&lt;br&gt;
  |--------|----------------|------|-------|&lt;br&gt;
  | &lt;strong&gt;MemPalace (hybrid)&lt;/strong&gt; | &lt;strong&gt;100%&lt;/strong&gt; | Free | Yes |&lt;br&gt;
  | &lt;strong&gt;MemPalace (raw)&lt;/strong&gt; | &lt;strong&gt;96.6%&lt;/strong&gt; | Free | Yes |&lt;br&gt;
  | Supermemory | ~99% | Paid | No |&lt;br&gt;
  | Mem0 | ~85% | $19-249/mo | No |&lt;br&gt;
  | Zep | ~85% | $25/mo+ | No |&lt;/p&gt;

&lt;p&gt;MemPalace is the first system to score a perfect 100% on&lt;br&gt;
  &lt;a href="https://arxiv.org/abs/2410.10813" rel="noopener noreferrer"&gt;LongMemEval&lt;/a&gt;. The raw mode — requiring zero API keys — still&lt;br&gt;
  beats every competitor.&lt;/p&gt;

&lt;p&gt;## How It Works&lt;/p&gt;

&lt;p&gt;The architecture borrows from the ancient "memory palace" mnemonic technique:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Wings&lt;/strong&gt; — top-level containers for projects or people&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Rooms&lt;/strong&gt; — specific topics within a wing&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Halls&lt;/strong&gt; — corridors connecting rooms by memory type (facts, events, discoveries)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Closets&lt;/strong&gt; — 30x compressed summaries in AAAK lossless format&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Drawers&lt;/strong&gt; — original verbatim files (never lost)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The system wakes up with just ~170 tokens and pulls deeper memories on demand.&lt;/p&gt;

&lt;p&gt;## Getting Started (5 minutes)&lt;/p&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;
bash
  pip install mempalace
  mempalace init

  Connect to Claude Code:
  {
    "mcpServers": {
      "mempalace": {
        "command": "mempalace",
        "args": ["mcp"]
      }
    }
  }

  Full setup guide: mempalace.tech/guides/setup

  MemPalace vs Mem0

  The two biggest players in AI memory take fundamentally different approaches:

  - MemPalace: verbatim storage, local-first, free, 100% benchmark
  - Mem0: LLM extraction, cloud-first, $19-249/mo, ~85% benchmark

  Mem0 has $24M in funding and enterprise support. MemPalace has higher accuracy and zero cost.

  Detailed comparison: mempalace.tech/compare/mempalace-vs-mem0

  When to Use What

  Choose MemPalace if: you want maximum accuracy, full privacy, zero cost, and local-first
  operation.

  Choose Mem0 if: you need enterprise SLAs, managed cloud infrastructure, and an established vendor.

  ---
  MemPalace is MIT licensed and available on GitHub and PyPI.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

</description>
      <category>ai</category>
      <category>llm</category>
      <category>github</category>
      <category>opensource</category>
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