Launch

Memory Networks: Building AI That Remembers Like Your Brain

AI assistants forget context between conversations. Memory networks give AI a brain-like memory so it remembers what matters across your workspace.

Shawkat Kabbara

Listen to this episode

Every relationship is built on shared memories. Yet in our rush to embrace AI, we've forgotten this fundamental truth. We talk to our AI assistants like brilliant but forgetful colleagues - forced to repeat ourselves endlessly, watching them forget crucial context with each conversation.

A forgetful AI assistant that loses context between conversations

My first AI experience was as forgetful as Dory! How will AI then remember crucial context barried in our workspace?

The $1.8 Trillion Memory Problem

Here's a shocking reality: 80% of knowledge workers lose 2.5 hours daily searching for information scattered across tools. That's a $1.8 trillion productivity black hole annually. But the real cost isn't just time - it's the cognitive drain of constantly having to remember where you stored that critical insight, that key decision, that brilliant idea.

The Breaking Point

I hit my breaking point during a major product launch at Apple. Our team discovered critical API changes late in development because the documentation was buried across multiple tools. Weeks of delays followed. The irony? The information was there - we just couldn't find it when we needed it.

When ChatGPT launched, I thought we'd finally solved this. But there was a fundamental problem: even the most advanced AI couldn't maintain context between conversations. It was like hiring a brilliant executive who forgets every conversation they've ever had.

Building the Digital Brain

That's why we created Papr - the first AI workspace with infinite memory. Here's what makes it different:

1. State-of-the-art accuracy: We've achieved 86% accuracy on Stanford's STARK benchmark, securing the #1 spot. This means your AI gets the right context, every time.

Papr ranked #1 on Stanford's STARK retrieval benchmark

2. Connected to your world: Your AI instantly recalls context and organizes it from Slack, docs, and meetings—creating a unified knowledge base that grows with your team.

3. Document-first experience: Unlike chat-first platforms, we're building an AI-native document experience with Apple-inspired design. Think Cursor.ai but for collaborative documents with infinite memory.

Real Results, Real Impact

Early users are experiencing:

  • 70% reduction in context-switching time

  • 99% faster information retrieval

  • Up to 20 hours saved weekly per team member

The Future is Memory-Powered

While others are busy building faster calculators, we're building your organization's digital brain. A future where your AI doesn't just assist - it understands, remembers, and grows alongside you.

Ready to transform how your team works? Visit Papr.ai to join the forward-thinking companies already leveraging Papr.

Questions

What is a memory network for AI?

A memory layer that lets an AI assistant remember what matters across your workspace and between conversations, instead of starting fresh each time.

Why do AI assistants forget?

Most keep context only for one conversation, so knowledge spread across tools and past chats is lost.

How did Papr's memory perform?

Papr took the #1 spot on Stanford's STARK retrieval benchmark.

Papr Work

Build the apps your work runs on

A desktop app for Mac and Windows that builds the apps and automations you describe.