Sunday, February 8, 2026

Show HN: Overcoming AI Agent’s Session Memory Limitations – Here’s the Solution!

Unlock Persistent Learning with pref0: A Game-Changer for AI Agents 🚀

In the world of AI, user feedback is crucial—but existing solutions often miss the mark. Meet pref0, a groundbreaking tool designed to solve a common problem: keeping user corrections persistent across sessions.

Why pref0?

  • Structured Learning: Extracts user preferences as structured insights, compounding knowledge over time.
  • Confidence Building: Grows confidence scores from each interaction, ensuring your agents learn effectively.
  • Hierarchical Preferences: Supports user, team, and organizational levels for customizable experiences.

Practical Impact

Imagine a customer support agent that:

  1. Learns to escalate billing issues to a human.
  2. Reinforces preferences over multiple sessions—all without needing repeated corrections.

Key Features:

  • Minimal API: Simple endpoints for tracking and fetching preferences.
  • Confidence decay: Ensures that stale preferences don’t stick around.

Dive into a seamless AI interaction experience, available now with a free tier!

🗣 We want your feedback! Engage with us to enhance agent performance and make AI even smarter. Share your thoughts!

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