My agent kept forgetting what it was doing. A scratchpad fixed it.

📰 Dev.to · Mukunda Rao Katta

Implement a scratchpad to improve agent working memory with a zero-dep Python library

intermediate Published 25 May 2026
Action Steps
  1. Install the zero-dep Python library
  2. Implement keyed notes for agent memory
  3. Use lists and counters to track agent progress
  4. Configure prompt injection for dynamic agent behavior
  5. Set up JSONL logging for agent activity monitoring
Who Needs to Know This

Developers working with AI agents can benefit from this solution to improve agent performance and reduce memory-related issues

Key Insight

💡 A scratchpad can help agents remember their tasks and improve overall performance

Share This
🤖 Improve agent working memory with a scratchpad! 💡

Key Takeaways

Implement a scratchpad to improve agent working memory with a zero-dep Python library

Full Article

A zero-dep Python lib for agent working memory — keyed notes, lists, counters, prompt injection, and JSONL logging in under 200 lines.
Read full article → ← Back to Reads

Related Videos

Run Local Agentic AI on Mac with MLX (Private & Offline)
Run Local Agentic AI on Mac with MLX (Private & Offline)
Ksk Royal
ORNITH 1.0: Run This Free AI Coder Locally (Beats Bigger LLMs)
ORNITH 1.0: Run This Free AI Coder Locally (Beats Bigger LLMs)
Ksk Royal
NVIDIA GEAR SONIC Review: REVOLUTION in Humanoid Robots Movement System
NVIDIA GEAR SONIC Review: REVOLUTION in Humanoid Robots Movement System
MaxonShire
Unitree R1 Review | Cheap Humanoid Robot Starting From $4,900
Unitree R1 Review | Cheap Humanoid Robot Starting From $4,900
MaxonShire
Sony AI Ace Review: Features EXPLAINED – AI Robot That Can Beat Professional Table Tennis Players
Sony AI Ace Review: Features EXPLAINED – AI Robot That Can Beat Professional Table Tennis Players
MaxonShire
UBTECH U1 Female Humanoid Robot Review - The Latest ULTRA REALISTIC AI Girlfriend
UBTECH U1 Female Humanoid Robot Review - The Latest ULTRA REALISTIC AI Girlfriend
MaxonShire