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December 12, 2025

🔥 On the eighth day of Agents… Your Weekend Reading

Welcome to Day 8! We’ve spent the first seven days exploring what agents are, how they work, and how you can use them in your day-to-day life.

For those who want to go deeper this weekend, here’s a curated set of excellent whitepapers that expand on many of the topics we’ve covered so far. If you have plans this weekend, you can bookmark them for later.


🧠 What You’ll Learn Today

  • Where to go next if you want a deeper understanding
  • Five foundational papers on the agent ecosystem
  • How tools, memory, context, quality, and shipping actually work under the hood

📚 Weekend Deep Dive: Agent Whitepapers Worth Reading

These papers expand on the concepts we’ve explored with more depth than your humble author can provide.

1️⃣ Introduction to Agents: What agents are, how they differ from other AI systems, and why they matter.

2️⃣ Agent Tools & Interoperability (MCP): How agents connect to applications, use tools, and interact safely with the outside world.

3️⃣ Context Engineering, Sessions & Memory: How agents maintain context, manage memory, and personalize their behavior over time.

4️⃣ Agent Quality: How to evaluate agents, measure performance, and improve quality.

5️⃣ From Prototype to Production: How to take an agent from a simple demo to a reliable system used by real people or teams.

Pick one… or all five.


✍️ Quick Recap

  • This weekend is a chance to go deeper
  • These papers expand the concepts we introduced this week

📬 Keep the Streak Going

Next up: the home stretch!

👉 Subscribe at 12DaysofAgents.com

👉 Forward Day 9 to a friend who loves learning on weekends 📚😄

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