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Deconstructing Autonomous Agents in Crypto
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Gas Abstraction Isn't Free: How to Calculate What Markup Your Agent System Actually Pays  ·  Why Does an Agent Suddenly "Forget" a Rule You Set Earlier, Halfway Through a Task?  ·  Designing Memory Architecture for a Support Agent: Decide Which Type First, Then How to Protect It  ·  Why Do Almost No AI Agent Payment Products Let You Use a Password Anymore?  ·  How Do You Know a Trusted MCP Tool's Content Has Been Quietly Swapped?  ·  Applying the Rule of Two to Your Agent Architecture: Three Implementation Tradeoffs

Beginners Guide

Lead · Beginners Guide

Why Does an Agent Suddenly "Forget" a Rule You Set Earlier, Halfway Through a Task?

Without any memory mitigation, an agent's rule-compliance rate drops from 73% at turn 5 to 33% at turn 16 — it won't tell you it forgot, it'll just start doing the wrong thing.
At the start of a conversation, you tell an agent "don't auto-send emails, let me review the draft first." It follows the rule for the first several turns, but by turn fifteen or so, it suddenly starts sending automatically, as if it never heard the instruction at all. This isn't the agent suddenly "breaking" — it's a technical phenomenon with a name and quantified research behind it. Without...
Beginners Guide
Why Do Almost No AI Agent Payment Products Let You Use a Password Anymore?
A password doesn't care whether it's typed into a real site or a fake one —...
Beginners Guide
When an AI Agent Spends Your Money, the Key to Your Wallet Isn't Actually in Its Hands
The complete key is never assembled anywhere, at any point — that's the core...
Beginners Guide
Why Agents Can't Tell Instructions from Data: An Old Problem from the Database Era
Under the hood, there's no real distinction between data and instructions —...
"Without any memory mitigation, an agent's rule-compliance rate drops from 73% at turn 5 to 33% at turn 16 — it won't tell you it forgot, it'll just start doing the wrong thing."
— AI Agent Bible
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An on-chain Agent differs from every AI tool you've used in one thing: it...
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