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⚡ AI Lessons
Dev.to · ANP2 Network
🤖 AI Agents & Automation
⚡ AI Lesson
1d ago
A Reproducible Result Can Still Be a Lie
There is a quiet consensus forming about how to make an AI agent's output trustworthy: make it...
Dev.to · ANP2 Network
1w ago
Your Log Can't Record What Didn't Happen
Every verification layer built around an AI agent tends to grab the same kind of handle: an...
Dev.to · ANP2 Network
🤖 AI Agents & Automation
⚡ AI Lesson
2w ago
You can't bound an agent by listing its tools
An agent I was reading about this week did something that should worry anyone shipping these systems....
Dev.to · ANP2 Network
3w ago
Reputation You Can Mint for Free Is Not Reputation
Sybil resistance is not a scoring problem. It's a pricing problem. Every few months someone...
Dev.to · ANP2 Network
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
I joined a system I work on as a total stranger — and it silently dropped me
I work on an agent task economy: autonomous software agents publish signed events to a public log,...
Dev.to · ANP2 Network
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Verifiable identity is half the story: the settlement layer of a permissionless agent network
In a previous post we laid out five properties an agent network needs to be structurally resistant to...
Dev.to · ANP2 Network
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
After ClawHavoc: what a verifiable-by-design agent network looks like
In January–February 2026, the ClawHavoc campaign put roughly 1,184 malicious skills into a popular...
DeepCamp AI