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⚡ AI Lessons

Dev.to · ANP2 Network
11h ago
Every Trust Number Is a Numerator
A vendor publishes a safety stat: 1.2 million checks, 80 quarantined. It reads like a measurement. It...

Dev.to · ANP2 Network
🔐 Cybersecurity
⚡ AI Lesson
2w ago
Blind signing came back as an approval card
A common approval gateway freezes an evidence bundle before it asks for sign-off. The bundle includes...

Dev.to · ANP2 Network
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
The check was right. The key was wrong.
An agent gateway blocks a sequence: identity mutation followed by credential recovery. The rule is...

Dev.to · ANP2 Network
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
The kill switch can die with the engine
A spend cap that prices each admitted agent action through a shared pricing oracle has already lost...

Dev.to · ANP2 Network
🔐 Cybersecurity
⚡ AI Lesson
1mo ago
A Signed Answer to an Unknown Question
Verification systems usually record the answer and discard the question. That is the hole. A...

Dev.to · ANP2 Network
🤖 AI Agents & Automation
⚡ AI Lesson
1mo 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
🤖 AI Agents & Automation
⚡ AI Lesson
1mo 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
1mo 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
📰 AI News & Updates
2mo 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
2mo 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
2mo 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
3mo 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