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⚡ AI Lessons

Dev.to · Brenn Hill
🤖 AI Agents & Automation
⚡ AI Lesson
2d ago
AI Agent Guardrails: A Practical Checklist
An AI agent guardrail is a control that constrains what an autonomous AI agent can actually do, not just what you ask it to do, so that a mistake, a…

Dev.to · Brenn Hill
2d ago
Memory poisoning: the one injection that never leaves
When a prompt injection lands in an agent's persistent memory, it stops being a one-shot incident and becomes a standing instruction that re-fires in every late

Dev.to · Brenn Hill
6d ago
AI Agent Autonomy Levels: From Logged to Locked Down
AI agent autonomy levels describe how much an agent is allowed to do on its own before a human is involved, ranging from acting silently with no…

Dev.to · Brenn Hill
🤖 AI Agents & Automation
⚡ AI Lesson
1w ago
The OWASP Agentic Top 10, explained for practitioners
A plain-language walk through the OWASP Top 10 for Agentic Applications, the field's reference threat list for autonomous AI agents.

Dev.to · Brenn Hill
💻 AI-Assisted Coding
⚡ AI Lesson
1w ago
How to Build a Good Human-in-the-Loop for AI Coding Agents
A good human in the loop for coding agents is more than a wall of "approve?" prompts. It is a system where the human only has to catch the mistakes…

Dev.to · Brenn Hill
🤖 AI Agents & Automation
⚡ AI Lesson
2w ago
The Lethal Trifecta: How AI Agents Leak Your Data (and How to Stop It)
The lethal trifecta is the combination of three capabilities that, when held by a single AI agent, turns it into a data-exfiltration tool: (1) access…

Dev.to · Brenn Hill
🛡️ AI Safety & Ethics
⚡ AI Lesson
2w ago
EchoLeak: zero-click data theft from an AI assistant
A single crafted email made Microsoft 365 Copilot exfiltrate internal data with no user click. Here's the mechanism, and how to bound the blast radius when inje

Dev.to · Brenn Hill
2w ago
When Should an AI Agent Ask for Human Approval?
An AI agent should ask for human approval when a human can realistically catch the mistake in time and the action is consequential enough to be worth…

Dev.to · Brenn Hill
🛡️ AI Safety & Ethics
⚡ AI Lesson
3w ago
Does Human-in-the-Loop Actually Improve AI Safety?
Human-in-the-loop can improve AI safety, but it usually does not by default. Putting a person behind an approval button only helps when the consequence…

Dev.to · Brenn Hill
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
The first malicious MCP server was one line of code: the postmark-mcp rug pull
A trusted email tool for AI agents shipped a quiet update that BCC'd every message to an attacker. Here's what to do about tools that turn hostile after you app

Dev.to · Brenn Hill
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
What Is Agentic AI? And Why Oversight Has to Change
Agentic AI is software built on a large language model (LLM) that can pursue a goal by taking actions on its own. It uses tools, calls APIs, runs code,…

Dev.to · Brenn Hill
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
When your agent does something bad, can you tell which agent did it?
Most agent actions are unattributable because they run under shared accounts and human credentials. Here's a concrete identity model that makes "which agent did

Dev.to · Brenn Hill
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
After an agent deleted a production database, I mapped what actually stops these failures
Autonomous agents act without a human reviewing each step. The failures share a root cause, and a small set of controls bounds most of them.

Dev.to · Brenn Hill
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
Build-time is where agent security is won or lost
The controls that actually contain an autonomous agent are the ones you freeze before it runs — least privilege, isolation, scoped credentials, and a harness th

Dev.to · Brenn Hill
🧠 Large Language Models
⚡ AI Lesson
4w ago
You can't prevent prompt injection. So what do you actually do?
No current model reliably refuses adversarial input dressed up as instructions, so stop trying to prevent prompt injection and start designing for the state you

Dev.to · Brenn Hill
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
Your AI agent is only as secure as the tools and agents it calls
An autonomous agent inherits the risk of every MCP server, tool, and sub-agent it loads — here are six practical controls for the ecosystem layer.

Dev.to · Brenn Hill
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
There's no pull request to review for an autonomous agent. So what do you review?
An autonomous agent isn't the code that shipped — it's a runtime configuration of container, harness, prompt, tools, and identity. Here's the part of that surfa

Dev.to · Brenn Hill
🔐 Cybersecurity
⚡ AI Lesson
3mo ago
How a sandwich defeats North Korea's hackers (and the US couldn't for 70 years)
Two days ago, Google's Mandiant team attributed the axios npm compromise to UNC1069 — a North Korean...
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