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⚡ AI Lessons

Dev.to · Armorer Labs
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
Multi-agent runs need a handoff receipt, not just a shared trace
When a single agent does something dangerous, the audit problem is small. You have one run, one set...

Dev.to · Armorer Labs
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
Agent runs need their own session identity, not the human's
One of the quiet assumptions that breaks first when agents move from demos to production is that the...

Dev.to · Armorer Labs
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
AI agents need tiered approval escalation, not one big confirm button
Every agent product eventually has the same conversation: who is allowed to click "yes"? The...

Dev.to · Armorer Labs
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
Why block counts are not enough for agent safety
A block count is not an audit record. If an agent guard says it blocked 200 actions, I still need to...

Dev.to · Armorer Labs
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
The boring checklist before running a new local agent
Before I run a new local agent, I want a boring checklist. Not hype. Not a demo video. Just...

Dev.to · Armorer Labs
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
Coding agents need branch policy at runtime
Telling a coding agent "do not push to main" is useful. It is not enough. Branch policy has to be a...

Dev.to · Armorer Labs
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
Agent guards need receipts, not just block counts
A lot of AI-agent safety tooling is framed around blocking bad actions. Blocking matters, but it is...

Dev.to · Armorer Labs
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
Agent demos are easy. Agent operations need receipts.
I keep seeing the same pattern with AI agents: the demo works, the first workflow is exciting, and...

Dev.to · Armorer Labs
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Agent browser runs need receipts, not just screenshots
Agentic browser work is getting good enough that teams are starting to trust it for real workflows:...

Dev.to · Armorer Labs
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Agent frameworks create workflows. Production needs run receipts.
Everyone is comparing agent frameworks: LangGraph, CrewAI, AutoGen, OpenAI Agents SDK, Claude Code,...

Dev.to · Armorer Labs
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Local Agents Need a Control Plane
AI agents are quickly moving from impressive demos to actual work. They read docs. They summarize...

Dev.to · Armorer Labs
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
Armorer Guard: runtime control should start at the tool call
# Armorer Guard: runtime control should start at the tool call The more I work on local agent...

Dev.to · Armorer Labs
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
I built a local Rust MCP security proxy for AI agents
Armorer Guard scans prompt injection, credential leaks, exfiltration, and dangerous MCP tool calls locally before agent tools execute.

Dev.to · Armorer Labs
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Armorer Guard Learning Loop: live local feedback for AI-agent security, without model drift
A Rust-native local learning overlay for AI-agent prompt injection and tool-call risk scanning, with reviewed retraining instead of silent drift.

Dev.to · Armorer Labs
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Armorer Guard: fast local scanning before AI-agent tool calls
Prompt injection gets more dangerous when an agent can act. The risky moment is often not the first...
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