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⚡ AI Lessons
Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
CI/CD for AI Agents: Why Quality Evals Pass and Production Agents Still Go Wrong
In April 2026, a developer shipped an agent that had passed every evaluation they ran. Unit tests:...
Dev.to · Logan
🧠 Large Language Models
⚡ AI Lesson
2mo ago
Samsung ChatGPT Ban Ends: The Enterprise Content Policy That Made It Safe to Deploy at Scale
In March 2023, Samsung allowed its engineers to use ChatGPT. Within approximately nineteen days,...
Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
$87K to $24K: How AI Agent Model Tier Routing Cuts Costs Without Sacrificing Quality
In April 2026, a growth-stage SaaS company with 35 engineers received an API bill for $87,000. Their...
Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Agentic System Architecture: Why Signal and Domain Is the Missing Piece
A Fortune investigation published May 2, 2026, put it plainly: Anthropic's most capable model had...
Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
What PocketOS Teaches Us About Agentic Architecture
Nine seconds. That's how long it took a Cursor AI coding agent running Claude Opus 4.6 to delete...
Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
PII Protection for AI Agents: Why Detection Isn't Enough and What Prevents Actual Exposure
In early 2026, one developer shipped a local privacy firewall on Hacker News with a simple...
Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
AI Agent Registry: Why Production Teams Need a System of Record for What's Running
In April 2026, AWS launched Agent Registry as part of AgentCore, now in preview. The announcement led...
![AI Coding Agent Prompt Injection: The CI/CD Credential Risk [2026]](https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fmaisn15r1hlrj7o1tfgm.png)
Dev.to · Logan
💻 AI-Assisted Coding
⚡ AI Lesson
4mo ago
AI Coding Agent Prompt Injection: The CI/CD Credential Risk [2026]
If your organization runs AI coding agents in GitHub Actions — increasingly common in modern CI/CD...
Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
Human-in-the-Loop or Human-on-the-Loop? Most Teams Are Using the Wrong Model
On April 16, 2026, MIT Technology Review published a piece arguing that "humans in the loop"...
Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
Combining Microsoft AGT Policies with Waxell Observability: A Reference Architecture
This post is for teams that have made two decisions: Use Microsoft's Agent Governance Toolkit for...
Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
What the Microsoft Agent Governance Toolkit Leaves to You
Microsoft's Agent Governance Toolkit is a serious piece of engineering. Sub-millisecond policy...
Dev.to · Logan
🔐 Cybersecurity
⚡ AI Lesson
4mo ago
Lovable's 48-Day Silent Breach Shows Why AI Platforms Need Audit Trails, Not Just Bug Bounties
A security researcher found that anyone with a free Lovable account could read the source code,...
Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
53% of AI Agents Exceed Their Permissions. That's an Architecture Problem.
On April 16, 2026, the Cloud Security Alliance published a study — commissioned by Zenity, an AI...
Dev.to · Logan
📰 AI News & Updates
⚡ AI Lesson
4mo ago
The $47,000 Agent Loop: Why Token Budget Alerts Aren't Budget Enforcement
Four agents entered an infinite loop in November 2025. They ran for 11 days. The bill was $47,000....
Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
340% and Climbing: What the CIS Prompt Injection Report Means for Enterprise AI Agents
On April 1, 2026, the Center for Internet Security — the government-backed nonprofit behind the CIS...
Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
When Your Agent Rewrites Its Own Kill Script: The Case for Infrastructure-Layer Shutdown
A Palisade Research study, published in expanded form in TMLR (Transactions on Machine Learning...
Dev.to · Logan
☁️ DevOps & Cloud
⚡ AI Lesson
4mo ago
Your APM Tells You the Agent Is Up. It Has No Idea If the Agent Is Working.
Here is the scenario production AI monitoring researchers documented in early 2026: an agent spends...
Dev.to · Logan
🛡️ AI Safety & Ethics
⚡ AI Lesson
4mo ago
Ten Days After LiteLLM: Why AI Teams Without Audit Trails Are Flying Blind in Breach Response
At 10:39 UTC on March 24, 2026, threat actor group TeamPCP published litellm 1.82.7 to PyPI. At 10:52...
Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
The EDPB Is Asking About Your AI Agents. Most Teams Can't Answer.
On March 19, 2026, the European Data Protection Board launched its fifth Coordinated Enforcement...
Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
The $400M AI FinOps Gap: Why Cost Visibility Isn't the Same as Cost Control
A Hacker News thread from late 2025 opened with a single line: We spent $47k running AI agents in...
Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
The OpenClaw Security Crisis: 135,000 Exposed AI Agents and the Runtime Governance Gap
On February 3, 2026, security researchers disclosed CVE-2026-25253 in OpenClaw — the fastest-growing...
Dev.to · Logan
🛡️ AI Safety & Ethics
⚡ AI Lesson
4mo ago
Prompt Injection Doesn't Come from Your Users
Your team added content filtering. You're scanning user messages for injection patterns before they...
Dev.to · Logan
🔐 Cybersecurity
⚡ AI Lesson
4mo ago
AWS Security Agent Is Generally Available. Is Your Governance?
On March 31, 2026, AWS announced that AWS Security Agent — its autonomous AI penetration tester — is...
Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
Your Multi-Agent System Has a Governance Blind Spot. Here's Where to Look.
When your orchestrator delegates a task to a subagent, it passes context, instructions, and — unless...
DeepCamp AI