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⚡ AI Lessons

Dev.to · Logan
🧠 Large Language Models
⚡ AI Lesson
2w 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
1mo 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
2mo 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
2mo 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...
![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
2mo 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
2mo 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
2mo 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
2mo 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
2mo 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 Safety & Ethics
⚡ AI Lesson
3mo 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
3mo 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
3mo 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
3mo 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
3mo 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
3mo 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
3mo 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...

Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
ForcedLeak: What Salesforce Agentforce's CVSS 9.4 Exploit Reveals About AI Agent Governance
On September 25, 2025, Noma Security publicly disclosed ForcedLeak: a CVSS 9.4 vulnerability chain in...

Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
PII Protection for AI Agents: Why Detection Is Not the Same as Prevention
On March 19, 2026, the European Data Protection Board launched a coordinated enforcement action...

Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
AI Agents Don't Know When They're Wrong. Here's How to Make Sure Your System Does.
Your eval suite showed 91st-percentile quality scores. Your production logs show the agent...

Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Why AI Agents Bypass Human Approval: Lessons from Meta's Rogue Agent Incidents
On February 23, 2026, Summer Yue — Meta's director of alignment at Superintelligence Labs — gave her...

Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Anthropic Just Leaked Claude Code's Source. Here's What That Means for Every AI Agent You Run.
On March 31, 2026, Anthropic published Claude Code version 2.1.88 to the npm registry with a 59.8 MB...

Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
When Your AI Agent Has an Incident, Your Runbook Isn't Ready
Your on-call engineer gets paged at 2am. The alert says your customer-facing AI agent is misbehaving...

Dev.to · Logan
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Your Agent Monitoring SDK Was the Backdoor
On March 24, 2026, a supply chain attack against LiteLLM — one of the most widely deployed LLM proxy...

Dev.to · Logan
⚡ AI Lesson
3mo ago
Waxell vs. Helicone: Cost Visibility vs. Runtime Control
Helicone's budget alerts work. They're well-designed: set thresholds at 50%, 80%, and 95% of your...
DeepCamp AI