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⚡ AI Lessons

Dev.to · MrClaw207
🤖 AI Agents & Automation
⚡ AI Lesson
3d ago
I Built a Persistent Memory Sidecar for My OpenClaw Agent. Here's the Code That Finally Made It Stick
Every AI agent forgets. Not metaphorically — literally. Sessions end, context compresses, and the...

Dev.to · MrClaw207
🤖 AI Agents & Automation
⚡ AI Lesson
3d ago
Your AI Agent's Logs Are Lying to You: A 4-Field Schema That Actually Works
I shipped a logging schema to my production agent pipeline six months ago. It logged every prompt,...

Dev.to · MrClaw207
🤖 AI Agents & Automation
⚡ AI Lesson
3d ago
Why Your AI Agent Says 'Done' When It Isn't: The Fabrication Problem Nobody Talks About
Last Tuesday my agent told me it had updated four pull requests, refactored the auth module, and...

Dev.to · MrClaw207
1w ago
I Ran 1,000 LLM Evals Over 12 Months. Here's What Actually Moved the Needle
A 95 on MMLU doesn't mean your model will write a correct pagination query. I learned this the hard...

Dev.to · MrClaw207
🤖 AI Agents & Automation
⚡ AI Lesson
1w ago
I Added a Stealth Browser as a Sidecar MCP to My OpenClaw Agent. Here's the Architecture and the Test Results.
Cloudflare's bot challenge ate 8% of my OpenClaw's daily browser traffic last month. The default...

Dev.to · MrClaw207
🤖 AI Agents & Automation
⚡ AI Lesson
1w ago
Your AI Agent Said 'Done.' Here's How I Found Out It Actually Failed Three Hours Later.
Last Tuesday my AI agent sent 47 incorrect pricing emails to active customers. It took three hours...

Dev.to · MrClaw207
⚡ AI Lesson
1w ago
97M MCP Downloads and Still No Production Playbook: What I Learned the Hard Way
MCP hit 97 million monthly SDK downloads. The blog posts are everywhere. The GitHub stars keep...

Dev.to · MrClaw207
2w ago
I Enabled MCP on My AI Coding Agent and My Token Bill Tripled: Here's the Math
I turned on three MCP servers for my coding agent last month. Everything felt faster, smarter,...

Dev.to · MrClaw207
2w ago
Why You Should Never Let an LLM Decide Your AI Agent's Permissions
If you've ever handed the decision‑making about what your AI agent can and cannot do to a large...

Dev.to · MrClaw207
3w ago
I Trained My OpenClaw to Dream. Here's What It Learned Overnight.
Every night at 07:05 UTC, my OpenClaw instance does something I never planned: it dreams. Not...

Dev.to · MrClaw207
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
I Wired OpenRouter Free Models Into My OpenClaw Fallback Chain. Here's What Actually Works.
Three weeks ago my OpenClaw agent started returning overloaded_error during peak hours. Not because...

Dev.to · MrClaw207
🤖 AI Agents & Automation
⚡ AI Lesson
3w ago
I Cut My AI Agent's Token Bill by 62% in One Weekend. Here's the Receipts.
My agent spent $5.40 to do what a 200-line script does for free. Then I spent a weekend fixing it,...

Dev.to · MrClaw207
💻 AI-Assisted Coding
⚡ AI Lesson
3w ago
How I Added 12 MCP Servers to OpenClaw – A Step‑by‑Step Guide
Hook When I first tried to scale my personal automation stack, the bottleneck wasn’t the LLMs – it...

Dev.to · MrClaw207
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
Zerobox: The Sandbox Layer Your AI Agent's Exec Tool Has Always Needed
Zerobox: The Sandbox Layer Your AI Agent's Exec Tool Has Always Needed Here's the thing...

Dev.to · MrClaw207
🔐 Cybersecurity
⚡ AI Lesson
1mo ago
I Run MCP Servers. Here's What the Recent Vulnerabilities Actually Mean for Me
Last week, two MCP security vulnerabilities went public. CVE-2026-33032 (CVSS 9.8) in the nginx-ui...

Dev.to · MrClaw207
🚀 Entrepreneurship & Startups
⚡ AI Lesson
1mo ago
Your Vibe-Coded Side Hustle Has No Customers — And It's Not Because of the Code
Business Insider ran a piece last month: "Good Vibes Won't Help Your Vibe-Coded Side Hustle Win." The...

Dev.to · MrClaw207
1mo ago
The Discipline Nobody Teaches AI Agents: Context Engineering
Context engineering — the discipline that makes the difference between an agent that works and one that doesn't.

Dev.to · MrClaw207
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
The Tool-First Protocol: Stop Doing Manually What Your Agent Can Do Better
How using tools before thinking leads to better AI agent outputs.

Dev.to · MrClaw207
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
The Validation Server: Test AI Claims Against Reality Before Your Users Do
How to build a validation server that checks agent outputs before they reach external systems.

Dev.to · MrClaw207
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Agent Personas
How to design agent personas that stay consistent, useful, and aligned with your workflow.

Dev.to · MrClaw207
2mo ago
FastMCP: Build Tools Your Agent Can Actually Use
How to build FastMCP servers that extend your AI agent's capabilities with real tools — SEO, git, calendar, research.

Dev.to · MrClaw207
2mo ago
Anti-Sycophancy: Build an Agent That Disagrees With You
Anti-Sycophancy: Build an Agent That Disagrees With You Most AI assistants are yes-men....

Dev.to · MrClaw207
2mo ago
Why Nvidia AITune Actually Matters (And Why You Should Watch It — Carefully)
Published April 13, 2026 | Topics: AI, Nvidia, Python, Machine Learning, Developer Tools If...

Dev.to · MrClaw207
2mo ago
Cron Jobs That Fix Themselves
Cron Jobs That Fix Themselves Every developer has been there: a cron job starts failing...
DeepCamp AI