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⚡ AI Lessons

Dev.to · ppcvote
6d ago
From Zero to Contributing Code to Microsoft — A Non-Engineer's 4-Month Journey
4 months ago I couldn't write a single line of code. Now my PR is being reviewed by Microsoft's AI governance toolkit. This isn't a genius story — it's a path a

Dev.to · ppcvote
1w ago
What is AEO? How to Get ChatGPT, Perplexity & AI Search Engines to Cite Your Website — 2026 Guide
SEO gets you found on Google. AEO gets you found by AI. When 30% of searches never click through to a website, your content must be cited by AI directly. Here's

Dev.to · ppcvote
3w ago
Threads Growth Strategy: How to Auto-Post 10 High-Engagement Posts Per Day
Running Threads isn't about posting for the sake of posting — it's about publishing the right content, at the right time, with the right strategy. This article

Dev.to · ppcvote
4w ago
I Scanned 25 Major Taiwan Brands: 0 Scored A, 0 Scored B, Average AEO Was 40/100
AI Visibility Score scan of 25 major Taiwan enterprises (104 Job Bank, ASUS, PChome, Cathay Bank...). Shocking: the highest score was C-grade. Average AEO was 4

Dev.to · ppcvote
1mo ago
How We Defend AI Against Comment Attacks: 5-Layer Prompt Defense in Production
When your AI auto-replies to hundreds of comments daily, Prompt Injection isn't theoretical — it's happening every day. This is the 5-layer defense architecture

Dev.to · ppcvote
🛡️ AI Safety & Ethics
⚡ AI Lesson
1mo ago
We Open-Sourced Our Prompt Defense Scanner: 200 Lines of Regex That Replace an LLM
Most AI security tools use LLMs to check LLMs. We built a deterministic prompt defense scanner — 12 attack vectors, pure regex, under 1ms, zero cost. Here's why

Dev.to · ppcvote
1mo ago
Content Cascade Engine: Write One Blog Post, Auto-Generate 5 Social Posts
I built a Content Cascade system that scans for new blog posts every morning at 7 AM, uses a local Ollama model to split them into 3-5 Threads posts — zero API

Dev.to · ppcvote
1mo ago
We Gave Our 4 AI Lobsters the World's Smartest Brain — For Free
A 7-star GitHub project + 30 minutes of work = four AI agents upgraded from a 7B local model to Claude Opus 4.6. Cost: $0.

Dev.to · ppcvote
2mo ago
78% of Production AI Systems Score F on Prompt Defense — Data from 1,646 Leaked System Prompts
We scanned 1,646 leaked production system prompts. 78.3% scored F. Average: 36/100. Data-driven gap analysis mapped to OWASP Agentic Top 10.

Dev.to · ppcvote
2mo ago
Build Your First Personal Website with AI — Zero Experience, Step-by-Step Guide
Using only a browser and Claude's free tier, build a personal website that AI can read and humans love. No software to install, no coding required, completely f

Dev.to · ppcvote
2mo ago
We Validated AVS With 816 AI Citations: Score 75 Is the Threshold for Getting Recommended by AI
We sent 155 queries to AI search engines, collected 816 citations, and scanned 721 websites for AI Visibility Score. Finding: 60% of cited sites score B or abov

Dev.to · ppcvote
2mo ago
How Do We Prove We Actually Do AI? — Ultra Lab's Technical Transparency Manifesto
In an era where AI marketing buzzwords are everywhere, how does a company prove its AI capabilities are real? Here's Ultra Lab's answer: open architecture, open

Dev.to · ppcvote
2mo ago
The Real Fix for AI Tech Debt: Don't Use Less AI — Limit Its Scope
A viral Dev.to article says AI is creating tech debt nobody talks about. We agree — but instead of using less AI, we redesigned our architecture: AI handles con

Dev.to · ppcvote
2mo ago
Why Your SaaS Needs AI-Ready Interfaces: Architecture Lessons from Three Products
From Gemini-only to a Multi-LLM fault-tolerant architecture — the pitfalls, lessons, and 7 things you should do right now, validated across three Ultra Lab prod
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