Why LLMs Keep Forgetting Things (And How Mem0 Fixes What RAG Can't)
Understanding when to use RAG, Mem0, or MCP isn’t just academic—it’s the difference between an AI that forgets yesterday’s …
The Productivity Mirage: Why AI Can't Replace Your On-Call Engineers
AI coding tools boost early productivity, but collapse under the pressure of production systems—here’s why on-call engineers are irreplaceable.
The AI Wrapper Margin Trap: Why Your SaaS Math Doesn't Add Up
Burning $250K/month on API calls while charging $24/month sounds like a unicorn story. It's actually a slow-motion train wreck. Here's why AI wrapper companies are bleeding out on unit economics.
The Fast SaaS Validation Playbook: Launch or Kill in 30 Days
Stop building for months before testing the market. Here's how to validate your SaaS idea in weeks, not quarters—using ads, proven models, and ruthless iteration.
How to Build Your Own Token Compressor for LLM Applications
A practical guide to building a custom token compressor that reduces LLM API costs by 40-60% using statistical and lexical compression techniques.
Why Chunking is Broken in RAG (And We Still Use It)
As a founder building enterprise RAG solutions, I rely on chunking daily—but it's fundamentally flawed. Here's why vector-based chunking fails at scale and what we're missing.
The One Trick That Actually Stops Prompt Injection (And Why Nobody Uses It)
Treating your LLM as a simple instruction decoder instead of a reasoning engine makes prompt injection attacks nearly impossible—but it requires …
GEO vs SEO: Why ChatGPT Won't Remember Your Content (And How to Fix It)
Traditional SEO gets you indexed by Google. GEO gets you cited by ChatGPT and Claude. Here’s the difference and the 905-line analyzer that …
The GenAI Coding Gold Rush: Why 2026 is the Year to Build the Pickaxes
100 trillion tokens. Millions of developers. A market hungry for tools. While everyone’s rushing to build apps with AI, the real money is in …
![Vibe Testing: The Next Step in Software QA [2026]](/images/proud-aurora-6763.jpg)
Vibe Testing: The Next Step in Software QA [2026]
AI-augmented, intuition-driven testing that evaluates how software feels to users, not just whether it meets specifications.
AI Coding Assistants Are Hallucinating Packages (And Attackers Are Exploiting It)
LLMs hallucinate non-existent package names. Attackers register them. Developers install them. Here’s the 291-line detection system that caught …
I Built a 200+ Plugin Security Scanner Using Python Metaclasses (Zero Boilerplate)
Managing 200+ security check plugins without decorators or manual registration—here’s the metaclass pattern that makes it work.