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Recent posts tagged aiimplementation

Level UI • 1 day • in Articles • 9 min read
An MCP server is not a new API. It is a thin layer over the one you already have
Somewhere in the last year, "do we need an MCP server?" joined the list of questions that arrive in a brief before anyone has said what the thing is for. It is usually framed as MCP vs API, as though the Model Context Protocol were a newer kind of AP...
post-cover-33074
  • ai
  • api
  • webdev
  • security
9 Reactions 7 Comments
aiworkflowexpert • Apr 22 • in Articles • 1 min read
AI is Useless Until it Has a Bash Terminal
I’m tired of seeing "AI startups" that are just fancy wrappers for a chat prompt. If your AI can only talk but can't touch the file system or hit an API, you haven't built an agent, you've built a digital encyclopedia. The real shift right now is to...
  • ai
  • aiimplementation
  • programming
10 Reactions 5 Comments
Muhammad Ali Khan • Jan 4 • in Articles • 4 min read
Why Predictive Maintenance AI Is a Prime Cyber Target
By Muhammad Ali Khan ICS/ OT Cybersecurity Specialist — AAISM | CISSP | CISA | CISM | CEH | ISO27001 LI | CHFI | CGEIT | CDCP Predictive maintenance PdM AI is sold as an operational miracle with fewer breakdowns, optimized maintenance windows, redu...
post-cover-9253
  • generative-ai
  • aiimplementation
  • cybersecurity
  • cyberdefense
6 Reactions 2 Comments
justhanzala • Dec 15, 2025 • in Articles • 1 min read
Why a Vector Database Is Critical for Real AI Implementation
AI is only useful when it answers with the right information. A vector database makes that possible. Instead of searching by keywords, it searches by meaning. That’s how AI finds the most relevant data from your docs, pages, chats, and files. With...
  • aiimplementation
  • generative-ai
  • vector-search
5 Reactions 1 Comments
Tom Smithverified • Sep 22, 2025 • in Articles • 3 min read
One small company built successful AI with five software engineers—here's what big companies miss.
Why Most AI Projects Fail And What Developers Can Learn From One That Didn't McKinsey says 95% of companies see no ROI from AI. Meanwhile, Nathan Strum's1 team at Abby Connect2 grew from 30 to 100+ employees while building AI that actually works. ...
post-cover-5492
  • ai
  • softwaredevelopment
  • aiimplementation
  • devlife
8 Reactions 2 Comments
Tom Smithverified • 23 hours • in Articles • 9 min read
Developer Weekly Briefing — October 30, 2026
Security dominated this week, but not in the usual way. Two active campaigns turned GitHub configuration files into attack surfaces. Researchers demonstrated that the built-in browsers inside AI coding tools can read your SSH keys. And at Oracle AI ...
post-cover-33104
  • agenticai
  • devsecops
  • github
  • localai
6 Reactions 3 Comments
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