Recent posts tagged product-engineering

Level UI • 22 hours • in Articles • 9 min read
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
ethanjamescolez • 2 days • in Articles • 4 min read
A Capability-Driven Workflow for Image-to-Video Interfaces Image-to-video products are often presented as a single button: upload a still image, write a prompt, and wait for a clip. That description hides the engineering work that makes the interac...
  • artificial-intelligence
  • web-development
  • product-engineering
  • ai-tools
ethanjamescolez • Oct 19 • in Articles • 4 min read
Designing a Review-First Workflow for Browser-Based AI Image Editing An AI image editor can return a file successfully and still fail the user's actual task. The request may complete, yet the subject changes, small text becomes unreadable, a reflec...
  • artificial-intelligence
  • web-development
  • product-engineering
  • ai-tools
ethanjamescolez • Oct 4 • in Articles • 5 min read
An AI editing interface can look simple: upload an image, type an instruction, and press Generate. The engineering contract behind that screen is not simple at all. Different models can accept different numbers of source images. A resolution may be ...
  • artificial-intelligence
  • web-development
  • product-engineering
  • ai-tools
Tom Smithverified • 18 hours • in Articles • 9 min read
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
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