6 August 2025

Topic: Developer And Technical

Monitor your security cameras with locally processed AI
source frigate.video Yesterday

Article URL: https://frigate.video/ Comments URL: https://news.ycombinator.com/item?id=44794508 Points: 295 # Comments: 120...

TL;DR
Frigate is an open-source NVR that offers real-time AI object detection with local processing, reducing false positives and increasing customizability.

Key Takeaways:
  • Frigate's local processing eliminates the need to send camera footage to the cloud for analysis.
  • It can run 100+ object detections per second, allowing for precise event tracking and alerts.
  • Frigate integrates tightly with Home Assistant and other automation platforms, offering a highly customizable security camera system.
AI is not Making Engineers 10x as Productive
source colton.dev 17h ago

Article URL: https://colton.dev/blog/curing-your-ai-10x-engineer-imposter-syndrome/ Comments URL: https://news.ycombinator.com/item?id=44798189 Points...

TL;DR
Despite claims of 10x more productivity, AI coding assistants may not live up to their promises, and their benefits often diminish with increasing codebase size and complexity.

Key Takeaways:
  • Research shows that the actual productivity gains from AI coding assistants are often lower than expected, especially as codebases grow.
  • Many engineers find that AI coding assistants are most useful for specific, one-off tasks rather than generating large amounts of high-quality code.
  • Incentives, biases, and unrealistic expectations contribute to the hype around AI coding assistants, making it essential to approach these claims with a critical and healthy dose of skepticism.

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