140 points, 119 comments on Hacker News
Source: [Hacker News](https://www.kenklippenstein.com/p/feds-think-ai-critics-are-foreign)
Using GPT-5. 6, Ringg powers multilingual agents across voice, chat, WhatsApp, and web for 90% less cost vs. GPT-4.
1 points, 0 comments on Hacker News
1 points, 0 comments on Hacker News
2 points, 0 comments on Hacker News
1 points, 0 comments on Hacker News
Extract one mutator only after tests pin object identity. Value equality alone hides alias bugs in shared containers. A copied list can match every item and still break a later caller.