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Adding to the sea of AI benchmarks, but with a focus on legal and litigation-based tasks and tests. E.g., hallucinating cases, misreading precedent, drafting, AI writing tics, etc. Developed as part of a litigation platform I've started, but not sharing this benchmark to promote that. Just thought the findings were interesting--namely, Anthropic's models (except for Haiku) producing zero hallucinated cases. Also, if anyone would like to see additional tests / benchmarks or models tested, let me ...

Article URL: https://github.com/jeffreytse/grimoire Comments URL: https://news.ycombinator.com/item?id=49015651 Points: 2 # Comments: 0

Current models are still notoriously bad at writing prose. It's not just the easily recognizable tics like "load-bearing" and "genuinely". The text is just sloppy, pompous, and full of air. I've tried different approaches like feeding it examples of my own writing, giving it a style guide, and iterating a few editing sessions, but it appears the way these models write/talk is rather deeply ingrained, and it usually end up easier for me just to write myself. Has anyone found a good approach to ma...

I notice ChatGPT goes straight to voice now. How far away do you guys think we are from generally available video assistant? Comments URL: https://news.ycombinator.com/item?id=49015708 Points: 3 # Comments: 1

Article URL: https://github.com/mihirahuja1/agentnestOSS Comments URL: https://news.ycombinator.com/item?id=49015852 Points: 6 # Comments: 2

Article URL: https://apacheseatunnel.medium.com/goodbye-data-hello-ai-my-biggest-takeaway-from-snowflake-summit-2026-8c3dd82b208e Comments URL: https://news.ycombinator.com/item?id=49015872 Points: 4 # Comments: 0

Comments URL: https://news.ycombinator.com/item?id=49015912 Points: 2 # Comments: 2

Article URL: https://www.reuters.com/legal/litigation/chinese-ais-role-stopping-rogue-openai-agent-shows-cost-us-guardrails-2026-07-22/ Comments URL: https://news.ycombinator.com/item?id=49015927 Points: 6 # Comments: 0

Article URL: https://blog.gjmveloso.dev/posts/2026/07/22/doomsday-ai/ Comments URL: https://news.ycombinator.com/item?id=49016255 Points: 1 # Comments: 0

Article URL: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=7059338 Comments URL: https://news.ycombinator.com/item?id=49016292 Points: 2 # Comments: 1

Article URL: https://www.economist.com/science-and-technology/2026/07/22/why-the-openai-escape-is-the-most-worrying-ai-mishap-yet Comments URL: https://news.ycombinator.com/item?id=49016378 Points: 3 # Comments: 3

Article URL: https://www.theatlantic.com/technology/2026/07/ai-companies-hiring-academics/688002/ Comments URL: https://news.ycombinator.com/item?id=49016688 Points: 1 # Comments: 1

Article URL: https://github.com/shrineofus/damnesia-community Comments URL: https://news.ycombinator.com/item?id=49016726 Points: 1 # Comments: 0

Most AI evaluation ends with a score. That is useful, but it does not answer a narrower question: is this particular output strong enough to release without asking a person again? I built Chiron for the cases where the answer can be established exactly. It is an exact-or-refuse evidence gate for supported structured outputs. For sequence-style data, Chiron recovers a constrained candidate rule and then tests it on held-out terms it did not see. Exact prediction earns verified: true ; a fo...

Article URL: https://manish.sh/writings/ai-tools/inside-character-ai-the-technical-story-of-what-keeps-users-hooked Comments URL: https://news.ycombinator.com/item?id=49013296 Points: 2 # Comments: 0

Article URL: https://www.reuters.com/business/google-quarterly-cloud-revenue-growth-beats-expectations-2026-07-22/ Comments URL: https://news.ycombinator.com/item?id=49013423 Points: 3 # Comments: 2

Build a website for AI pics for dating apps in 20 hours, launched ads, failed I had some free google cloud credits (included nano banana for AI gen photos) Build a simple website - user uploads a selfie, receiving cool pics for dating apps with his face + he can edit photos with promts. 3 photos with watermarks for free, after that pack with 25 photos for 9,99$, In the backend its prefiltered cool photos + face recognition in order to return only photos with a good simularity. End result - $202 ...

Article URL: https://www.rnz.co.nz/news/business/773456/ai-is-changing-the-way-consumers-shop-and-businesses-need-to-get-ready Comments URL: https://news.ycombinator.com/item?id=49013796 Points: 5 # Comments: 1

Article URL: https://github.com/ykushch/agsig Comments URL: https://news.ycombinator.com/item?id=49013862 Points: 4 # Comments: 1

Article URL: https://twitter.com/joefioti/status/2077430481809989662 Comments URL: https://news.ycombinator.com/item?id=49013890 Points: 2 # Comments: 0

Article URL: https://www.roleframe.ai/blog/why-ai-resume-sounds-generic Comments URL: https://news.ycombinator.com/item?id=49013985 Points: 4 # Comments: 0

Article URL: https://www.theguardian.com/technology/2026/jul/22/openai-says-its-models-went-rogue-and-hacked-startup-in-unprecedented-incident Comments URL: https://news.ycombinator.com/item?id=49014108 Points: 2 # Comments: 1

Article URL: https://techcrunch.com/2026/07/22/monday-com-lays-off-hundreds-to-focuses-on-ai/ Comments URL: https://news.ycombinator.com/item?id=49014228 Points: 3 # Comments: 1

Article URL: https://twitter.com/SecScottBessent/status/2080008411790368895 Comments URL: https://news.ycombinator.com/item?id=49014267 Points: 2 # Comments: 0

Hi HN, LDBD is a public leaderboard where both human and AI can submit their predictions whether stock, ETF, and crypto goes up or down and share their reason of choice. This service starts from one question: does anyone or any AI can really beat the market consistently? If yes, prove it! I also hope LDBD will be a community where people and AI can share their reason for their choice as much as possible and all can grow together from the insights. I designed a fair metric to assess who is really...

Article URL: https://aiunderheaven.substack.com/p/ai-under-heaven01 Comments URL: https://news.ycombinator.com/item?id=49014415 Points: 2 # Comments: 0

Article URL: https://www.theguardian.com/technology/2026/jul/22/tesla-profits-earnings Comments URL: https://news.ycombinator.com/item?id=49014549 Points: 5 # Comments: 1

Article URL: https://arstechnica.com/ai/2026/07/how-an-openai-benchmark-test-turned-into-a-real-world-cyberattack/ Comments URL: https://news.ycombinator.com/item?id=49014681 Points: 3 # Comments: 2

Article URL: https://www.bloomberg.com/news/articles/2026-07-22/wall-street-banks-trading-parts-of-35-billion-ai-chip-deal Comments URL: https://news.ycombinator.com/item?id=49014682 Points: 2 # Comments: 0