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<pre style='white-space:pre-wrap;width:81ex'>fix(agents): prevent subagent registry resurrection (#105793) * fix(agents): retire legacy subagent registry JSON Co-authored-by: morluto <76467478+morluto@users.noreply.github.com> * fix(agents): keep migration decision internal Co-authored-by: morluto <76467478+morluto@users.noreply.github.com> * style(agents): format migration decision type Co-authored-by: morluto <76467478+morluto@users.noreply.github.com> --------- Co-authored-by: Peter Steinberg

The ISR Observability page now shows Observability Plus subscribers a write utilization metric, helping identify routes that regenerate often but receive few requests. Write utilization is the ratio of cached requests to ISR writes. For routes with low write utilization, consider increasing the revalidation interval or switching to on-demand revalidation to reduce costs. You can also compute write utilization using the Vercel CLI, or use agents with the cdn-caching skill to investigate. Learn mo

Kimi K3 from Moonshot AI is now available on AI Gateway. K3 is an open-source model with a 1M-token context window and native visual understanding, accepting text, image, and video inputs. Built for long-horizon software engineering, knowledge work, and deep reasoning, K3 is especially strong where code meets visual and spatial reasoning, which suits frontend, game development, and CAD workflows. Thinking mode is always on. To use Kimi K3, set model to moonshotai/kimi-k3 in the AI SDK : AI Gatew

Cars24 uses OpenAI-powered voice and chat agents to handle 1M+ monthly conversation minutes, recover 12% of lost leads, and bring agentic workflows to teams across the company.

Incremental video search requires high-quality ranking after each keystroke, where intent is often underspecified (e.g., 1–3 character prefixes). We present a personalization system for Apple TV search that combines complementary semantic and collaborative signals at ranking time. Our approach learns two item embedding spaces: (i) a text-based multilingual encoder (TextEmb) fine-tuned on co-engagement triplets via contrastive learning, and (ii) an ID-based collaborative embedding model (IdEmb) t

Can a large language model (LLM) improve at code generation using only its own raw outputs, without a verifier, a teacher model, or reinforcement learning? We answer in the affirmative with simple self-distillation (SSD): sample solutions from the model with certain temperature and truncation configurations, then fine-tune on those samples with standard supervised fine-tuning. SSD improves Qwen3-30B-Instruct from 42.4% to 55.3% pass@1 on LiveCodeBench v6, with gains concentrating on harder probl

Microsoft is looking to sell its in-house AI models as more efficient and cost-effective than its competitors' models.

Article URL: https://lore.kernel.org/linux-media/CAHk-=wi4zC+Ze8e+p3tMv8TtG_80KzsZ1syL9anBtmEh5Z40vg@mail.gmail.com/ Comments URL: https://news.ycombinator.com/item?id=48928697 Points: 11 # Comments: 2

Article URL: https://lhv.ai/ Comments URL: https://news.ycombinator.com/item?id=48928679 Points: 1 # Comments: 0

Article URL: https://www.kqed.org/news/12090173/too-old-for-silicon-valley-think-again-ai-is-changing-the-math Comments URL: https://news.ycombinator.com/item?id=48928462 Points: 3 # Comments: 0

Location:Plymouth, MA (Greater Boston Area) Remote:Yes Willing to relocate:No(I have 3 kids under 6 currently!), but always willing to travel! Technologies: Python, Ubuntu, Docker, Machine-learning, Unity engine, VS, SQL Oracle, C++, C#, AWS, OVH, Django. Résumé/CV: https://www.linkedin.com/in/robert-mcdermott-56693864/ Email: robert.mcd@live.com Currently a student at BHCC as a Computer Science Major with a focus in Software Engineering and AI. I just want to get my foot in the door somewhere w

Article URL: https://coroot.com/blog/hard-part-of-ai-root-cause-analysis-is-no-longer-the-model/ Comments URL: https://news.ycombinator.com/item?id=48928324 Points: 4 # Comments: 1

Article URL: https://undark.org/2026/07/15/medicare-prior-authorization-ai/ Comments URL: https://news.ycombinator.com/item?id=48928319 Points: 3 # Comments: 0

General-purpose robots and autonomous machines are moving from research labs to real-world mass-market deployment, creating demand for compact, power-efficient AI supercomputers capable of running foundation models at the edge. To meet that need, NVIDIA today introduced the T3000 and T2000, new modules based on the NVIDIA Thor architecture that enable mass-market robotics and edge AI […]

Developers building video analytics applications across large spaces must track the same object as it moves between camera views. Single-camera 2D tracking...

Article URL: https://eaon.dev Comments URL: https://news.ycombinator.com/item?id=48928305 Points: 2 # Comments: 1

Article URL: https://www.noahpinion.blog/p/why-i-didnt-sign-the-we-must-act Comments URL: https://news.ycombinator.com/item?id=48928055 Points: 6 # Comments: 0

One-two punch offers a glimpse of how low-precision AI can complement high-precision simulations

h5i-python is the Python SDK for the h5i orchestra engine. This SDK lets you define and execute multi-agent coding workflows across Claude Code, Codex, and other runtimes as ordinary Python programs. Comments URL: https://news.ycombinator.com/item?id=48927933 Points: 2 # Comments: 0

Across 101 enterprises, agent orchestration is consolidating onto model-provider platforms — Anthropic’s Claude leads by a wide margin — chosen for the gravity of the underlying model and judged on reliable multi-step execution. But the ambition runs well ahead of the reality: most deployed “agents” are still chatbot wrappers, the control plane enterprises expect is deliberately hybrid to avoid lock-in, and real-time fiscal control over token burn remains the exception. This wave of VentureBeat

Just wondering whether others have the same impression: are the articles better on the second page of HN? The front page is basically AI and associated slopationalism while the second (and further) pages are more down to earth and worth investigating. Comments URL: https://news.ycombinator.com/item?id=48927922 Points: 6 # Comments: 2

Article URL: https://blog.greg.technology/2026/07/14/llm-networking-with-mikrotik.html Comments URL: https://news.ycombinator.com/item?id=48927915 Points: 1 # Comments: 0

Article URL: https://a16y.ai Comments URL: https://news.ycombinator.com/item?id=48927838 Points: 4 # Comments: 0

Article URL: https://fragwyz.substack.com/p/three-years-of-ai-on-steam Comments URL: https://news.ycombinator.com/item?id=48927677 Points: 2 # Comments: 0

OpenUSD is an open, extensible framework that provides a common scene description language for physical AI. It enables teams to bring CAD data, simulation...

Article URL: https://jamesfbaker.substack.com/p/ai-is-bayesian-evidence-that-we-live Comments URL: https://news.ycombinator.com/item?id=48927573 Points: 5 # Comments: 0

Hello HN. Pullboard ( https://pullboard.dev/ ) is the shared place work lives. You talk to one agent about what you want, and the rest of the fleet can organize around the resulting work without manually dispatching every task or re-explaining the context and any other in-flight work. It helps keep agents coherent. I run a small quantitative trading operation with a fleet of coding agents, and I originally built Pullboard to manage high-velocity work across complex projects. With Pullboard and a

Article URL: https://economics.mit.edu/sites/default/files/2026-07/speculative_growth_AI_public.pdf Comments URL: https://news.ycombinator.com/item?id=48927409 Points: 48 # Comments: 55

Article URL: https://github.com/sene1337/aiaio Comments URL: https://news.ycombinator.com/item?id=48927378 Points: 2 # Comments: 1

Article URL: https://mass-driver.com/article/from-human-hands Comments URL: https://news.ycombinator.com/item?id=48927373 Points: 92 # Comments: 92

The Elon Musk-owned xAI is suing a South Carolina man who allegedly used the company's Grok AI chatbot to generate child sexual abuse material (CSAM). In a lawsuit reported earlier by Reuters, xAI claims Terry Wayne Harwood "knowingly and intentionally used Grok to circumvent safeguards, alter nonconsensual images, and generate and distribute CSAM," breaching the […]

Enterprises looking to move more of their agentic AI workloads to open weights models they can customize, control and run on-premises or in virtual private clouds have a strong new contender to consider. Today, Thinking Machines—the highly capitalized American AI startup founded by former OpenAI CTO Mira Murati— released Inkling , its first major language model under an enterprise-friendly Apache 2.0 open source license , and it boasts high, if sub state-of-the-art, performance for open weights

Article URL: https://www.siegelendowment.org/wp-content/uploads/2026/07/fortune-david-siegel-open-source-ai.pdf Comments URL: https://news.ycombinator.com/item?id=48927095 Points: 2 # Comments: 0

Governing 5 agents is a review process. Governing 500 agents is an infrastructure problem. Manual reviews and team-level approvals work when a handful of agents are visible and closely watched. Once agents spread across business units, tools, and environments, that oversight breaks down. Enterprises need an AI agent governance model that includes centralized identity, reusable... The post AI agent governance at scale: from 5 agents to a 500-agent workforce appeared first on DataRobot .

Cursor now defaults to agentic mode with no code editor at all, which got me wondering: who is writing or who is building production-grade apps with actual real user traction without ever seeing the code? I can't imagine doing that. At least right now, in the current technology, it's too risky. Are there real examples of people building and shipping real products without ever needing the code editor? Just to clarify, 99% of our code is written by AI, but it's helpful to have the code editor so w

Article URL: https://cmart.blog/slop-machine/ Comments URL: https://news.ycombinator.com/item?id=48926981 Points: 1 # Comments: 0

Article URL: https://vektorgeist.com/ Comments URL: https://news.ycombinator.com/item?id=48926914 Points: 1 # Comments: 0

Article URL: https://x.ai/open-source Comments URL: https://news.ycombinator.com/item?id=48926841 Points: 20 # Comments: 4

Article URL: https://medium.com/timbr-ai/sql-vs-sparql-in-the-age-of-ai-which-one-actually-works-in-enterprises-b2f4af155d96 Comments URL: https://news.ycombinator.com/item?id=48926836 Points: 1 # Comments: 0

Article URL: https://blog.basementcommunity.com/are-no-ai-disclaimers-really-necessary/ Comments URL: https://news.ycombinator.com/item?id=48926830 Points: 1 # Comments: 1