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<p>Pengujian Anda lulus pada hari Senin: masukan sama, kode sama, <code>temperature=0</code>. Pada hari Selasa, pengujian gagal tanpa perubahan kode. Assertion membandingkan string persis sama, tetapi model mengembalikan jawaban dengan sedikit perbedaan kata. Rangkaian pengujian menjadi merah, agen sebenarnya baik-baik saja, dan Anda akhirnya men-debug pengujian alih-alih produk.</p> <p><a href="https://apidog.com/?utm_source=dev.to&utm_medium=wanda&utm_content=n8n-post-automation" class="crayon

Synthium operates human-in-the-loop simulations to generate motion, voice, and reasoning data for humanoid AI models.

Presented by JumpCloud The organizations losing confidence in AI are the ones most likely to get it right. Six months ago, 40% of IT leaders described their organizations as mature in AI deployment. Today that number is 23% . Before you read that as a setback, consider what it actually reflects. We recently surveyed 800 IT leaders across the U.S. and U.K. for our Q3 2026 trends report, and the data tells a consistent story: the organizations revising their self-assessment downward are overwhelmi

Tencent said ADP 4.0 supports integrations with Line, Telegram, and Google Workspace.

Article URL: https://canopywave.com/blog/best-ai-coding-plans-2026-pricing-limits-use-cases Comments URL: https://news.ycombinator.com/item?id=48975179 Points: 2 # Comments: 0

<pre style='white-space:pre-wrap;width:81ex'>fix(gateway): make agent deletion transactional (#111678) * fix: make agent deletion transactional * fix: align deletion proof with config IO * test: align deletion mocks with strict types * test: remove stale cron helper * chore: drop changelog entry and unshipped-schema compat branches * fix: preserve reclaimed agent state * fix: make agent deletion recovery durable * fix: make agent cleanup symlink-safe * fix: retain failed agent database ownership

ACE also said it secured several hundred million US dollars in financing in the first half of 2026.

<pre style='white-space:pre-wrap;width:81ex'>fix(agents): tolerate auth mutation before first prepared-model-runtime owner (#111627) (#111701)</pre>

Article URL: https://www.interconnects.ai/p/notes-from-inside-chinas-ai-labs Comments URL: https://news.ycombinator.com/item?id=48975136 Points: 2 # Comments: 0

SK hynix, a South Korean memory chipmaker, showed a 256GB second-generation CMM-DDR5 sample at HPE Discover in Las Vegas in June.

The listing plan follows 01.ai's shift from building frontier large language models to enterprise AI infrastructure.

Article URL: https://www.nyc144euaiact.com Comments URL: https://news.ycombinator.com/item?id=48974973 Points: 1 # Comments: 0

Article URL: https://github.com/er91/budget_aware_llm_api_gateway Comments URL: https://news.ycombinator.com/item?id=48974910 Points: 1 # Comments: 1

Article URL: https://www.thestack.technology/hugging-face-hacked-turned-to-chinese-llm-for-help-after-us-models-blocked-blue-team/ Comments URL: https://news.ycombinator.com/item?id=48974882 Points: 6 # Comments: 0

Article URL: https://www.hpc-ai.com/blog/What-Is-Agentic-AI Comments URL: https://news.ycombinator.com/item?id=48974876 Points: 2 # Comments: 0

<pre style='white-space:pre-wrap;width:81ex'>refactor: unify the embedded-agent fallback run-entry across all four pipelines (#111608) * refactor(agents): unify fallback run-entry across channel, command, memory, and follow-up paths * refactor(agents): keep run-entry contracts module-local * test(reply): derive run-entry params type locally</pre>

I built a collection of 18 Bible-themed minigames using Fable to see how well it could generate small, complete games across different genres. The games are playable in the browser and are optimized for both 9:16 / 16:9 aspect ratios. The artwork was generated with GPT Image 2 and GPT Image 1.5 (1.5 isn't as capable, but supports transparent backgrounds). The 3D games also use assets from Poly Haven and KayKit models ( https://kaylousberg.itch.io/ ). A few observations from the experiment: - A s

Use AI free — Gui, Web, Cli, Telegram, 2,000 MCP, 100K Skills . LiteLLM (100+ providers), local models via Ollama, /lang in 34 languages, Mesa Redonda, voice, OCR, MemPalace, embedded sandbox OS. I would like to ask the community to check my repo i have been working on him for months as a solo dev this has been a nightmare... i just.. would like to know if im on the right path at least.... thanks HN pip install dulus github.com/kevrojo/dulus Comments URL: https://news.ycombinator.com/item?id=489

Hello, Ive built an ai that lives in your menu bar instead of a chat box. it has many different skills. Note taking up to three hours, a stock trading mode with 16 indicators included inside of it, a stealth mode for tests or anyone in college, an observing agent that explains anything on your screen, and a red agent that does things like send emails or do homework in the background. Im trying to figure out if this is a good idea. Comments URL: https://news.ycombinator.com/item?id=48974726 Point

In an ironic twist, open-source artificial intelligence (AI) platform Hugging Face revealed that it was the victim of a hack perpetrated by an autonomous AI agent system. The company said it detected and responded to the incident targeting its production infrastructure earlier last week. "We identified unauthorized access to a limited set of internal datasets and to several credentials used by

Article URL: https://zlvox.com/tools/ai-humanizer Comments URL: https://news.ycombinator.com/item?id=48974544 Points: 2 # Comments: 0

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Article URL: https://www.bloomberg.com/news/articles/2026-07-19/big-tech-needs-to-justify-ai-spending-as-investors-dump-stocks Comments URL: https://news.ycombinator.com/item?id=48974426 Points: 38 # Comments: 13

Comments URL: https://news.ycombinator.com/item?id=48974402 Points: 2 # Comments: 0

Article URL: https://fortune.com/2026/07/16/claude-trump-china-ai-double-standard/ Comments URL: https://news.ycombinator.com/item?id=48974368 Points: 4 # Comments: 0

<!-- SC_OFF --><div class="md"><p>Hey any one experience overall score 2.66 and then Meta score 3 in some previous cycle ?? Or meta reviewer just rounded off 2.66 to 2.5?? Any Meta Reviewer here?? because there are some uninterested reviewers doing AI generated reviews and giving noisy scores. For them overall score gets lowered.</p> </div><!-- SC_ON --> submitted by <a href="https://www.reddit.com/user/Historical_Pause247"> /u/Historical_Pause247 </a> <br/> <span><a href="https://www.reddit.com

<p> Open weights 975B multimodal model built for fine-tuning </p> <p> <a href="https://www.producthunt.com/products/tinker-2?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1201055?app_id=339">Link</a> </p>

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Article URL: https://growtika.com/blog/reddit-ai-visibility-research Comments URL: https://news.ycombinator.com/item?id=48974233 Points: 8 # Comments: 2

Article URL: https://download.ssrn.com/2026/6/9/6905079.pdf?response-content-disposition=inline&X-Amz-Security-Token=IQoJb3JpZ2luX2VjENT%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLWVhc3QtMSJHMEUCIQDN1NXtdGq6ml%2FfL%2FgM%2BU%2FIT6UosrvFq9hkPMscA7CKKwIgTNUgByNgV7FnnWCuwOFZcAnZmiZbEek2Hau0fagU2mIqxgUInf%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FARAEGgwzMDg0NzUzMDEyNTciDEiNAJX5E4q9xsYgYyqaBXoviMYlwI6HmKpLyQJBU9hJOxP8VPCp%2FoCQVp57jfxuC%2FfLSJ6snNdDbF4ZhzR5x9L2G4RnnnzgMBFiaS9M9Us6LKU4%2BXt5ffMa%2BCT1T29ZY1kdPofahwYhr97

<p>Experts warn increase in enhanced photos on birding platforms creating fake sightings, threatening credibility of tool used by scientists</p><p>For many birdwatchers, recording a species outside its normal range is the holy grail. In the UK, the discoveries often make national headlines. The western reef heron, for example, usually found in Africa and southern Europe, <a href="https://www.theguardian.com/environment/2026/jun/13/tropical-heron-spotted-first-time-uk-aoe">was spotted in a seasid

arXiv:2607.15288v1 Announce Type: new Abstract: Facial expression recognition is an important computer vision task with applications in human--computer interaction, mental health monitoring, driver alert systems, and behavioral analysis. While convolutional neural networks (CNNs) dominate modern facial expression recognition, handcrafted feature descriptors such as Histogram of Oriented Gradients (HOG) and Local Binary Patterns (LBP) remain useful classical baselines. This study compares HOG wit

arXiv:2607.15321v1 Announce Type: new Abstract: AI-generated videos (AIGVs) typically contain subtle temporal artifacts that arise from inter-frame inconsistencies rather than within individual frames. A detector that captures such artifacts should therefore benefit from video pretrained backbones over image only ones. In practice, however, video backbones with standard global readouts often fail to outperform strong image pretrained probes on AIGV benchmarks. We attribute this gap to excessive

arXiv:2607.15331v1 Announce Type: new Abstract: Generalized few-shot 3D point-cloud segmentation (GFS-PCS) asks a model to segment a scene into many base classes seen at training time and a set of novel classes. The state of the art reaches novel classes by reconciling a dense but noisy 3D vision-language prior with the few-shot support, but it pays for this with base 3D labels, per-episode training, and the support annotations themselves. We ask how far the same reconciliation can go with none

arXiv:2607.15374v1 Announce Type: new Abstract: Multimodal large language models (MLLMs) ground whole objects well from free-form language queries, but they struggle when the query names a part rather than the object. We trace this to a missing object-part hierarchy, since parts are localized in the same single step used for objects. We propose Object-Part Hierarchical Reflective Grounding (OP-HRG), a coarse-to-fine reasoning-guided grounding strategy that first localizes the parent object and t

arXiv:2607.15396v1 Announce Type: new Abstract: Multi-contrast 3D MRI segmentation can be computationally demanding when all available sequences are used. We evaluate a pre-training Partial Information Decomposition framework that ranks input pairs according to their redundant, unique, and synergistic information about regional tumor burden and selects the highest-ranked pair for downstream training. Applied to T1n, T1c, T2w, and T2-FLAIR MRI, the framework selected T1c+T2-FLAIR. We then trained

arXiv:2607.15401v1 Announce Type: new Abstract: High-quality, large-scale paired data is essential for training learning-based image deblurring models. However, synthetic blurry images generally lack realism, while real-world captured images require complex and inflexible camera systems. In this work, we propose GS-RealBlur, a data acquisition framework for real-world image deblurring, achieving both blur realism and acquisition flexibility. Specifically, we use a handheld camera to capture blur

arXiv:2607.15416v1 Announce Type: new Abstract: Reliable AI for screening mammography requires training data representative of the low cancer prevalence and subtle abnormalities found in screening populations. We examined whether supplementing such data with biopsy-confirmed cases from abnormal-enriched external datasets improves performance. Using the Newfoundland and Labrador Breast Screening Dataset (NLBSD) alongside CBIS-DDSM and CMMD, we evaluated an EfficientNet-B5 encoder initialized with

arXiv:2607.15491v1 Announce Type: new Abstract: Cross-view geo-localization matches ground-level observations against geo-tagged satellite imagery. Recent methods show that sequential queries such as video clips yield richer spatiotemporal cues than single images, yet they overlook a complementary sequential modality: route descriptions -- which capture the same trajectory at a higher level of abstraction and are often the only input available (e.g., a user directing an autonomous vehicle to a p