🌊 #HUST# alumnus Li Jun co-founded #DeepSea# #robotics# firm Sealien Robotics, which has raised over $70m in Series A funding. Its robots dive 1,000-6,000m and won repeat UAE orders after beating rivals from the UK, Netherlands, and Norway. #OVCTalent#

With Grok 3, we introduce two new features: DeepSearch and Think. DeepSearch is a powerful agent that can rapidly synthesize key information, reason about conflicting facts & opinions, and distill clarity from complexity

How well do LLMs understand Southeast Asian languages? Today at 10:30am, join Shubham Mittal at the #EMNLP2026# Google booth (#D5#) for a live demo of DEEPSEA, a benchmark to evaluate LLMs across 12 Southeast Asian languages. Read the paper:

So we have language models and decision models. Don't forget search-models exist too. One way to make your Local AI agent faster might be simple, just read less of the web. Artificial Analysis tested Exa's new search setup with Dynamic Highlights. But instead of huge chunking of webpages into the LLM, Exa decides how much useful text to take from each page across one shared context budget. The results 📚 tokens/task → 299K → 157K 🔎 searches/task → 9.4 → 7.6 💰 cost/task → $0.083 → $0.066 And quality went UP. Artificial Analysis Search Index 🥇 Exa Auto + Dynamic Highlights → 80 🥇 Perplexity Search Medium → 80 On DeepSearchQA Exa → 85.6 F1 Perplexity → 80.8 When a local agent searches the web, every unnecessary token it gets back still has to go through your local model. So maybe we should also optimize what the model has to read → smaller 🎯 Exa itself is a hosted search API, not a local/open-weight search engine. Link in ALT

👑 Atria Dawn Preview is here, built to complete real research and engineering work. 📜 MIT. 🤖 ⚙️ Built on a 744B MoE foundation with a 256K context window. Standard and FP8 weights are available. 🔬 Discovery workflows cover evidence gathering, deep research, experiment design, execution, analysis, and recovery from failure. 🏆 Leads the reported comparison on AutomationBench, BFCL v4, CyberGym, DeepSearchQA, and BrowseComp. Scores include 53.8, 77.0, 86.5, 96.0, and 92.5 respectively. 🧩 Creation and delivery capabilities span software, interactive apps, ML systems, visualizations, reports, and presentations. 🛡 Cybersecurity support covers analysis, vulnerability validation, remediation, and retesting in authorized environments.

If you maintain a hand-built agent harness, this one is worth your time. (bookmark it) I feel like everyone is sleeping on the idea of dynamically generating agent harnesses on the fly. As you aim to own your harness, this is a topic more devs will lean into. Here is a great report discussing this topic. JIT-Agent is a model whose output is an agent harness. It formalizes the harness as a composable artifact under a fixed four-module protocol covering memory, planning, action protocol, and tool orchestration, then synthesizes one on the fly for any off-the-shelf agentic LLM. It also repairs harnesses mid-execution and self-evolves by distilling performance signals from an expanding archive of prior configurations. With JIT-Agent attached, DeepSeek-V4-Flash surpasses GPT-5.6 on DeepSearchQA (+9.1) and OdysseyBench (+4.3). GLM-5.2 gains up to +20.2 points. The generated harnesses are also performance-competitive with mature runtimes like OpenCode and Claude Code. Paper: Chat with Paper:

🌊 World's deepest floating wind platform connects to power grid The 16MW tension-leg floating wind platform "Haiyou Anlan" officially started supplying green power to offshore oil fields in the Pearl River Mouth Basin on August 6. It's the deepest and farthest of its kind globally, marking a world-class breakthrough for China's deep-sea wind tech.🌬️🌏 📍 Pearl River Mouth Basin, Guangdong #WindPower# #DeepSea# #CleanEnergy# #OffshoreWind# #HaiyouAnlan# #Guangdong# #Innovation# #RenewableEnergy# #ChinaTech# #FloatingWind# #GreenFuture#

🐟 "Gesheng No. 1": Offshore floating farm "Gesheng No. 1," a deep-sea aquaculture platform, was spotted off Xiaozhizhou Island, with the Hong Kong-Zhuhai-Macao Bridge visible in the distance. As part of Guangdong's push for smart ocean farming, this platform shows how technology is reimagining the way we grow our seafood. 🐟🌉 📍 Off Xiaozhizhou Island, Guishan Town, Zhuhai #DeepSeaFarming# #Aquaculture# #GeshengNo1# #Zhuhai# #OceanEconomy# #BlueFood# #SmartFarming# #Guangdong# #MarineTech# #Seafood# #Sustainability#

**From the black depths of an underwater cave, a colossal sea monster with elongated jaws and ghostly pale skin emerges into the light. Its terrifying presence freezes the diver who captured it. Is this a genuine giant of the deep, unseen for centuries, or the most realistic CGI ever filmed? The encounter has stunned the internet.** #DeepSeaMonster# #SeaCreature# #OceanHorror# #Cryptid# #UnidentifiedMarineLife# #AncientMysteries# #ViralTruth#