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The Comprehension-Gated Agent Economy (CGAE) limits AI agents' economic actions based on verified robustness audits across constraint compliance, epistemic integrity, and behavioral alignment. It uses a weakest-link gate to assign economic tiers, proving bounded liability, incentive-aligned robustness, and scaling safety.
ArXiv AI · 194d ago
Atlas is a memory kernel that compiles task experience into precise instructions for language agents, without fine-tuning, RAG, or human intervention. It rewrites the system prompt with verified facts from successes and failures, boosting GPT-4o performance by +8.7pp F1 on CUAD and +3.16pp on HotpotQA.
ArXiv AI · 194d ago
AIDABench introduces 600+ diverse tasks for end-to-end AI evaluation in data analytics, covering QA, visualization, and file generation across real-world heterogeneous data. Even top models like Claude Sonnet 4.5 score only 59.43% pass@1, revealing significant challenges.
ArXiv AI · 194d ago
Alibaba-SAIC's Banma refiles HK IPO, revealing flat revenue (~8.5B RMB) 2023-2025 and losses nearing 19B RMB. AI cockpit solutions <8% revenue amid OEM self-dev trend.
虎嗅 · 194d ago
DiffMem team replaced complex retrieval pipeline with a single read-only shell command tool, leveraging LLMs' built-in git expertise from training data. Agent uses git log, grep for efficient, lean-context queries, enabling temporal insights keywords miss.
Reddit r/LocalLLaMA · 194d ago
Instagram will discontinue end-to-end encryption for direct messages starting May 8, 2026. Meta made the quiet announcement amid years of criticism from child safety groups and law enforcement.
The Guardian Technology · 194d ago
MiniMax partners deeply with Tencent Cloud on Agent RL training via Agent Runtime sandbox. Enables Forge framework for ms-level env startup, 1M throughput, 100k concurrency, instant destruction.
36氪 · 194d ago
CRYSTAL is a new benchmark with 6,372 visual questions featuring verified step-by-step reasoning to evaluate multimodal models beyond final answers. Tests on 20 models show high accuracy but poor reasoning recovery, like GPT-5 at 58% accuracy vs 48% steps.
Reddit r/MachineLearning · 194d ago
Samsung Electronics is considering multi-year contracts for memory chips, longer than typical terms. This shift aims to stabilize supply chains.
Bloomberg Technology · 194d ago
ZYT, DJI's car tech spinout known as Zhuoyu Technology, is raising about RMB 2 billion ($280 million) in a pre-IPO round at a pre-money valuation of RMB 12.5 billion ($1.74 billion). The company plans a Hong Kong listing this year.
TechNode · 194d ago
51WORLD partners with NVIDIA to power next-generation L4 autonomous driving via advanced simulation. This collaboration enhances simulation capabilities for high-level autonomy.
Pandaily · 194d ago
Proposes 'air-ground coordination' fusing low-altitude economy (drones/eVTOL) with urban renewal via rooftops/parking as vertiports. Two-tier hub-site system prioritizes function over size, shared infra standards.
虎嗅 · 194d ago
Benchmarks on Mac Mini (32GB) running unsloth gpt-oss-20b-Q4_K_S.gguf via OpenClaw 2026.3.8 and LM Studio. Achieves 34 tokens/s decode speed and 0.7s time-to-first-token after initial prompt with 26k context.
Reddit r/LocalLLaMA · 194d ago
Niu Electric unveiled NIU AIOS, the first AI smart cockpit system for two-wheeled electric vehicles, at its 2026 tech launch in Beijing. The event also introduced two global firsts: NXT2 e-bike and NX2 e-motorcycle.
36氪 · 194d ago
Proper OpenClaw configuration saves hundreds to thousands of dollars. Many users incur high bills from initial setup errors.
虎嗅 · 194d ago
Niu Electric held its 2026 technology new product launch event. The conference kicks off a new decade focused on 'making AI good cars'.
量子位 · 194d ago
User seeks to fine-tune TrOCR on Hindi handwritten data but faces English-only tokenizer tied to decoder. Wonders if swapping with multilingual decoders like mT5 or MuRIL is feasible, requiring autoregressive and cross-attention support.
Reddit r/LocalLLaMA · 194d ago
JD.com is constructing the world's largest embodied AI data center. It targets 10 million hours of real-world data collection.
Pandaily · 194d ago
Samsung Electronics' foundry head announced production of Tesla chips by end of 2027. This marks a key partnership in advanced semiconductor manufacturing.
36氪 · 194d ago
User encounters Nemotron 3 Super interpreting its own reasoning as user input, causing infinite loops in llama-server with Aider. Issue persists even without --special flag, using --jinja.
Reddit r/LocalLLaMA · 194d ago
86% of students use generative AI daily for studies, with tools like ChatGPT integrated via massive university deals from OpenAI and Google. STEM usage leads, but experts fear cognitive laziness and inconsistent policies.
虎嗅 · 194d ago
User recommends Ryzen 5 5600X, 32GB RAM, RTX 3070 8GB setup with llama.cpp CUDA and OmniCoder-9B Q4_K_M for stable coding. Includes Qwen Code CLI and Superpowers tools; tested alternatives like Opencode + GLM-5.
Reddit r/LocalLLaMA · 194d ago
Suzhou Bosid Electrical completed over ¥100M in Series C funding led by Shanghai Ruili, to upgrade high-end products and expand globally. The company specializes in core components like high-voltage generators and X-ray sources for medical, industrial, and semiconductor applications, breaking foreign monopolies.
36氪 · 194d ago
Unitree Robotics founder Wang Xingxing predicted at Yabuli Forum that humanoid robots, especially in China, will surpass human speed limits by mid-year, with 100m sprints under 10 seconds, beating Usain Bolt's 9.58s record. This follows achievements by Zhejiang University's Bolt robot.
TechNode · 194d ago
Guaardvark is an open-source, self-hosted AI platform running offline via Ollama on user hardware. It features RAG chat, image/video generation, voice interaction, self-improving agents, and multi-machine sync.
Reddit r/LocalLLaMA · 194d ago
Apple CEO Tim Cook denied retirement rumors in a media interview, calling them baseless gossip. He stated he has loved every day at Apple since joining 28 years ago and cannot imagine life without the company.
36氪 · 194d ago
DayOne Data Centers Ltd. is seeking to double an existing loan to as much as $7 billion.
Bloomberg Technology · 194d ago
Alibaba has launched 'Wukong' on DingTalk, delivering a 'lobster army' to enterprises. It features built-in, out-of-the-box industry-grade solutions for immediate use.
量子位 · 194d ago
Alibaba introduces its new AI model '龙虾' (Longxia), positioned as a free-spirited 'wild horse without reins.' This contrasts with consumer-facing Qwen and business-oriented Wukong, depicted as a 'Monkey King restrained by a tight headband.' The launch highlights Alibaba's expanding AI portfolio.
钛媒体 · 194d ago
Chinese short drama platforms like Red Fruit shift to AI scripts and pseudo-real videos, slashing production costs 70-90% and idling actors/crews. AI-adapted novel scripts now demand half-month turnarounds, creating jobs for prompt experts amid industry shakeup.
虎嗅 · 194d ago