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Company: "vercel"
Context Engineering: Much More than Prompts
gemini-code openai langchain cognition google-deepmind vercel cloudflare openrouter context-engineering retrieval-augmented-generation tools state-management history-management prompt-engineering software-layer chatgpt-connectors api-integration karpathy walden_yan tobi_lutke hwchase17 rlancemartin kwindla dex_horthy
Context Engineering emerges as a significant trend in AI, highlighted by experts like Andrej Karpathy, Walden Yan from Cognition, and Tobi Lutke. It involves managing an LLM's context window with the right mix of prompts, retrieval, tools, and state to optimize performance, going beyond traditional prompt engineering. LangChain and its tool LangGraph are noted for advancing this approach. Additionally, OpenAI has launched ChatGPT connectors for platforms like Google Drive, Dropbox, SharePoint, and Box, enhancing context integration for Pro users. Other notable news includes the launch of Vercel Sandbox, Cloudflare Containers, the leak and release of Gemini Code by Google DeepMind, and fundraising efforts by OpenRouter.
not much happened today
deepseek-r1 qwen-2.5 qwen-2.5-max deepseek-v3 deepseek-janus-pro gpt-4 nvidia anthropic openai deepseek huawei vercel bespoke-labs model-merging multimodality reinforcement-learning chain-of-thought gpu-optimization compute-infrastructure compression crypto-api image-generation saranormous zizhpan victormustar omarsar0 markchen90 sakanaailabs reach_vb madiator dain_mclau francoisfleuret garygodchaux arankomatsuzaki id_aa_carmack lavanyasant virattt
Huawei chips are highlighted in a diverse AI news roundup covering NVIDIA's stock rebound, new open music foundation models like Local Suno, and competitive AI models such as Qwen 2.5 Max and Deepseek V3. The release of DeepSeek Janus Pro, a multimodal LLM with image generation capabilities, and advancements in reinforcement learning and chain-of-thought reasoning are noted. Discussions include GPU rebranding with NVIDIA's H6400 GPUs, data center innovations, and enterprise AI applications like crypto APIs in hedge funds. "Deepseek R1's capabilities" and "Qwen 2.5 models added to applications" are key highlights.
not much happened today
prime gpt-4o qwen-32b olmo openai qwen cerebras-systems langchain vercel swaggo gin echo reasoning chain-of-thought math coding optimization performance image-processing software-development agent-frameworks version-control security robotics hardware-optimization medical-ai financial-ai architecture akhaliq jason-wei vikhyatk awnihannun arohan tom-doerr hendrikbgr jerryjliu0 adcock-brett shuchaobi stasbekman reach-vb virattt andrew-n-carr
Olmo 2 released a detailed tech report showcasing full pre, mid, and post-training details for a frontier fully open model. PRIME, an open-source reasoning solution, achieved 26.7% pass@1, surpassing GPT-4o in benchmarks. Performance improvements include Qwen 32B (4-bit) generating at >40 tokens/sec on an M4 Max and libvips being 25x faster than Pillow for image resizing. New tools like Swaggo/swag for Swagger 2.0 documentation, Jujutsu (jj) Git-compatible VCS, and Portspoof security tool were introduced. Robotics advances include a weapon detection system with a meters-wide field of view and faster frame rates. Hardware benchmarks compared H100 and MI300x accelerators. Applications span medical error detection using PRIME and a financial AI agent integrating LangChainAI and Vercel AI SDK. Architectural insights suggest the need for breakthroughs similar to SSMs or RNNs.