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…domain-specific scripts/resources as runtime Skills—structured context engineering that complements MCP/tools @omarsar0, docs @alexalbert__. Vision and multimodal: real-time worlds, OCR/VLMs, and image/video editing World models in real…
…will address and relax these. Classification Headaches and Context Windows: In prompt engineering discussions, advice is circulating about optimizing classification prompts for better recall and fewer false positives. Key suggestions…
…use OpenAI Codex with Copilot Pro+ (@code). Windsurf’s “Fast Context” retrieves relevant code ~20× faster for flow‑preserving navigation (@SarahChieng). Training and systems engineering notes Precision and kernels matter: A production bug…
…day: a fully open 550B MoE model with 55B active parameters, 1M context, and an explicit focus on long-running agent workloads. NVIDIA says it is up to 5x faster and 30% lower cost for agentic tasks, with weights, synthetic data, reward…
…Gemma 3. People are loving that it is 128k context. Other than of course strong LMArena scores for an open model: it is also a new Pareto frontier for its weight class by a country mile: It also looks to completely subsume PaliGemma in…
…held-out set. See the full thread from @EpochAIResearch, with context and methodology in follow-ups (held-out details, historical totals). Gemini 2.5 Deep Think’s strong performance is also highlighted by @YiTayML and @_philschmid.…
…@lmsysorg, @teortaxesTex, @vipulved This matters because at 1M context, keeping sparse indexing overhead manageable is often the difference between “advertised context” and “usable context.” The engineering claim here is not just max length…
…conversation, challenging the necessity of ChatGPT in certain contexts. Prompt Engineering Puzzles and Pitfalls: Users exchange methods for few-shot prompting and prompt compression, with an eye on structuring prompts in YAML/XML for…
…high-skilled immigrants, a view echoed in The Batch newsletter. Context Engineering over Prompt Engineering: @imjaredz highlights a tweet from Tobi Lütke suggesting that "context engineering" is a better term than "prompt engineering" as it…
…“copied” via outputs at scale (LiorOnAI). Related market/timing context: Some link the announcement timing to impending DeepSeek V4 news cycles (kimmonismus) and broader U.S.–China framing. Coding agents: real adoption, real failures, and…
…centered around Mistral models, including clarifications on context size handling across different tokenizers like tiktoken, hardware recommendations, free availability concerns with LeChat, and inquiries into Mistral's open-source…
…and redteaming @Teknium1. svipno promotes a Machine Learning Engineering cohort starting in May, emphasizing the importance of MLOps and designing complex systems @svpino, @svpino, @svpino, @svpino. The focus is on building transformational…
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