Results for “context engineering”

…training and 10× faster inference than Qwen3-32B at long contexts, with the “Thinking” variant reported to outperform Gemini-2.5-Flash-Thinking and the Instruct variant approaching their 235B flagship. Announcement and model links:…

…on a Recursive Language Model (RLM) pattern: pass files and context by reference and iteratively pull the minimum slices needed (shell/grep/AST), rather than stuffing everything into context à la ReAct. Dan B illustrates this with file…

…AI Discord Summary Activation Beacon Revolutionizes LLM Context Length: The Activation Beacon project introduces a significant advancement, enabling unlimited context length in LLMs through "global state" tokens. This development, as shared…

…@sama, @aidan_mclau, @kevinweil). Performance and routing context: LMSYS updated its arena: the default gpt‑5‑chat debuts at #5, with smaller gpt‑5‑mini‑high and gpt‑5‑nano‑high at #16 and #44; gpt‑5‑high remains #1 (@lmarena_ai). Critiques…

…3 Opus, best of 4 runs. We are working on clustering and flow engineering with Haiku. WizardLM-2 Release and Withdrawal WizardLM-2 Release: @WizardLM_AI announced the release of WizardLM-2, their next-generation state-of-the-art LLM family,…

…speedup case: running Qwen3 32B at 4t/s (for up to 32000 context) using CLI-based tensor offloading, a substantial improvement over sub-1t/s speeds with LM Studio. This illustrates the real-world impact of custom offloading strategies for…

…highlighting in diff markdowns was found and reported. Prompt Engineering Techniques: Users discussed various advanced prompt engineering tactics, with an emphasis on clear prompt setting for obtaining desired outputs. Techniques such as…

…being representative of actual serious user preferences. The context and timing matters for those who care about the blow by blows of the capability race. If they had shipped this before NBP, or there was no overhanging narrative of a "Code…

…mix that consists of 90% multilingual tokens." SFT for Long Context: "It is largely impractical to get humans to annotate such examples due to the tedious and time-consuming nature of reading lengthy contexts, so we predominantly rely on…

…architecture (especially regarding multimodality and extended context), and highlight potential for privacy-preserving local deployments (e.g., HomeAssistant alternatives). Gemma 3n uses 'selective parameter activation technology', a form…

…without dramatic compute constraints, the modal 80% of the AI Engineering industry was probably trending there anyway, with Jeremy Howard calling it out on the pod as early as 2023. The “End” of a thing for most people does NOT mean the…

…3.1 and GPT-4o on various benchmarks. These models feature 128k context length and are available under the Mistral Commercial License. NVIDIA's Nemotron 70B Outperforms Competitors: @reach_vb and @AlphaSignalAI highlighted that NVIDIA's…