7 Common Mistakes in Local Inference & Hardware
LLMS
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Running Qwen 3.5 27B Locally on RTX 3090 GPU
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It’s called local inference, T. You just quantize Qwen 3.5 27B,
toss it on your RTX 3090,
and let that thing cook Context windows are for people who rent compute -

Evolved Multi-Agent LLM System Unlocks Test-Time Compute at ICLR2026
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Scaling massive monolithic LLMs continues to yield incredible results. But to truly unlock their ceiling, the next frontier is test-time compute and dynamic orchestration. Nature solves complex problems through collaborative ecosystems. In our new #ICLR2026 paper, we evolved a
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AI Writing Over Half New Internet Articles Human Future Risk
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More than half of new articles on the internet are being written by AI – is human writing headed for extinction?
#AI #AIio #AIInnovation #ML #Futureofwork @timnitgebru @oriolvinyalsml @ceobillionaire @soumithchintala @waitin4agi_ @sallyeaves @bernardmarr -
GPT-5.5 Delivers Significant Vibe Shift in Capabilities
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It reads like they really made a vibe change with GPT-5.5. I can confirm that.
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TRINITY: Evolved LLM Coordinator Orchestrates Specialized AI Team
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What if instead of building one giant AI, we evolved a coordinator to orchestrate a diverse team of specialized AIs? Excited to share our new paper: “TRINITY: An Evolved LLM Coordinator”, published as a conference paper at #ICLR2026! Paper: https://
arxiv.org/abs/2512.04695 In -
Internet Scale Content Creation Enabled Early LLM Development
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We needed internet scale of content creation before we could have gotten enough data for the very primitive LLMs to be actually useful.
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Backend performance gains outpace frontend optimization progress
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we still get looksmaxxed on frontend a little but we IQmog hard now
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Open-source tool compresses outputs to cut Claude Code costs
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This tool makes Claude Code 90% cheaper. It sits between your AI and the terminal, compressing command outputs before they reach the context. Works with Claude Code, Cursor, Gemini, Codex, and Copilot. 100% Open Source. Link below
