JarvisEvo团队 投稿 量子位 | 公众号 QbitAI 下面就来了解一下详细情况吧～ 自我评估和修正 研究背景与动机 近年来，基于指令的图像编辑模型虽然取得了显著进展，但在追求"专业级"修图体验时，仍面临两大核心挑战： 1. 指令幻觉 (Instruction Hallucination)： 现有的文本思维链 (Text-only CoT) 存在信息瓶颈。模型在推理过程中"看不见"中间的修图结果，仅凭文本"脑补"假设进行下一步操作的 视觉结果，容易导致事实性错误，无法确保每一步都符合用户意图。 一句话让照片变大片，比专业软件简单、比AI修图更可控！ 腾讯混元携手厦门大学推出 JarvisEvo ——一个统一的图像编辑智能体模拟人类专家设计师，通过 迭代编辑、视觉感知、自我评估和自我反 思 来"p图"。 "像专家一样思考，像工匠一样打磨" 。JarvisEvo不仅能用Lightroom修图，更能"看见"修图后的变化，并自我评判好坏，从而实现无需外部 奖励的自我进化 。 2. 奖励黑客 (Reward Hacking)： 在强化学习进行偏好对齐的过程中，策略模型（Policy）是动态更新的，而奖励模型（R ...

此外，在传统强化学习中经常依赖于静态的奖励模型。随着模型的不断训练，它很容易学会如何「讨好」这个固定的打分器，导致 Reward Hacking —— 即分数很高，但审美并没有真正提升。 为了打破这一僵局， JarvisEvo 应运而生。它不仅仅是一个连接 Adobe Lightroom 的自动化工具使用者，更是一次大胆的探索：探索 Agent 如何通过 「内省」，真正实现自我进化。 在迈向通用人工智能的道路上，我们一直在思考一个问题： 现有的 Image Editing Agent，真的「懂」修图吗？ 大多数基于 LLM/VLM 的智能体，本质上更像是一个「盲目的指挥官」。它们能流利地写出修图代码或调用 API，但在按下回车键之前，它们看不见画布 上的变化，也无法像人类设计师那样，盯着屏幕皱眉说：「这张对比度拉太高了，得往回收到一点。」这种感知与决策的割裂，直接导致了「指令幻觉」， 或者说模型在进行盲目的「脑补」。由于缺乏视觉反馈，模型往往凭空想象下一步操作，导致结果与用户的初衷南辕北辙。 核心范式转移： 论文标题： JarvisEvo: Towards a Self-Evolving Photo Edit ...

Core Insights - Intel Corporation (INTC) is actively pursuing initiatives to strengthen its position in the AI sector through collaborations with original equipment manufacturers like HP to develop next-generation AI PCs [1][9] - The global AI market is projected to grow from $757.6 billion in 2025 to $3.68 trillion in 2034, with a compound annual growth rate of 19.2%, positioning Intel favorably to capitalize on this trend [5] Group 1: AI Initiatives and Collaborations - Intel is collaborating with HP to identify AI applications that provide significant benefits to end users, optimizing CPU, GPU, and NPU performance for real-world applications [2] - The partnership has led to the development of AI PCs like the EliteBook series, powered by Intel Core Ultra processors, enhancing enterprise functionality [9] Group 2: Performance Enhancements - Intel's AI-optimized software packages have resulted in significant performance improvements, with Microsoft Power BI running 45% faster and Adobe Lightroom running 32% faster compared to previous systems [3] - AI applications like Canvid and Writeup, previously exclusive to Apple users, are now available on Windows PCs powered by Intel AI chips, enhancing organizational efficiency [4] Group 3: Competitive Landscape - Intel faces strong competition from Qualcomm and AMD, with Qualcomm launching the Snapdragon X chip for mid-range AI desktops and laptops, and AMD's Ryzen AI 300 Series gaining industry adoption [6][7] - The competitive landscape is intensifying as OEMs like Dell, ASUS, and Samsung expand collaborations with Qualcomm to develop AI PCs [6] Group 4: Financial Performance and Valuation - Intel's stock has declined by 31% over the past year, contrasting with the industry's growth of 11.2% [8] - The company's shares currently trade at a price/book ratio of 0.87, significantly lower than the industry's 31.65 [10] - Earnings estimates for 2025 and 2026 have seen a decline of 39.58% and 29.36%, respectively, indicating a downward trend in financial forecasts [11]