Claude 4.6 Sonnet 终于来了,目前 CelHive 及 PIPELLM 已经内测上线! 1. 编码能力的飞跃 Claude Sonnet 4.6 在编码方面实现了巨大提升,使得开发者在早期测试中更倾向于选择它,而非前代版本,甚至在某些场景下超过了 2025年11月发布的 Claude Opus 4.5(当时最智能的模型) - 一致性显著提升 - 指令遵循能力增强 - 复杂代码修复表现出色,特别是在大型代码库搜索场景中 - 智能体编码的规模化应用中展现出强大的解决率和一致性 计算机操作能力(Computer Use) - 这是本次更新的重点突破。Anthropic 在 2024年10月首次推出通用计算机操作模型,当时该功能还“笨拙且容易出错”。经过16个月的快速迭代,Sonnet 4.6 在计算机操作方面取得了惊人进展。 OSWorld 基准测试表现: - OSWorld 是 AI 计算机操作的标准基准测试,包含数百个真实软件任务(Chrome、LibreOffice、VS Code 等) - Sonnet 系列模型在16个月内在 OSWorld 上稳步提升 - 早期用户反馈显示,在导航复杂电子表格、填写多步骤网页表单、跨多个浏览器标签协调工作等任务上,已接近人类水平 实际应用场景: - 自动化传统无法轻松自动化的专业系统和工具(特别是那些在 API 普及前构建的系统) - 模型像人类一样使用计算机:点击(虚拟)鼠标、输入(虚拟)键盘 - 无需构建定制连接器或 API 安全考虑: - 计算机操作存在风险,例如恶意行为者可能通过在网站上隐藏指令进行提示注入攻击 3. 长上下文处理 - 1M token 上下文窗口(测试版):能够处理极长的文档和对话 - 上下文压缩(Context Compaction)(测试版):当对话接近上下文限制时,自动总结较早的上下文,有效延长上下文长度 4. 性能对标Opus - Sonnet 4.6 的性能已经达到了以前需要 Opus 级别模型才能实现的水平,包括在真实世界的办公任务中。这意味着用户可以用更低的成本获得接近旗舰级的性能。
Nano Banana Pro 让我们的童年回来了,龙珠 Z,我的 Goku 已经随着神龙而去了!这套提示词,为了增强 3D + 2.5D 融合,以及风格、压感、噪点,整整生成了 60 张图,才磨出来,大家可以放大看细节!提示词均为可控变量,可以直接丢给 AI,告诉它你要的主题即可! 🧵 Prompt: 「[主题类型]」from「Dragon Ball Z」in「Q-style chibi pseudo 3D illustration style」, 「[构图方式]」, 「2.5D flat illustration style」with「enhanced dimensional depth」and「layered composition」with「subtle 3D volume effect」, 「featuring [角色详细描述]」, 「all in adorable chibi proportions」with「large head to body ratio about 2-3 heads tall」with「large expressive eyes」and「[面部风格]」, 「[站姿朝向]」, 「[排列方式]」, 「soft light blue gradient background」with「smooth seamless transition」with「subtle floor ground」with「no harsh edges」, 「consistent soft gentle side lighting」from「right to left」「maintaining fixed lighting direction」creating「subtle shadows on character(s)」, 「consistent minimal soft shadow on ground」「following the lighting direction」from「right to left」「maintaining perfect alignment with light source」, 「moderate saturation colors」with「comfortable color palette」, 「moderate contrast」, 「very heavy prominent grain texture overlay」on character body and clothing, 「extra strong noise and paper texture effect」, 「grainy illustration aesthetic」not CGI render, 「textured painted look」with「highly enhanced visible granular surface」, 「artistic hand-drawn feel」with depth, 「16:9 aspect ratio」
利用 Nano Banana Pro 绘制夸张视角插画风格,昨天现小红书上看到一名博主搞的,挺有意思,但他还在整理提示词,于是我和 Juchats 配合,搞了 60 张图和反复磨合,提炼出了一套提示词,这套提示词可以精准控制:颜色、风格、角色、观察方向、构图方向、延伸物体、特殊视觉、能量特征等,大家可以尝试一下! 🧵Prompt: Professional flat vector illustration in modern commercial style, depicting [SCENE_DESCRIPTION]. PERSPECTIVE & COMPOSITION: - Extreme [ANGLE_TYPE] perspective from [STARTING_POINT] looking [VIEWING_DIRECTION] along ONE SINGLE [EXTENDING_OBJECT] toward [END_POINT] - [EXTENSION_DIRECTION_LAYOUT] - Single unified viewpoint with continuous depth progression following the SAME [EXTENDING_OBJECT] from [FRONT_END] to [BACK_END] - Dynamic [COMPOSITION_DIRECTION] composition with exaggerated perspective showing ONE continuous [EXTENDING_OBJECT] extending through entire frame creating sense of [MOTION_CHARACTERISTIC] - Seamless visual flow showing ONE SINGLE UNIFIED [EXTENDING_OBJECT]: [EXTENSION_DIRECTION_DESCRIPTION] - ALL PARTS OF THE SAME ONE [EXTENDING_OBJECT], NOT separate or duplicate [EXTENDING_OBJECT] - Smooth depth of field with natural foreground-to-background transition along the length of this SINGLE continuous [EXTENDING_OBJECT] - Clear visual leading lines following ONE [EXTENDING_OBJECT] creating strong unified depth within unified space - Balanced negative space with [SPATIAL_EMPHASIS_DIRECTION] emphasis suggesting [ACTION_CHARACTERISTIC] - Rule of thirds composition with emphasis on [CORE_FOCUS] - NO duplicate elements, NO multiple [EXTENDING_OBJECT], NO repeated objects - only ONE [EXTENDING_OBJECT], ONE [RELATED_OBJECT], ONE [MAIN_CHARACTER] COLOR PALETTE: - [COLOR_TONE_DESCRIPTION] color scheme with [PRIMARY_COLOR_1_AND_APPLICATION], [PRIMARY_COLOR_2_AND_APPLICATION], [PRIMARY_COLOR_3_AND_APPLICATION], [SECONDARY_COLOR_1_AND_APPLICATION], [SECONDARY_COLOR_2_AND_APPLICATION], [ACCENT_COLOR_AND_APPLICATION] - [SATURATION_CHARACTERISTIC] colors [COLOR_EMOTION_DESCRIPTION] - [COLOR_STYLE_POSITIONING] color harmony [APPLICATION_SCENARIO_DESCRIPTION] STYLE & TECHNIQUE: - Clean 2D flat vector illustration with minimalist approach - Simplified geometric character design and [ENVIRONMENT_ELEMENTS] - Crisp linework without heavy outlines - Flat color blocking with minimal gradients - Smooth depth transitions without layering artifacts showing ONE continuous [EXTENDING_OBJECT] - [SPECIAL_VISUAL_EFFECTS] integrated naturally - Strong perspective distortion on SINGLE [EXTENDING_OBJECT] length from foreground to background - Modern commercial illustration aesthetic similar to [REFERENCE_APPLICATION_SCENARIO] KEY ELEMENTS: - Complete [CHARACTER_TYPE] character in [CORE_ACTION_DESCRIPTION] in background [ACTION_DETAILS] - ONE SINGLE [EXTENDING_OBJECT] only: [FRONT_END_DESCRIPTION] in foreground, [MIDDLE_SECTION_DESCRIPTION] extending continuously through midground with dramatic foreshortening, [BACK_END_DESCRIPTION] in background - [RELATED_OBJECT] at/near the [POSITION] in foreground - Geometric [BACKGROUND_ENVIRONMENT] background with [ENVIRONMENT_DETAILS] - [DYNAMIC_EFFECT_ELEMENTS] suggesting [ACTION_CHARACTERISTIC] - Text "[SLOGAN_TEXT]" integrated along the [EXTENDING_OBJECT] trajectory with 3D perspective depth effect, bold modern typography - ALL elements are singular and unified - no duplicates MOOD & ATMOSPHERE: - [EMOTION_KEYWORD_1] and [EMOTION_KEYWORD_2] - Professional [FIELD_POSITIONING] quality [ATMOSPHERE_DESCRIPTION] - [SPECIAL_MOMENT_DESCRIPTION] - Dynamic EXTREME proportions emphasizing [EXAGGERATION_FOCUS] - Clean, polished, ready-for-publication finish with [ENERGY_CHARACTERISTIC] CRITICAL REQUIREMENTS: - Show ONLY ONE [EXTENDING_OBJECT] total in entire image - This single [EXTENDING_OBJECT] has [FRONT_END] in foreground, [MIDDLE_SECTION] in midground, [BACK_END] in background - NOT multiple [EXTENDING_OBJECT], NOT duplicate [EXTENDING_OBJECT], NOT separate [EXTENDING_OBJECT] pieces - ONE continuous unified [EXTENDING_OBJECT] object extending through perspective - ONE [RELATED_OBJECT] only at the [FRONT_END] - ONE [MAIN_CHARACTER] only in background - Avoid any visual duplication or repetition of elements - Each object appears exactly ONCE in the frame - Perspective makes the SAME [EXTENDING_OBJECT] look different sizes but it is still ONE [EXTENDING_OBJECT] - Maintain single continuous camera perspective throughout - Create STRONG depth progression with dramatic perspective FORESHORTENING along [EXTENDING_OBJECT] axis - All elements should feel part of one unified [ENVIRONMENT] environment - Ensure seamless integration of foreground and background within same spatial context