🔥 AI 趋势报告 — 2026 年 4 月第 4 周 (W17)
📅 采集时间：2026-04-26 | 数据源：GitHub Trending, OSSInsight, Hugging Face, Hacker News, Reddit r/ML, Product Hunt
⚠️ 注：Papers with Code 已被 HuggingFace 收购，本期起不再采集。
1. GitHub Trending
📅 周榜 Top 14
| # |
项目 |
语言 |
⭐ 总计 |
📈 周增 |
说明 |
| 1 |
NousResearch/hermes-agent |
Python |
116,470 |
19,019 |
伴随你成长的 Agent 框架 |
| 2 |
multica-ai/multica |
TypeScript |
20,989 |
5,421 |
开源托管 Agent 平台，编码 Agent 变队友 |
| 3 |
Alishahryar1/free-claude-code |
Python |
11,139 |
5,160 |
免费使用 Claude Code |
| 4 |
lsdefine/GenericAgent |
Python |
7,096 |
3,483 |
自演化 Agent，3.3K 行种子长出技能树 |
| 5 |
openai/openai-agents-python |
Python |
25,110 |
3,372 |
OpenAI 轻量多 Agent 框架 |
| 6 |
Z4nzu/hackingtool |
Python |
63,468 |
3,779 |
全能黑客工具集 |
| 7 |
thunderbird/thunderbolt |
TypeScript |
4,007 |
2,840 |
可控 AI：自选模型、自有数据 |
| 8 |
zilliztech/claude-context |
TypeScript |
9,320 |
2,878 |
MCP 代码搜索，全代码库做上下文 |
| 9 |
Anil-matcha/Open-Generative-AI |
JavaScript |
8,154 |
2,417 |
无审查开源替代 Higgsfield/Freepik/Krea AI |
| 10 |
SimoneAvogadro/android-reverse-engineering-skill |
Shell |
4,928 |
2,258 |
Claude Code 安卓逆向工程 Skill |
| 11 |
Tracer-Cloud/opensre |
Python |
3,067 |
1,623 |
AI SRE Agent 开源工具包 |
| 12 |
tractorjuice/arc-kit |
HTML |
1,597 |
1,054 |
企业架构治理工具包 |
| 13 |
deepseek-ai/DeepGEMM |
Cuda |
7,026 |
605 |
高效 FP8 GEMM 内核 |
| 14 |
forrestchang/andrej-karpathy-skills |
- |
86,886 |
- |
Karpathy 风格 CLAUDE.md |
📅 月榜 Top 19
| # |
项目 |
语言 |
⭐ 总计 |
📈 月增 |
说明 |
| 1 |
NousResearch/hermes-agent |
Python |
116,470 |
103,029 |
Agent 框架霸榜 |
| 2 |
forrestchang/andrej-karpathy-skills |
- |
86,886 |
75,285 |
Claude Code 配置标杆 |
| 3 |
microsoft/markitdown |
Python |
116,880 |
24,833 |
文件/文档转 Markdown |
| 4 |
thedotmack/claude-mem |
TypeScript |
67,359 |
27,228 |
Claude Code 会话记忆插件 |
| 5 |
luongnv89/claude-howto |
Python |
28,863 |
27,573 |
Claude Code 可视化教程 |
| 6 |
siddharthvaddem/openscreen |
TypeScript |
32,722 |
23,942 |
开源 Screen Studio 替代 |
| 7 |
Yeachan-Heo/oh-my-codex |
TypeScript |
25,784 |
23,184 |
Codex 增强框架 |
| 8 |
rtk-ai/rtk |
Rust |
35,337 |
21,519 |
CLI Token 节省 60-90% |
| 9 |
microsoft/VibeVoice |
Python |
41,058 |
17,233 |
开源前沿语音 AI |
| 10 |
shiyu-coder/Kronos |
Python |
21,437 |
9,929 |
金融市场基础模型 |
| 11 |
google-research/timesfm |
Python |
18,540 |
8,432 |
时序预测基础模型 |
| 12 |
HKUDS/DeepTutor |
Python |
21,721 |
10,610 |
Agent 原生个性化学习助手 |
| 13 |
Fincept-Corporation/FinceptTerminal |
Python |
14,776 |
11,430 |
现代金融分析终端 |
| 14 |
coleam00/Archon |
TypeScript |
19,684 |
5,903 |
首个开源 AI 编码 Harness Builder |
| 15 |
google-ai-edge/gallery |
Kotlin |
22,020 |
6,587 |
端侧 ML/GenAI 展示库 |
| 16 |
lsdefine/GenericAgent |
Python |
7,096 |
6,027 |
自演化 Agent |
| 17 |
Alishahryar1/free-claude-code |
Python |
11,139 |
6,026 |
免费 Claude Code |
| 18 |
hugohe3/ppt-master |
Python |
8,023 |
5,021 |
AI 生成原生可编辑 PPTX |
| 19 |
google-ai-edge/LiteRT-LM |
C++ |
4,314 |
3,301 |
端侧 LLM 推理 |
🎯 核心洞察
- Claude Code 生态爆发：周榜/月榜中 Claude Code 相关项目占据大量席位（hermes-agent、claude-context、claude-mem、claude-howto、free-claude-code、karpathy-skills），形成完整工具链
- Agent 框架双雄：NousResearch/hermes-agent（月增 10 万星）和 OpenAI Agents Python 周榜齐头并进
- AI 编码工具降本增效：rtk-ai/rtk（Token 节省 60-90%）、GenericAgent（自演化减少冗余）
- 端侧 AI 加速：Google 连续两个项目（Gallery、LiteRT-LM）聚焦设备端推理
2. OSSInsight Trending
⚠️ 注：月榜和周榜因无法切换时间范围，数据实际为同一快照（Today Top 25），以下合并展示。
📅 排行表（按方向分类）
AI Coding Agent / 编码工具
| # |
项目 |
语言 |
⭐ |
说明 |
| 1 |
forrestchang/andrej-karpathy-skills |
- |
4,512 |
Claude Code CLAUDE.md |
| 4 |
Alishahryar1/free-claude-code |
Python |
1,056 |
免费 Claude Code |
| 6 |
JuliusBrussee/caveman |
Python |
1,245 |
Claude Code skill，减少 65% Token |
| 7 |
garrytan/gstack |
TypeScript |
1,183 |
Garry Tan 的 Claude Code 配置 |
| 9 |
VoltAgent/awesome-design-md |
- |
1,075 |
DESIGN.md 集合 |
| 11 |
rtk-ai/rtk |
Rust |
912 |
CLI Token 节省代理 |
| 12 |
thedotmack/claude-mem |
TypeScript |
931 |
Claude Code 记忆插件 |
| 13 |
addyosmani/agent-skills |
Shell |
777 |
生产级 AI Agent Skills |
| 14 |
safishamsi/graphify |
Python |
816 |
代码转知识图谱 Skill |
AI Agent 框架 / 平台
| # |
项目 |
语言 |
⭐ |
说明 |
| 2 |
NousResearch/hermes-agent |
Python |
2,898 |
Agent 框架 |
| 10 |
browser-use/browser-harness |
Python |
1,087 |
自修复浏览器自动化 |
| 15 |
multica-ai/multica |
TypeScript |
- |
开源托管 Agent 平台 |
AI 语音/多模态 / 安全
| # |
项目 |
语言 |
⭐ |
说明 |
| 8 |
heygen-com/hyperframes |
TypeScript |
1,349 |
HTML→视频 |
| 5 |
elder-plinius/CL4R1T4S |
- |
1,387 |
AI 系统 Prompt 泄露合集 |
其他上榜
| # |
项目 |
语言 |
⭐ |
说明 |
| 22 |
TencentCloud/CubeSandbox |
Rust |
464 |
轻量级 AI Agent 沙盒 |
| 24 |
koala73/worldmonitor |
TypeScript |
503 |
全球情报仪表盘 |
| 25 |
jamiepine/voicebox |
TypeScript |
531 |
开源 AI 语音工作室 |
| 38 |
HKUDS/DeepTutor |
Python |
415 |
个性化学习助手 |
| 39 |
datawhalechina/hello-agents |
Python |
350 |
《从零构建智能体》教程 |
| 41 |
HKUDS/RAG-Anything |
Python |
312 |
All-in-One RAG 框架 |
| 50 |
MemPalace/mempalace |
Python |
313 |
开源 AI 记忆系统 |
🎯 核心洞察
- Claude Code Skill 生态主导：9/25 个项目是 Claude Code 相关 Skill/插件，已成独立品类
- Agent 记忆系统兴起：claude-mem、MemPalace、Hippo、MenteDB 等多个项目聚焦 Agent 记忆
- 中国开发者活跃：CubeSandbox（腾讯）、hello-agents（Datawhale）、Kronos、RAG-Anything（港大）
- 与 GitHub Trending 高度重叠：hermes-agent、karpathy-skills、rtk、claude-mem、multica 等均为共同上榜项
3. Hugging Face Models（月榜 Top 30）
📅 排行表
| # |
模型 |
任务 |
参数量 |
下载量 |
亮点 |
| 1 |
deepseek-ai/DeepSeek-V4-Pro |
TextGen |
862B |
78.9k |
旗舰大模型，2.64k likes |
| 2 |
moonshotai/Kimi-K2.6 |
多模态 |
1.1T |
292k |
月之暗面多模态，1.01k likes |
| 3 |
Qwen/Qwen3.6-27B |
多模态 |
28B |
258k |
阿里 Qwen3.6 系列 |
| 4 |
openai/privacy-filter |
Token分类 |
1B |
21.1k |
OpenAI 隐私过滤 |
| 5 |
deepseek-ai/DeepSeek-V4-Flash |
- |
- |
- |
V4 轻量版 |
| 6 |
Qwen/Qwen3.6-35B-A3B |
MoE |
35B(A3B) |
- |
MoE 架构，激活参数仅 3B |
| 7 |
unsloth/Qwen3.6-27B-GGUF |
- |
28B |
- |
GGUF 量化 |
| 8 |
tencent/HY-World-2.0 |
- |
- |
- |
腾讯 HY-World |
| 14 |
google/gemma-4-31B-it |
- |
31B |
- |
Gemma 4 指令微调 |
| 15 |
inclusionAI/LLaDA2.0-Uni |
- |
- |
- |
LLaDA 2.0 |
| 24 |
zai-org/GLM-5.1 |
- |
- |
- |
智谱 GLM-5.1 |
| 25 |
baidu/ERNIE-Image |
- |
- |
- |
百度文心图像 |
| 27 |
unsloth/Kimi-K2.6-GGUF |
- |
1.1T |
- |
Kimi GGUF 量化 |
| 29 |
nvidia/Lyra-2.0 |
- |
- |
- |
NVIDIA Lyra 2.0 |
| 30 |
MiniMaxAI/MiniMax-M2.7 |
- |
- |
- |
MiniMax M2.7 |
🎯 核心洞察
- 国产模型占半壁江山：Top 30 中中国模型占 12 席（DeepSeek×4、Qwen×5、Kimi×2、腾讯×2、智谱、百度、MiniMax、inclusionAI）
- DeepSeek V4 统治力：Pro + Flash + Base 三个变体同时上榜，862B 参数旗舰
- Qwen3.6 生态爆发：5 个变体上榜（原版、MoE、GGUF×2、FP8、无审查版），MoE 架构激活参数仅 3B 极具性价比
- GGUF 量化需求旺盛：unsloth 等社区快速跟进量化，本地部署趋势明确
- 参数量两极分化：862B/1.1T 巨型模型与 1B-35B 高效模型并存，MoE 成中间路线
4. Hugging Face Papers
📅 排行表
| # |
论文 |
Upvotes |
GitHub ⭐ |
作者/机构 |
| 1 |
RAG-Anything: All-in-One RAG Framework |
77 |
18.6k |
HKU Data Intelligence Lab |
| 2 |
OpenGame: Open Agentic Coding for Games |
70 |
1.05k |
Qianyin Xiao 等 |
| 3 |
Kronos: A Foundation Model for the Language of Financial Markets |
25 |
21.4k |
Wei Xu 等 |
| 4 |
Geometric Context Transformer for Streaming 3D Reconstruction |
18 |
4.51k |
Robbyant |
| 5 |
GenericAgent: Token-Efficient Self-Evolving LLM Agent |
11 |
7.02k |
Fudan University |
| 6 |
TradingAgents: Multi-Agents LLM Financial Trading Framework |
- |
- |
- |
🎯 核心洞察
- RAG 进化：RAG-Anything（77 upvotes, 18.6k ⭐）成为最热论文，All-in-One RAG 成新范式
- 金融 AI 热度高：Kronos 和 TradingAgents 同时上榜，LLM 金融应用受关注
- 自演化 Agent 学术化：GenericAgent（复旦）论文上榜，自演化 Agent 从项目走向学术
- Agent Coding 进游戏：OpenGame 探索 Agentic Coding 在游戏开发中的应用
5. Hacker News（四词合并去重）
搜索词：AI agent, AI coding LLM, AI open source model, AI tool | 月榜+周榜合并去重
按 Tier 分档
🔥 Tier 1：200+ 分
| 热度 |
标题 |
来源 |
| 588 |
Exploiting the most prominent AI agent benchmarks |
agent-月 |
| 340 |
I put an AI agent on a $7/month VPS with IRC transport |
agent-月 |
| 305 |
Are the costs of AI agents also rising exponentially? |
agent-月 |
| 283 |
A Roblox cheat and one AI tool brought down Vercel’s platform |
tool-月 |
| 213 |
GoModel – an open-source AI gateway in Go |
model-月/周 |
🔥 Tier 2：100-200 分
| 热度 |
标题 |
来源 |
| 160 |
Less human AI agents, please |
agent-月/周 |
| 160 |
Daemons – we pivoted from building agents to cleaning up after them |
coding-月/周 |
| 147 |
Agent Vault – Open-source credential proxy and vault for agents |
model-周 |
| 121 |
Open source memory layer so any AI agent can do what Claude/ChatGPT do |
agent-月/周 |
| 115 |
Anos – a hand-written ~100KiB microkernel for x86-64 and RISC-V |
coding-月 |
| 100 |
Launch HN: Kampala (YC W26) – Reverse-Engineer Apps into APIs |
coding-月 |
🔥 Tier 3：40-100 分
| 热度 |
标题 |
来源 |
| 80 |
Some uncomfortable truths about AI coding agents |
agent-月 |
| 73 |
Wikipedia’s AI agent row likely just the beginning of the bot-ocalypse |
agent-月 |
| 70 |
Show HN: Daemons（同上，周榜重复） |
coding-周 |
| 66 |
App Store sees 84% surge in new apps as AI coding tools take off |
tool-月 |
| 65 |
I turned a sketch into a 3D-print pegboard with an AI agent |
agent-月 |
| 63 |
Ask HN: Client took over development by vibe coding |
coding-月 |
| 62 |
Baton – A desktop app for developing with AI agents |
agent-月 |
| 58 |
Process Manager for Autonomous AI Agents |
agent-月 |
| 52 |
TUI-use: Let AI agents control interactive terminal programs |
agent-月 |
| 47 |
Kelet – Root Cause Analysis agent for LLM apps |
coding-月 |
按方向分类汇总
| 方向 |
代表话题 |
热度信号 |
| Agent 基础设施 |
Agent Vault（凭据管理）、CubeSandbox（沙盒）、AgentBox（统一 SDK） |
安全、隔离、标准化成焦点 |
| Agent 记忆 |
开源记忆层、Hippo（仿生记忆）、MenteDB（Rust）、Memv、MemPalace |
记忆系统成独立品类 |
| AI 编码反思 |
Daemons（善后清理）、Vibe coding 争议、AI Agent 烧钱 |
社区开始反思 AI 编码质量 |
| 成本与治理 |
Agent 成本指数增长？、Vercel 崩溃、$200/月仍无法完成工作 |
成本焦虑上升 |
| 开源模型 |
GoModel（AI Gateway）、Meta 计划开源新模型 |
开源 AI Gateway 需求旺盛 |
🎯 社区信号
- “Agent 善后”话题爆发：Daemons（160 分）从造 Agent 转向清理 AI 生成代码，引发广泛共鸣
- Agent 基准测试信任危机：Berkeley 揭示主流基准可被利用（588 分），最高分帖子
- Vibe Coding 焦虑蔓延：多个帖子讨论 vibe coding 对工程质量的冲击
- Agent 记忆成新基建：6+ 个独立项目聚焦 Agent 记忆，从仿生到数据库方案各异
6. Reddit r/MachineLearning
📅 周榜 Top 15
| # |
标题 |
Flair |
⬆️ |
💬 |
| 1 |
There Will Be a Scientific Theory of Deep Learning |
Research |
197 |
37 |
| 2 |
EVERY DAY there are 100-200 new ML papers on Arxiv |
Discussion |
160 |
61 |
| 3 |
Building my own Diffusion LM from scratch was easier than I thought |
Project |
126 |
29 |
| 4 |
Are we optimizing AI research for acceptance rather than lasting value? |
Discussion |
106 |
56 |
| 5 |
How exactly one goes about networking in conferences? |
Discussion |
87 |
34 |
| 6 |
CS Conferences charge exorbitant fees |
Discussion |
78 |
32 |
| 7 |
Research taste is a skill nobody talks about |
Discussion |
74 |
21 |
| 8 |
Benchmarked 18 LLMs on OCR — cheaper models oftentimes win |
Research |
58 |
37 |
| 9 |
1,200 ICLR 2026 Papers with Public Code or Data |
Research |
57 |
18 |
| 10 |
Trials and tribulations fine-tuning Gemma-4 |
Project |
51 |
6 |
| 11 |
Advice on becoming a research engineer |
Discussion |
49 |
72 |
| 12 |
C++ CuTe/CUTLASS vs CuTeDSL (Python) in 2026 |
Discussion |
45 |
16 |
| 13 |
CVPR plagiarism identification |
Discussion |
42 |
25 |
| 14 |
NeurIPS 2026: Will you submit code alongside submissions? |
Discussion |
41 |
43 |
| 15 |
🌹 Rose: low VRAM optimizer, Apache 2.0 |
Project |
38 |
25 |
📅 月榜 Top 15
| # |
标题 |
Flair |
⬆️ |
💬 |
| 1 |
Thoughts on controversy about Google’s new paper |
Discussion |
326 |
55 |
| 2 |
“New generation of empirical DL researchers, hacking at whatever seems trendy” |
Discussion |
282 |
99 |
| 3 |
Built an open source tool to find location of any street picture |
Project |
267 |
35 |
| 4 |
Those with 10+ years in ML — what is the public completely wrong about? |
Discussion |
234 |
270 |
| 5 |
How to break free from LLM’s chains as a PhD student? |
Discussion |
219 |
106 |
| 6 |
Zero-shot World Models Are Developmentally Efficient Learners |
Research |
205 |
34 |
| 7 |
There Will Be a Scientific Theory of Deep Learning |
Research |
200 |
37 |
| 8 |
Gary Marcus on the Claude Code leak |
Discussion |
191 |
69 |
| 9 |
Failure to Reproduce Modern Paper Claims |
Discussion |
185 |
50 |
| 10 |
Stanford CS 25 Transformers Course (Open to All) |
Discussion |
173 |
16 |
| 11 |
EVERY DAY 100-200 new ML papers on Arxiv |
Discussion |
161 |
61 |
| 12 |
Additional experiments during rebuttal make my paper worse |
Discussion |
145 |
28 |
| 13 |
Scaled SNN to 1.088B parameters from scratch |
Research |
140 |
59 |
| 14 |
Thoughts on community moving away from heavy math? |
Discussion |
143 |
77 |
| 15 |
TurboQuant author replies on OpenReview |
Discussion |
139 |
27 |
按 Flair 分析
| Flair |
周榜占比 |
月榜占比 |
热门话题 |
| Discussion |
56% |
52% |
学术生态反思、Vibe Coding、PhD 困境 |
| Research |
16% |
24% |
深度学习理论、World Models、OCR Benchmark |
| Project |
16% |
8% |
Diffusion LM、Gemma-4 微调、Rose 优化器 |
🎯 核心洞察
- 学术共同体焦虑：多篇高分帖讨论论文数量泛滥（100-200 篇/天）、研究趋同化、审稿质量下降
- LLM 对学术生态的冲击：PhD 困境（”如何摆脱 LLM 的枷锁”）、Claude Code 泄露事件引发学界关注
- 复现危机持续：Failure to Reproduce（185 分）和 TurboQuant 争议反映学术诚信压力
- 实用主义回归：OCR Benchmark（便宜模型赢了）、Rose 优化器（低 VRAM）关注实际效果而非规模
7. Product Hunt
📅 周榜
| # |
产品 |
👍 |
💬 |
标签 |
| 1 |
Dune |
118 |
591 |
Productivity, AI, Dev |
| 2 |
RankAI |
89 |
528 |
Marketing, SEO, Search |
| 3 |
Ask Product Hunt AI |
28 |
514 |
Productivity, AI |
| 4 |
SpeakON |
80 |
454 |
Hardware, Apple |
| 5 |
Claude Desktop Buddy |
9 |
425 |
Open Source, Hardware, AI |
| 6 |
Stanley For 𝕏 |
96 |
406 |
Twitter, Marketing, AI |
| 7 |
Kollab |
41 |
400 |
Productivity, AI, No-Code |
| 8 |
ChatGPT Images 2.0 |
12 |
385 |
Design, Social Media, AI |
| 9 |
Spira AI |
- |
- |
Social Media, AI |
📅 月榜
| # |
产品 |
👍 |
💬 |
标签 |
| 1 |
Brila |
244 |
1,290 |
Website Builder, AI |
| 2 |
Fathom 3.0 |
217 |
703 |
Productivity, AI |
| 3 |
Velo |
148 |
667 |
Productivity, AI, Video |
| 4 |
ProdShort |
149 |
705 |
Social Media, Meetings |
| 5 |
NovaVoice |
141 |
592 |
Writing, AI |
| 6 |
Offsite |
85 |
590 |
Web App, AI |
| 7 |
Dune |
118 |
591 |
Productivity, AI, Dev |
| 8 |
Figma for Agents |
23 |
582 |
Design, Dev, AI |
| 9 |
Claude Code Routines |
16 |
- |
Productivity, Dev |
🎯 独家发现
- Figma for Agents（月榜）：AI Agent 可视化设计工具，Agent 开发正在获得专用 UI 工具
- Claude Code Routines（月榜）：Claude Code 的自动化 Routine 功能上了 Product Hunt，Claude 生态持续出圈
- ChatGPT Images 2.0：OpenAI 图像生成更新引发社区热议（385 评论）
- NovaVoice：AI 语音写作工具，语音 AI 在产品端持续渗透
- AI 产品类型趋同：9/9 周榜产品含 AI 标签，AI 已成为产品标配而非差异化特征
8. 🌐 七源交叉分析
跨源热门项目验证表
| 项目/主题 |
GitHub |
OSSInsight |
HF Models |
HF Papers |
HN |
Reddit |
Product Hunt |
出现次数 |
| Claude Code 生态 |
✅✅ |
✅✅ |
- |
- |
✅ |
✅ |
✅ |
6/7 |
| Agent 框架 (hermes-agent 等) |
✅ |
✅ |
- |
- |
✅ |
- |
- |
3/7 |
| Agent 记忆系统 |
✅ |
✅ |
- |
- |
✅✅ |
- |
- |
3/7 |
| DeepSeek V4 |
✅ |
- |
✅✅ |
- |
- |
- |
- |
2/7 |
| Qwen3.6 |
- |
- |
✅✅ |
- |
- |
- |
- |
1/7 |
| RAG-Anything |
- |
✅ |
- |
✅ |
- |
- |
- |
2/7 |
| Kronos（金融 AI） |
✅ |
✅ |
- |
✅ |
- |
- |
- |
3/7 |
| Vibe Coding 反思 |
- |
- |
- |
- |
✅✅ |
✅ |
- |
2/7 |
| AI 编码成本/质量 |
- |
- |
- |
- |
✅✅ |
✅ |
- |
2/7 |
各源独家发现
| 数据源 |
独家发现 |
| GitHub |
oh-my-codex、Archon（Harness Builder）、rtk（Token 节省） |
| OSSInsight |
graphify（代码知识图谱）、nuwa-skill（思维蒸馏）、gbrain（OpenClaw Brain） |
| HF Models |
DeepSeek-V4-Pro（862B）、Kimi-K2.6（1.1T 多模态）、百度 ERNIE-Image |
| HF Papers |
OpenGame（Agent Coding 进游戏）、TradingAgents |
| Hacker News |
Agent 基准测试漏洞（588 分）、Vercel 被 AI 工具搞崩溃（283 分） |
| Reddit |
1.088B 参数 SNN、Rose 优化器、60% cuBLAS 性能 Bug on RTX 5090 |
| Product Hunt |
Figma for Agents、Brila（AI 网站构建器）、ChatGPT Images 2.0 |
📊 本期趋势一句话总结
Claude Code 生态爆发 + Agent 基建成军 + 国产大模型半壁江山 —— Claude Code Skill/插件生态横扫 6/7 个数据源；Agent 记忆、沙盒、凭据管理等基础设施快速标准化；DeepSeek V4 + Qwen3.6 + Kimi K2.6 三足鼎立，中国模型占据 HF Trending 半数席位；同时社区开始反思 Agent 编码质量和成本，”善后清理”话题引发共鸣。