Reddit
u/stealthispost · 2026-08-15
**Anchored Standard** (xiaobright/dsh-anchored-standard) does a clever hybrid: 1. First model request: presents V4 Pro with essentially the same environment as Minimal... 2. As soon as it makes its first real tool call/reply, it unlocks the full Standard toolset... The author found that the tool schema on that first request appears to be the decisive variable.
Reddit
u/for4f · 2026-08-15
the anchored standard result is the one that got me. 98/99 with the full toolset handed back after the first call kills the 'fewer tools = fewer mistakes' explanation, which was the obvious alternative. so it really does come down to what the model sees at init. kinda fits the RL story though. train a model inside one specific scaffold and it'll behave best inside that scaffold, first message included.
Reddit
u/somerussianbear · 2026-08-16
I saw the dsh-anchored-standard plugin yesterday, the popularity of this thing and what it promised, and decided to give it a try on porting the approach to a Pi extension, cause I really like that harness and wouldn't like to have a harness just for DeepSeek. It works, I managed to replicate the whole thing. All thinking uses "We ...", as flagged by xiaobright as being the trace of a superior version of DeepSeek v4 Pro.
Reddit
u/ZveirX · 2026-08-16
It's a gacha with the model as it is overfit to it. I have seen Bilibili experiments with it, minimal prompt, no system prompt, and even in minimal it often drops the "let me". There is just so many vocabulary the model has been trained on that it's inevitable that at times it begins to output distinctive patterns not akin to its original chain of thought—that's Entropy.
Reddit
u/PolychromeMan · 2026-08-16
Awesome. To be honest, I had to get ChatGpt to give me an explainer on this, but now that I have vague idea of what is discussed here...very interesting. A lot of my enthusiasm for AI development involves how the open-source community can use it, as opposed to more sealed off products released by frontier developers, so it's neat to see interesting potential that is more open-source friendly.
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@itsolelehmann · 2026-07-14
lol someone already open-sourced Claude Design
it's called Open Design, already has 78,000+ github stars.
the local app is free and runs on your computer.
you can power its canvas with claude code, codex, cursor, gemini, or 20+ other coding agents.
the biggest advantage = how
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@iam_elias1 · 2026-05-16
Someone just open sourced Claude Design.
They called it Open Design.
It crossed 20,000 GitHub stars in 6 days.
Here is the full story of what happened — and why it matters.
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@so_ainsight · 2026-05-01
これは神。
Claude Designのオープンソース版が公開されました。名前は Open Design。
すでに、GitHubで8,000スター超え。Anthropicのサブスクにも縛られません。
・テキストひと言でUIプロトタイプを自動生成
・Linear / Stripe / Vercel / Notion など71種のブランド級デザインシステム同梱
This is godly. An open-source version of Claude Design just dropped. It's called Open Design. Already past 8,000 stars on GitHub, and it doesn't chain you to an Anthropic subscription. - Auto-generates UI prototypes from a single line of text - Ships with 71 brand-grade design systems, including Linear / Stripe / Vercel / Notion
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@KKaWSB · 2026-05-16
免费开源的设计物料神器，5 月 GitHub 单月增速第一：
nexu-io/open-design——一个本地跑的 Claude Design 开源替代。
5 月单月涨 16,804 颗 star。
它的定位是：你给任何一个 coding agent 一个设计需求，agent 调用 Open Design 直接产出——
A free, open-source design-asset powerhouse, and GitHub's fastest climber in May: nexu-io/open-design — a locally run, open-source alternative to Claude Design. It gained 16,804 stars in May alone. The pitch: hand any coding agent a design brief, and the agent calls Open Design to produce it directly — (post truncated at source)
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@teortaxesTex · 2026-05-24
DeepSeek-Reasonix
Now this is the kind of harness I can get behind!
Built for the poor API users, all around cache hits
even has a GUI (wrapper) already
@victor207755822 take ideas or collaborate idk
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@huangjinbo · 2026-06-16
Reasonix 真的很优秀，不要被它的项目名字（DeepSeek-Reasonix）所误导了，只要中转站支持 OpenAI-compatible 都可以支持...再次推荐。主要是它的技能、记忆、Hooks、MCP等功能都很好用...它被我用于替代OpenCode 了
Reasonix is genuinely excellent — don't be misled by the project name (DeepSeek-Reasonix); any relay endpoint with OpenAI-compatible support will work... Recommending it again. Its skills, memory, Hooks, MCP and other features are all great to use... I've made it my OpenCode replacement.
Reddit
u/Lucifer812 · 2026-08-11
Missing reasonx
Reddit
u/cheddarboiii · 2026-08-16
I am using it with the tui plugin which was added 2 days ago or so. It is great comparing to reasonix as it handles permissions much better and in general output seems to be more concise and def more consistent.
Reddit
u/Cold_Tree190 · 2026-08-11
Are these reasonx bots? All 3 posted in the same minute, all have low karma, and I've genuinely never heard of reasonx before now lol
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@TeksEdge · 2026-03-19
Just saw this GitHub project 🛡️ OpenViking is skyrocketing 📈. This could be the best memory manager for @openclaw! 👀
✅ OpenViking (volcengine/OpenViking) is an open-source project released by ByteDance's cloud division, Volcengine.
It's exploding in popularity and could
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@socialwithaayan · 2026-03-14
BREAKING: ByteDance open-sourced something the AI agent ecosystem has needed for a long time.
A proper context database built specifically for agents.
OpenViking manages everything an always-on agent needs to function at a high level:
→ Memory that persists and evolves across
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@filippkowalski · 2026-03-19
It's fascinating to watch how ideas evolve
This is very promising and I think for one of my projects I will switch from RAG to OpenViking
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@SuguruKun_ai · 2026-04-12
中国のAI界隈、レベルが違いすぎた。
「同僚をAIに蒸留するツール」がバズってる、、、
colleague.skill っていうOSSで
同僚のチャット履歴、業務文書、メールを集めて
AIにその人の仕事のやり方を学習させる。
つまり退職しても
「デジタルな同僚」が残り続ける。
GitHub 9,000スター超え。
China's AI scene is on a whole other level. A 'tool that distills your coworker into an AI' is going viral... It's an OSS project called colleague.skill: it collects a coworker's chat history, work documents, and emails, and teaches an AI how that person works. Meaning even after they resign, a 'digital coworker' stays behind. Over 9,000 stars on GitHub.
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@Gorden_Sun · 2026-03-30
同事.Skill：把你的同事蒸馏成Skill
把同事的技能与性格蒸馏成 AI Skill，让它替他工作。建议改名叫“同事Kill”，成为Skill后就可以Kill掉了。
Colleague.Skill: distill your coworker into a Skill. It distills a coworker's skills and personality into an AI Skill that does their job for them. Suggested rename: 'Colleague.Kill' — once they've become a Skill, you're free to kill the position.
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@poezhao0605 · 2026-04-07
A viral GitHub project in China called "同事.skill" (Colleague.skill) turns a departing coworker's chat logs, docs, and emails into an AI skill that mimics how they work. Spinoffs appeared overnight: Boss.skill, Mentor.skill, Crush.skill, even Immortality.skill.
The joke landed
Reddit
u/Kwigg · 2026-04-22
Looks like we've gone full circle from roleplaying -> coding/useful stuff -> roleplaying again. From my experience, (I still use SillyTavern like it's 2023) making the ai do a persona while also trying to be a coder/etc. is stacking tasks on top of each other which makes it worse at both.
Reddit
u/fallingdowndizzyvr · 2026-04-22
I would read up on this. It's not roleplaying per se. It is doing something useful. Check out that github and the dev alludes to it. "Your colleague quit, leaving behind a mountain of unmaintained docs?" ... That's using this to do useful stuff. Since it effectively gives you a digital twin of your coworker to do useful stuff with.
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@berryxia · 2026-04-14
恭喜！EverMind 打磨已久的超级更新终于上线！
一站式 Agent 创建、测试、集成平台 EverOS + 新基准 EvoAgentBench 全部开源！
1. EverOS：全新一站式开源库，内置多个 Methods、Benchmarks 和 Usecases，用户直接用现成组件魔改出自己的 Agent
2. EvoAgentBench：开源中立基准，专测
Congratulations! EverMind's long-polished mega update is finally live! EverOS, the one-stop platform for building, testing, and integrating agents, plus the new EvoAgentBench benchmark — all open source! 1. EverOS: a brand-new one-stop open-source library with multiple Methods, Benchmarks, and Usecases built in, so users can remix ready-made components into an agent of their own. 2. EvoAgentBench: an open, neutral benchmark built to test (post truncated at source)
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@yhslgg · 2026-07-07
AI Agent 的记忆通常是黑盒——你不知道它记了什么、存在哪、能不能直接改——EverOS，10300 个 Star，把这件事做成了一堆你能打开的 .md 文件，本地跑，不依赖任何托管服务。
一句话：给 AI Agent 装一个本地优先的持久记忆层，存的是 Markdown 文件，能读、能改、能 git diff，pip 一条命令装好。
An AI agent's memory is usually a black box — you don't know what it remembered, where it's stored, or whether you can edit it directly. EverOS, 10,300 stars, turns all of that into a pile of .md files you can open, running locally with no hosted service required. In one line: a local-first persistent memory layer for AI agents, stored as Markdown files you can read, edit, and git diff — installed with a single pip command.
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@fkysly · 2026-08-13
DeepSeek Harness awesome plugins · 插件精选列表
#DeepSeek #DeepSeekHarness
cc @tianyi
DeepSeek Harness awesome plugins · a curated plugin list #DeepSeek #DeepSeekHarness cc @tianyi
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@NFT_Chen · 2026-08-15
🔥插件推荐：DeepSeek Harness必装！10大高星实用插件盘点（按GitHub Star排序）
DeepSeek刚开源的Harness生态起飞了！界面丑？没视觉？迁移麻烦？这些插件全给你解决！按GitHub Star精选，数据截至今天，直接抄作业👇
1️⃣dsh-web-ui ⭐1312
Plugin picks: must-installs for DeepSeek Harness! A roundup of 10 high-star practical plugins (sorted by GitHub Star). DeepSeek's freshly open-sourced Harness ecosystem is taking off! Ugly UI? No vision? Painful migration? These plugins fix all of it. Curated by GitHub Star count, data as of today — copy this homework. 1️⃣ dsh-web-ui ⭐1312 (post truncated at source)
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@geekbb · 2026-08-15
一堆为 DeepSeek Harness 生态打造的现代化桌面端体验，让 DSH 用户获得更顺畅的本地操作界面。
1⃣ 为 DeepSeek Harness 生态打造的现代化桌面端体验，让 DSH 用户获得更顺畅的本地操作界面。
2⃣ DeepSeek Harness Web UI 的插件与皮肤合集，涵盖任务面板、Git
A batch of modern desktop experiences built for the DeepSeek Harness ecosystem, giving DSH users a smoother local interface. ... 2⃣ A collection of plugins and themes for the DeepSeek Harness Web UI, covering task panels, Git (post truncated at source)
Reddit
u/Electronic_Trash_385 · 2026-08-15
自动展开思考，丝滑吐字，丝滑滚动，新版已固定 deep diving
安装方式：pnpm dsh plugin --profile web add github:Laplace-bit/dsh-smooth-stream
欢迎点赞关注或star[玫瑰R]
Auto-expands the thinking view, silky character streaming, silky scrolling — the new version pins deep diving. Install: pnpm dsh plugin --profile web add github:Laplace-bit/dsh-smooth-stream. Likes, follows, and stars welcome [rose]
Reddit
u/Snoo_57113 · 2026-08-15
I made a plugin (Token anxiety) for the deepseek harness 0.1 that shows the cost per task, the peak hours and how much a task would cost after the hike... As tips to reduce your bill I found that open research questions, typos, not being specific in the prompts and bugs in toolcalling make up 50%+ of the tokens.
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@hqmank · 2026-08-05
Gave DeepSeek vision with one skill.
npx -y skills add liustack/modlens
Repo link 👇
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@wefoundcc · 2026-05-21
EchoBird 是一个开源桌面工具，专门把 AI Agent 的部署门槛往下压。
它主打三个“一键”：安装 Claude Code / OpenClaw 等 Agent、给不同 Agent 切换模型、在本地部署 GGUF / HuggingFace 模型。Windows、macOS、Linux 都有包，MIT 免费。
适合已经在用 Codex、Cursor、Claude
EchoBird is an open-source desktop tool built to push the barrier to deploying AI agents way down. It leads with three one-clicks: install agents like Claude Code / OpenClaw, switch models per agent, and deploy GGUF / HuggingFace models locally. Packages for Windows, macOS, and Linux; MIT-licensed and free. A good fit if you're already using Codex, Cursor, Claude (post truncated at source)
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@dlimeng192048 · 2026-06-18
60% of users quit at setup. EchoBird is a GUI that installs & runs Claude Code, Codex, Aider, OpenClaw, and more—configure models once, use everywhere. No terminal, no config hell. Open-source, cross-platform. Too good to be true? #Claude #Codex #OpenClaw #EchoBird
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@Hesamation · 2026-08-15
DeepSeek Harness is now the fastest growing GitHub repo, passing 100K stars in under 48 hours, even faster than OpenClaw.
very positive community reaction:
> unusually well designed architecture with tools, session log, agent loop, subagents, all being replaceable plugins
> UI
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@eliebakouch · 2026-08-13
amazing release. it's a web UI with multiple harnesses inside it, you can spawn claude code and codex agent through their SDK
"deepseek harness" supports different "modes" by default (which are harnesses): code mode with programmatic tool calling (in typescript), bash+edit
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@jenzhuscott · 2026-08-13
DeepSeek Harness v0.1's Cordis-powered design is probably one of the cleanest expressions of agent architecture I've seen: every capability - model adapters, tool registries, session logs, sandboxes, orchestration loops, and even the UI a is a 1st class plugin w typed services,
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@elliotchen100 · 2026-08-02
最近 DeepSeek 和 K3 的发布，让大家开始认真看 Agent benchmark 后面的 harness。
Karpathy 这条正好补上了另一半：harness 并不是换一套 prompt 和工具，就能无限放大模型。前提是环境能够把结果反馈给 Agent。
写代码有 compiler、tests 和 logs。
但在动态的 3D 世界里，Opus 5
The recent DeepSeek and K3 releases have people finally taking a hard look at the harness behind agent benchmarks. This Karpathy post fills in the other half: a harness can't infinitely amplify a model just by swapping in a different prompt and toolset. The precondition is an environment that can feed results back to the agent. Coding has compilers, tests, and logs. But in a dynamic 3D world, Opus 5 (post truncated at source)
Reddit
u/214d · 2026-08-13
It's so awesome, I love it. I've already created 3 plugins (auto title sessions, git worktree a workspace, show session cost and balance in real time). Fast (I am on a 2017 MacBook Pro), reliable, fully customizable, 95-99% cache hit, really nice and minimalist UI). I objectively think it's way better than Reasonix and Pi
Reddit
u/Professional_Price89 · 2026-08-13
The harness is good, unlike other harness, it wont stop or wait for user input, it even catch all errors during runtime, decide to stop the app and debug it. It also ask me to click the accept button for it to work with. The downside is very bad model.
Reddit
u/Public_Ad_5096 · 2026-08-15
A lot of the content in the above article has actually become outdated during the community's analysis process. The answer isn't that complicated… The real answer is "DeepSeek v4 pro GA overfitted on DSH's minimal mode" Internal staff have also admitted this.
Reddit
u/Potential_Back_4398 · 2026-08-17
I tried adding a plugin to DeepSeek Harness (dsh-deepseek-vision) and ran into this error: "Failed to load plugins... keyed slot 'settings.plugin.item' requires options.key". After that, the plugin system no longer works properly. What bothers me is the architecture: everything seems to depend on the plugin system, so a failure in one plugin can effectively break the entire ecosystem... a malformed or incompatible plugin should be isolated and disabled rather than preventing the rest of the plugin system from loading. I've used Hermes and Claude Code, and I haven't experienced this kind of failure mode there.
