Henryan retweeted
Qwen 3.8 flash is truly impressive, and llama.cpp has been rapidly getting better and better at processing it
columns are: pre-existing prompt, new prompt, generated, input tok/s, output tok/s
This is on my laptop (strix halo). I think we're very close to the point where you can just use local models for a large share of tasks, and for anything more advanced, workflows like "use your local model to orchestrate queries to powerful models so your queries don't leak your personal information" actually become viable.
Henryan retweeted
行情继续看涨,比特币自8月17号启动上涨以来,连涨五天,8月22号开始进入调整期,正好经历了19天左右。这段属于上涨过程中正常的右上倾角的调整,在763~823区间的6千刀宽幅,上去的压力位在823左右。没有一根直线上涨的牛市,行情每时每刻在变化,一是牛市趋势中不做空,二是紧密关注日线级别调整。除了大盘行情,最近RH链上,ZEC庄币,以及交易型代币出现局部牛市,所有的迹象表明,现在像即了20年狂暴牛市的前夜。
Henryan retweeted
DeepSeek Harness was just released with MIT license. The current 0.1.0 version is a developer preview, and may still have many rough edges. Feedback is welcome!
DeepSeek Harness 已经以MIT协议开源发布。现在的0.1.0版本是一个面向Harness开发者的预览版,还很不完善。恳请大家多提提宝贵意见。
github.com/deepseek-ai/deeps… deepseek.com/harness/
Henryan retweeted
如果您在做 Agent Harness 相关的开源项目,希望在 DeepSeek Harness 发布的第一时间进行接入支持,请回复您的 GitHub id 以及 GitHub 项目地址,包括但不限于 plugin, skill, MCP, orchestrator, aggregator, UI 等等。
我们会选择一些开源项目的作者邀请参与DSH内测,并赠送部分API额度,让您可以做到在DSH发布时第一时间接入支持。
请同时私信我您的邮箱,我们会使用 email 联系您。
Henryan retweeted
More opensource goodness. We have just released a CLI and TypeScript SDK for finding, validating, and fixing security vulnerabilities in your code. Scan repositories, review changes, track findings over time, and run security checks in CI.
github.com/openai/codex-secu…
一个周末过去,《深入理解 AI Agent》star 数翻了3倍,7.2k 🌟 了。
社区已经把这本书翻译成了英文、泰米尔语、越南语,感谢 @nsdevaraj 和 @toanalien 两位贡献者。我也在英文版基础上用 Kimi K3 完成了一些精修。感谢几位贡献者提 PR 修复 bug。
在我老婆建议下,V1.2 版本增加了关于模型和 harness、The Bitter Lesson 的一些讨论,以及一些 harness 技巧(第五章)。
github.com/bojieli/ai-agent-…
Henryan retweeted
作为新成立的部门,DeepSeek Harness 组的目标远大、工作繁重,仍然非常缺人。我每天都在面试,以及各种地方张贴小广告……一共有三种职位:
Harness 研究员(实习全职均可):app.mokahr.com/su/mCyA8
Harness 工程师(全职实习均可):app.mokahr.com/su/JNKdF
Harness 产品经理(限全职):app.mokahr.com/su/1RZuJ
职位空缺较大,但招聘门槛和流程和DS其它组没有区别,一般是一轮笔试和三轮面试,我是终面。可以给我私信发简历。
Henryan retweeted
Announcing mattpocock/skills v1
- Achieved a 63% reduction in token cost for skill descriptions
- Split skills into model-invocable and user-invocable skills, adding /codebase-design, /domain-modeling, and /grilling
- (UPDATED) /writing-great-skills - rewritten from the ground up, encoding my skill-writing best practices
- (UPDATED) /diagnose -> /diagnosing-bugs - now model-invocable, awesome for fixing hard bugs
- (NEW) /ask-matt: a router skill that teaches you how all the engineering skills work together
Henryan retweeted
Stop telling Claude, "do this."
Stop telling Claude, "write code."
Stop telling Claude, "fix this error."
You're actually treating a senior AI like a junior intern.
Here are 8 prompts you can copy and paste directly:
we're making @blocks smaller today. here's my note to the company.
####
today we're making one of the hardest decisions in the history of our company: we're reducing our organization by nearly half, from over 10,000 people to just under 6,000. that means over 4,000 of you are being asked to leave or entering into consultation. i'll be straight about what's happening, why, and what it means for everyone.
first off, if you're one of the people affected, you'll receive your salary for 20 weeks + 1 week per year of tenure, equity vested through the end of may, 6 months of health care, your corporate devices, and $5,000 to put toward whatever you need to help you in this transition (if you’re outside the U.S. you’ll receive similar support but exact details are going to vary based on local requirements). i want you to know that before anything else. everyone will be notified today, whether you're being asked to leave, entering consultation, or asked to stay.
we're not making this decision because we're in trouble. our business is strong. gross profit continues to grow, we continue to serve more and more customers, and profitability is improving. but something has changed. we're already seeing that the intelligence tools we’re creating and using, paired with smaller and flatter teams, are enabling a new way of working which fundamentally changes what it means to build and run a company. and that's accelerating rapidly.
i had two options: cut gradually over months or years as this shift plays out, or be honest about where we are and act on it now. i chose the latter. repeated rounds of cuts are destructive to morale, to focus, and to the trust that customers and shareholders place in our ability to lead. i'd rather take a hard, clear action now and build from a position we believe in than manage a slow reduction of people toward the same outcome. a smaller company also gives us the space to grow our business the right way, on our own terms, instead of constantly reacting to market pressures.
a decision at this scale carries risk. but so does standing still. we've done a full review to determine the roles and people we require to reliably grow the business from here, and we've pressure-tested those decisions from multiple angles. i accept that we may have gotten some of them wrong, and we've built in flexibility to account for that, and do the right thing for our customers.
we're not going to just disappear people from slack and email and pretend they were never here. communication channels will stay open through thursday evening (pacific) so everyone can say goodbye properly, and share whatever you wish. i'll also be hosting a live video session to thank everyone at 3:35pm pacific. i know doing it this way might feel awkward. i'd rather it feel awkward and human than efficient and cold.
to those of you leaving…i’m grateful for you, and i’m sorry to put you through this. you built what this company is today. that's a fact that i'll honor forever. this decision is not a reflection of what you contributed. you will be a great contributor to any organization going forward.
to those staying…i made this decision, and i'll own it. what i'm asking of you is to build with me. we're going to build this company with intelligence at the core of everything we do. how we work, how we create, how we serve our customers. our customers will feel this shift too, and we're going to help them navigate it: towards a future where they can build their own features directly, composed of our capabilities and served through our interfaces. that's what i'm focused on now. expect a note from me tomorrow.
jack





















