Topic desk
Tooling
Which tools actually make technical thought more durable, instead of merely making output faster?
Tooling matters here because software is not decoration around ideas. It is the operating surface that determines whether ideas remain usable in public.
Longform
All longformCan I still board the old Cursor? IDE ➕Coding ➕Reading is something I've been thinking about for a long time.
Can I still board the old Cursor? IDE ➕Coding ➕Reading is something I've been thinking about for a long time. CC, Codex made me ten times more efficient and produced a lot...
How to work with GPT 5.6 Sol together with Kimi K3? This is my suggestion after testing...
How to work with GPT 5.6 Sol together with Kimi K3? This is my suggestion after testing. In a word: Sol is a better "brain", K3 is a cheaper "stamina + long memory". The matchin...
The composition of HyperFrames uses HTML, CSS and JavaScript as the main intermediate representations.
The composition of HyperFrames uses HTML, CSS and JavaScript as the main intermediate representations. The picture structure, time attributes and GSAP animation are all saved in...
A summary of the best articles on Graph Engineering! Prompt, the next engineering parad...
A summary of the best articles on Graph Engineering! Prompt, the next engineering paradigm from Loop to Graph, determines how the Agent starts. Context determines what the Agent...
Why does Codex crash every time I open it? Finally found the reason! Because I am a heavy user of Codex,
Why does Codex crash every time I open it? Finally found the reason! Because I am a heavy user of Codex, I usually start with 6G of memory, and sometimes it will...
ChatGPT Work: AI starts delivering work for you In the past, we used ChatGPT to get answers.
ChatGPT Work: AI starts delivering work for you In the past, we used ChatGPT to get answers. Now, OpenAI is thinking about another thing: letting AI pick up a complete target, f...
After carefully reading Kimi K3’s official technology blog, here are a few points that I think are great:
After carefully reading Kimi K3’s official technology blog, here are a few points that I think are great: 1. 3D Open World: Upgrading from writing code to delivering a runnable...
Indeed, when people are in this mode of small input and massive output, it will really affect their thinking and brain.
Indeed, when people are in this mode of small input and massive output, it will really affect their thinking and brain. Not only will they become sluggish, but it will...
I connected Codex and Cursor: an automatic memory bus allows the two Agent software to communicate freely
Recently I am doing a very specific thing: using the source code of pi agent and a set of small exercises. I hope that Codex will be responsible for the reading history, combing...
I tested GPT-5.5 and GPT-5.6 SOL using 5 real front-end scenarios: SOL won 4 games but was 13% slower
On July 10, 2026, I put GPT-5.5 and GPT-5.6 SOL into the same Codex execution chain and performed five sets of front-end tasks in succession. Five scenes, ten pages, and...
So the question is, who will be the third child of the Yusan family? 🤔 On Claude's side, Sonnet 5, Fable 5
So the question is, who will be the third child of the Yusan family? 🤔 On Claude's side, Sonnet 5, Fable 5, and Mythos 5 have already rolled out the model echelon, and...
gpt 5.6 sol is loaded, reset, start biu biu biu Don't go to the typhoon on the weekend,...
gpt 5.6 sol is loaded, reset, start biu biu biu Don't go to the typhoon on the weekend, just stay home and code with 5.6 sol. What is the biggest difference between gpt 5.6 sol...
The significance of J-space is to give the previously black-box model reasoning an opportunity for
The significance of J-space is to give the previously black-box model reasoning an opportunity for observability and human intervention and control, so that corrections can...
The term software factory has finally begun to move from a slogan to engineering sites.
Original video: WF2026: Software Factories & Keynotes ft. Microsoft, OpenAI, OpenClaw, Z.ai (GLM), MiniMax, HF Link: https://www.youtube.com/watch?v=htM02KMNZnk Start I just fin...
Run the SEO/GEO visibility loop once a week. The SEO/GEO visibility loop in the Loop Li...
Run the SEO/GEO visibility loop once a week. The SEO/GEO visibility loop in the Loop Library is very suitable for content-based products, developer tools and SaaS official websi...
From Prompt Engineering to Harness Engineering: four evolutions of the AI engineering system
The rapid development of products such as Agent, Codex, and Claude Code has led to the emergence of a number of new terms in the field of AI engineering: Prompt...
Summary of the best articles of Loop Engineering! After Agent began to focus on long tasks in 2026,
Summary of the best articles of Loop Engineering! After Agent began to focus on long tasks in 2026, the focus slowly became: How to design a loop system that can...
Let's say you're the head of technology at a technology company. Last year, you used GraphRAG to build an
Let's say you're the head of technology at a technology company. Last year, you used GraphRAG to build an internal knowledge base and used 20,000 contracts to do PoC. The...
When dynamic workflow and front-end design are combined, there will be unexpected effects!
When dynamic workflow and front-end design are combined, there will be unexpected effects! Share an open source project: fireworks-design This project is easily misunderstood as...
How to burn token series? (1) Use Dynamic Workflow to let 100+ agents work in parallel
If you look at the picture below, it should basically cover the daily usage scenarios of ClaudeCode or Codex partners. These are some intermediate processes of a website...
Another big job, very satisfying! Combining dynamic workflow mode + Loop Engineering, we created an open
Another big job, very satisfying! Combining dynamic workflow mode + Loop Engineering, we created an open source project that replaced Claude Design: Fireworks-design...
Claude Fable is for enterprises to replace traditional mid-to-high-level development, and the ROI is positive.
Claude Fable is for enterprises to replace traditional mid-to-high-level development, and the ROI is positive. After the release of the Claude Fable model, I saw many crazy exam...
Five Traps of Agent Harness 1. Self-evaluation is a trap. Use an adversarial evaluator....
Five Traps of Agent Harness 1. Self-evaluation is a trap. Use an adversarial evaluator. Self-evaluation is a trap. Use an adversarial evaluator. Many teams will do this: Agent g...
Why does it seem easy to develop an AI Agent, but so difficult to actually make it "useful"? Where are the main bottlenecks?
Let me ask you a question, have you heard of or used more than half of the Agent products mentioned in the picture below? More than a third? Over the past 25 years, in less than...
Agentic Workflow is the most common enterprise scenario. Today I read a sharing about h...
Agentic Workflow is the most common enterprise scenario. Today I read a sharing about how to define a stable and reliable Agentic Workflow within the enterprise. To summarize br...
Pi Agent = customizable coding harness / agent workbench Pi Agent can be understood as a minimalist, self-transformable terminal coding agent harness.
Pi Agent = customizable coding harness / agent workbench Pi Agent can be understood as a minimalist, self-transformable terminal coding agent harness. It is not a general orches...
From the evolution of synchronous Agent to asynchronous Agent, I systematically sorted out the relevant content!
From the evolution of synchronous Agent to asynchronous Agent, I systematically sorted out the relevant content! The watershed between Async Agent and ordinary Agent is not "whe...
My wife recently started eating natto at home. I originally didn’t like the sticky feel...
My wife recently started eating natto at home. I originally didn’t like the sticky feeling, but I saw that natto has high nutritional value and is very healthy. The most importa...
In the afternoon, I was surprised when I saw the news about the layoffs of a large factory posted by @MaxForAI, and then I sent a private message to verify it.
In the afternoon, I was surprised when I saw the news about the layoffs of a large factory posted by @MaxForAI, and then I sent a private message to verify it. I still believe M...
This DeltaBox solves the sandbox state rollback problem of Stateful AI Agent. Agents wi...
This DeltaBox solves the sandbox state rollback problem of Stateful AI Agent. Agents will continuously change the file system, process status, tool status, and environment varia...
Ten times better, not ten times harder - the logic of growth in the AI era
There is a question that has always made me feel a little strange: many people regard AI as a speed-increasing tool. It used to take half an hour to write an email, now...
SpaceX’s Starship Flight 12 this time is much like a physical version of an IPO road show.
SpaceX’s Starship Flight 12 this time is much like a physical version of an IPO road show. The latest V3 starship took off from Starbase, completed a flight of about one hour, r...
Codex’s weekly active developers exceed 4 million! Codex is definitely OpenAI's most po...
Codex’s weekly active developers exceed 4 million! Codex is definitely OpenAI's most popular chicken. It has reversed the decline in one fell swoop and turned from defense to of...
The main line of Agent development in 2026: moving from Agent Framework to Agent Runtime.
The main line of Agent development in 2026: moving from Agent Framework to Agent Runtime. The most obvious change in 2026 is that the Agent technology stack begins to be layered...
Visualize that with the rapid development of agent cli and harness, the interaction and logic core will soon
Visualize that with the rapid development of agent cli and harness, the interaction and logic core will soon be reconstructed by Golang, which is very suitable for...
Don't let the AI Agent step on the same pit a second time. I recently saw an interestin...
Don't let the AI Agent step on the same pit a second time. I recently saw an interesting open source project: RoBrain RoBrain is the "decision memory layer" of the AI programmin...
Using the WeChat CLI recommended by Arbor Teacher, I tried a reading method that is very suitable for technicians.
Using the WeChat CLI recommended by Arbor Teacher, I tried a reading method that is very suitable for technicians. Let Codex see what I'm really doing during this time...
A new way to play "Codex app" on mobile! The mobile "Codex app" essentially does not ha...
A new way to play "Codex app" on mobile! The mobile "Codex app" essentially does not have a separate development environment, it is just the Codex remote console in the ChatGPT...
Is Grep All You Need? If you are still thinking of “rag = Vector Database” as the defau...
Is Grep All You Need? If you are still thinking of “rag = Vector Database” as the default answer, then I recommend that you read this paper. It is a bit counterintuitive: the au...
The most interesting thing about Tencent's Agent Memory open source project is that it uses a lightweight symbol-like traversal method to manage complex memory relationships.
The most interesting thing about Tencent's Agent Memory open source project is that it uses a lightweight symbol-like traversal method to manage complex memory relationships. Th...
6-11: 6. Evals: LLM-as-judge + human evals Official Document | OpenAI Evaluation Best P...
6-11: 6. Evals: LLM-as-judge + human evals Official Document | OpenAI Evaluation Best Practices — Learn eval rubric, the applicable conditions for LLM-as-judge, the role of huma...
Based on the recommendation of the boss, I combed through a list of high-quality AI Engineer learning materials, which is worth collecting and learning!
Based on the recommendation of the boss, I combed through a list of high-quality AI Engineer learning materials, which is worth collecting and learning! Too dry, too...
AI Coding is now entering a very interesting phase. In the past, the most discussed top...
AI Coding is now entering a very interesting phase. In the past, the most discussed topics were model capabilities, context length, Agent Loop, Tool Use, and automated programmi...
The Agent memory system is moving from "storing more and more" to "using more and more accurately".
The Agent memory system is moving from "storing more and more" to "using more and more accurately". Mem0's latest release, Memory Decay, is noteworthy. It addresses not...
HTML might be the real interface of the agent era. Markdown is great for notes. But age...
HTML might be the real interface of the agent era. Markdown is great for notes. But agents do not just need notes. They need interfaces they can understand, manipulate, simulate...
It is highly recommended that you read this long article written by Thariq, a core member of ClaudeCode: he brings an interesting perspective.
It is highly recommended that you read this long article written by Thariq, a core member of ClaudeCode: he brings an interesting perspective. HTML is the real working interface...
This development brother has open-sourced a job-seeking artifact with technical content.
This development brother has open-sourced a job-seeking artifact with technical content. The 🏷️core competencies are: AI empowerment. The whole process of job-seeking can...
During this time, I have been using the Codex App and the Codex CLI to develop iOS Apps at the same time
During this time, I have been using the Codex App and the Codex CLI to develop iOS Apps at the same time, especially in the SwiftUI + Xcode workflow, and it is becoming...
Many people think that the difference between Codex CLI and Codex App is just: "One terminal, one GUI".
Many people think that the difference between Codex CLI and Codex App is just: "One terminal, one GUI". But once you really start using the computer, you will find that...
The OpenAI Agent SDK is crazy! The "Harness/Compute Separation" architecture completely solves the security
The OpenAI Agent SDK is crazy! The "Harness/Compute Separation" architecture completely solves the security and scalability pain points of the long-range Agent. The🔥...
Don’t treat impressions as traffic: I looked at getdesign.md and found that it is more like a programmatic SEO site that is very stable and worth learning.
Don’t treat impressions as traffic: I looked at getdesign.md and found that it is more like a programmatic SEO site that is very stable and worth learning. I first...
Teacher Wu Yun’s introduction to codex goal is very detailed. I recommend everyone to r...
Teacher Wu Yun’s introduction to codex goal is very detailed. I recommend everyone to read it. At the same time, I will share a sample goal command that I verified and sent a fe...
What is the limit of long Agent tasks? What I gained after running the codex goal for m...
What is the limit of long Agent tasks? What I gained after running the codex goal for more than ten hours. I have also thought about this problem before. Is a simple agent loop...
Try this cli radio, you can listen to music, podcasts and news while vibe coding. Why d...
Try this cli radio, you can listen to music, podcasts and news while vibe coding. Why do you want to do this? The reason is very small, just want to make some sound when writing...
Using Codex goals well can truly unleash the potential of the GPT 5 model! OpenAI's rec...
Using Codex goals well can truly unleash the potential of the GPT 5 model! OpenAI's recently disclosed directions for Codex are obviously going in the following directions: - Lo...
Many people underestimate a problem: the real danger of Agent is not the occasional wrong answer, but "systematic drift"
Many people discuss Agent, and their focus still remains on: - Is the answer correct this time - Is the tool adjusted accurately this time - Is the task completed this...
Recently, I have a more obvious feeling: Codex is so easy to use that it is addictive, but as long as it is interrupted all the time, the state will be broken.
Recently, I have a more obvious feeling: Codex is so easy to use that it is addictive, but as long as it is interrupted all the time, the state will be broken. What annoys me mo...
I spent one night testing a set of Codex + skill action short film workflow using SeedDance 2.0 API.
I spent one night testing a set of Codex + skill action short film workflow using SeedDance 2.0 API. The goal is not to make a "moving picture", but to make a continuous...
RLMs are the new inference models. Inference models are the first clear demonstration t...
RLMs are the new inference models. Inference models are the first clear demonstration that language model capabilities can be extended with test-time computation. Recursive lang...
Thank you for your recognition and feedback. I quickly updated the third version. This...
Thank you for your recognition and feedback. I quickly updated the third version. This version is already very stable and I am quite satisfied. It is highly recommended that eve...
🔄 Fireworks-tech-graph major version update! Thanks again to @berryxia and all my frie...
🔄 Fireworks-tech-graph major version update! Thanks again to @berryxia and all my friends for their support. More than 100,000 exposures were made in one day. I didn’t do anyth...
One of the most annoying things about writing technical articles: drawing pictures. The...
One of the most annoying things about writing technical articles: drawing pictures. The structure that is very clear in my mind is always misaligned, the color is ugly, and the...
Just shipped: fireworks-tech-graph 🔥 Stop writing Mermaid DSL. Stop clicking around Ju...
Just shipped: fireworks-tech-graph 🔥 Stop writing Mermaid DSL. Stop clicking around Just describe your system in plain English → get a publication-ready SVG + PNG diagram in se...
Why does ClaudeCode use plain text + file system as its RAG system? Claude Code adopts a "plain text + file
Why does ClaudeCode use plain text + file system as its RAG system? Claude Code adopts a "plain text + file system" RAG design and completely abandons their...
Fireworks-skill-memory major update! ! I received a lot of feedback after I posted it last time. I launched
Fireworks-skill-memory major update! ! I received a lot of feedback after I posted it last time. I launched v4 today and fixed several real problems I found after using...
A Harness engineering practice, I open sourced it! It’s quite interesting. After using...
A Harness engineering practice, I open sourced it! It’s quite interesting. After using Claude Code for two months, I discovered a crazy problem: it keeps making the same mistake...
Lin Junyang’s latest must-read masterpiece! AI has shifted from "reasoning thinking" to "agentic thinking".
Lin Junyang’s latest must-read masterpiece! AI has shifted from "reasoning thinking" to "agentic thinking". 🏀The frontier of competition is shifting from "better...
Agency > Intelligence, Claw Agent is just the transition and beginning
A post that Andrej Karpathy reposted from Garry Tan (YC CEO) in February 2025 went viral some time ago. Elon Musk wasted no time and grabbed a sofa: This is Garry Tan’s original...
Why do many claude code query tasks require the use of file search commands? Is there no other better way? I
Why do many claude code query tasks require the use of file search commands? Is there no other better way? I asked CC this question, and it gave me a very detailed answer...
🎬 Why I built Media Downloader for Claude Code — and why it's different from everything else out there.
🎬 Why I built Media Downloader for Claude Code — and why it's different from everything else out there. The problem: Getting stock images and videos is TEDIOUS. Open browser →...
With this skill, you no longer need to manually search for picture websites, and no longer need to copy and paste links!
With this skill, you no longer need to manually search for picture websites, and no longer need to copy and paste links! ! Just say one sentence: "Help me download 10 xxx pictur...
Experience sharing of using ob + claudian + palywright-skills + ob-skills + general-purpose-skills to generate visual logs
At one o'clock in the morning, I stared at the Canvas file just generated in Obsidian, feeling a little dazed. Figure 1: Automatically generated visual log...
If you want to write a long article on X and get a lot of exposure, you can read this summary!
If you want to write a long article on X and get a lot of exposure, you can read this summary! How to maximize the exposure of Articles on the X platform? 2-3 Articles per week,...
Oh My God! X has come out with a new algorithm in the past few days in 2026. No wonder...
Oh My God! X has come out with a new algorithm in the past few days in 2026. No wonder my traffic is so low, Shet! Everyone must take a look at the new regulations in 2026: Janu...
ClaudeCode Common Function Manual
📚 Core commands 📋 Command cheat sheet Command icon describes the frequency of use in one sentence /help🆘View the help document⭐⭐⭐⭐⭐ /clear🧹Clear the...
Why is ClaudeCode so attractive?
One of my subjective feelings is not necessarily correct, let me give you some ideas: The biggest feeling is that coding can be well combined with AI through the...
Blessed are our friends in Beijing! Don’t miss the offline AI event jointly organized by Yiyi Fireworks and
Blessed are our friends in Beijing! Don’t miss the offline AI event jointly organized by Yiyi Fireworks and Microsoft. This event has been confirmed to be held in Beijing...
A historic moment for the world's first large model listed company. On January 8, 2026, as the world's first
A historic moment for the world's first large model listed company
The Scientific and Commercial Apotheosis of Zhipu AI
The ascension of Zhipu AI to the status of the world's first publicly traded large-scale model corporation on January 8, 2026, represents a seminal juncture in the history of co...
Manus Wide Research: 100+agent parallel research system Manus is the agent, achieving the most advanced performance in the GAIA benchmark test.
Manus Wide Research: 100+agent parallel research system Manus is the agent, achieving the most advanced performance in the GAIA benchmark test. Its Wide Research...
Introducing a treasure trove of open source tools for AI drawing software design drawings: next-ai-draw-io was also recommended by teacher Xiao Ke in our group just now.
Introducing a treasure trove of open source tools for AI drawing software design drawings: next-ai-draw-io was also recommended by teacher Xiao Ke in our group just now. I am ba...
I suggest you all listen to this issue. I have briefly summarized the following points:...
I suggest you all listen to this issue. I have briefly summarized the following points: 🏷️About the underlying understanding of AI and Agent (suitable for showing depth) About...
This event has been confirmed to be held in Beijing on January 24th. There is no charge. Priority is given to
This event has been confirmed to be held in Beijing on January 24th. There is no charge. Priority is given to friends from AI startup companies. Friends who have signed...
Introducing a company and product created based on the founder model: Mowen "Mowen" product introduction "Mowen" is a mini program product based on the WeChat ecosystem.
Introducing a company and product created based on the founder model: Mowen "Mowen" product introduction "Mowen" is a mini program product based on the WeChat ecosystem. The web...
Recently I looked at two seemingly unrelated things side by side. One is McKinsey’s latest AI Agent
Recently I looked at two seemingly unrelated things side by side. One is McKinsey’s latest AI Agent application chart. The cold data is all the current “reality”. The other...
With this Orange article, I will continue to share some content about ClaudeSkill and MCP to attract some traffic, haha.
With this Orange article, I will continue to share some content about ClaudeSkill and MCP to attract some traffic, haha. Analysis of the core features of Claude Skills....
Today I was hit by Andrey Karpathy’s short article. I actually understand it very well and have thought about
Today I was hit by Andrey Karpathy’s short article. I actually understand it very well and have thought about the following points: 1. The higher you are at the top of human soc...
Good in-depth article: AI's "deep water zone": What kind of tipping point are we waiting for?
Good in-depth article: AI's "deep water zone": What kind of tipping point are we waiting for? Recently I looked at two seemingly unrelated things side by side. One...
The picture just now was very unclear, so I adjusted it to another version: improving the clarity but retaining the original style.
The picture just now was very unclear, so I adjusted it to another version: improving the clarity but retaining the original style. Prompt: { "core_structure": { "description":...
Prompt: A 2x3 grid of six cinematic still images, each depicting a different scene from a King Hu-style wuxia film, without the couple from the previous images.
Prompt: A 2x3 grid of six cinematic still images, each depicting a different scene from a King Hu-style wuxia film, without the couple from the previous images. Row 1, Left (01)...
Starting the Martial Arts Style Series - King Hu's Martial Arts Prompt: A 2x3 grid of six images, each a
Starting the Martial Arts Style Series - King Hu's Martial Arts Prompt: A 2x3 grid of six images, each a cinematic still in the style of King Hu's wuxia films, focusing...
It seems that there will be many products and forms of agent in 2025. Why does it seem...
It seems that there will be many products and forms of agent in 2025. Why does it seem that only coding agent has emerged? One perspective is: Is AI Agent a technical term or a...
Consulting has always been big business! A single order worth tens of millions of dolla...
Consulting has always been big business! A single order worth tens of millions of dollars. The consulting industry used to combine talents, research, information gaps, personal...
Friends prompt: Friends TV series storyboard, 3x3 grid layout consisting of 9 distinct isometric miniature
Friends prompt: Friends TV series storyboard, 3x3 grid layout consisting of 9 distinct isometric miniature panels, showing iconic sitcom moments: 1) The orange couch...
Looking for Provence It’s late at night and I want to post something sentimental. Just...
Looking for Provence It’s late at night and I want to post something sentimental. Just write it for yourself. Feel free to take a look. Is there anything that can be done contin...
Prompt: Role & Subject: A massive, encyclopedic 16:9 3D infographic poster titled "THE CHRONICLE OF [Person Name]".
Prompt: Role & Subject: A massive, encyclopedic 16:9 3D infographic poster titled "THE CHRONICLE OF [Person Name]". The visual style is a high-end fusion of...
This version is the one I am most satisfied with now. If you like it, remember to start...
This version is the one I am most satisfied with now. If you like it, remember to start it three times in a row. It is not easy to create. Wedding dressing room: Prompt: 4K hype...
Dream Back to 2000 Series --Westlife! Prompt: A detailed, atmospheric photograph captur...
Dream Back to 2000 Series --Westlife! Prompt: A detailed, atmospheric photograph capturing a cozy, slightly romanticized teen bedroom scene from the early 2000s. The focal point...
Dream Back to 2000 Series --Backstreet Boys! Prompt: A detailed, atmospheric photograph...
Dream Back to 2000 Series --Backstreet Boys! Prompt: A detailed, atmospheric photograph capturing a vibrant, obsessive fan-girl bedroom scene from the late 1990s/early 2000s Mil...
Little Me and Big World series! Based on this author’s tips, now everyone can upload th...
Little Me and Big World series! Based on this author’s tips, now everyone can upload their own photos and replace them with one click! Post your work in the comments section. Pr...
High-definition style, 8k, one-click replacement of photos from art exhibitions! (And i...
High-definition style, 8k, one-click replacement of photos from art exhibitions! (And it’s me on the painting👈) Come on, Jimei guys, upload any photo and you can turn it into a...
Prompt: A 2K resolution contact sheet, arranged in a 3x5 grid of 15 individual film frames, representing the complete second episode of an action-comedy series.
Prompt: A 2K resolution contact sheet, arranged in a 3x5 grid of 15 individual film frames, representing the complete second episode of an action-comedy series. **[Characters &...
Prompt: A 2K resolution contact sheet, arranged in a 3x5 grid of 15 individual film frames, representing the complete first episode of an action-comedy series.
Prompt: A 2K resolution contact sheet, arranged in a 3x5 grid of 15 individual film frames, representing the complete first episode of an action-comedy series. **[Characters & S...
prompt: A 4K resolution contact sheet showing a highly detailed 4x5 grid of twenty individual film frames, acting as a storyboard for a 100-second high-octane movie sequence.
prompt: A 4K resolution contact sheet showing a highly detailed 4x5 grid of twenty individual film frames, acting as a storyboard for a 100-second high-octane movie sequence. **...
This is Navarre’s latest sharing: Great engineers are also artists. I still have a copy...
This is Navarre’s latest sharing: Great engineers are also artists. I still have a copy of Graham's "Hackers and Painters" on my desk. It's very good. It not only contains thoug...
Why do I always recommend using Claude Code? Model capabilities are growing exponential...
Why do I always recommend using Claude Code? Model capabilities are growing exponentially (Exponential) 🚀 But the UX of development tools is still climbing linearly (Linear) 📷...
Why do I always recommend using Claude Code? Model capabilities are growing exponential...
Why do I always recommend using Claude Code? Model capabilities are growing exponentially (Exponential) 🚀 But the UX of development tools is still climbing linearly (Linear) 🐢...
Recently, the feeling of pushback brought by AI has become stronger and stronger, and sometimes it is even scary.
Recently, the feeling of pushback brought by AI has become stronger and stronger, and sometimes it is even scary. Think about it, it has been less than a year since...
How is the Notion AI team’s time allocated? ❌ 90% writing prompts (Prompting), 10% changing code. ✅ 10%
How is the Notion AI team’s time allocated? ❌ 90% writing prompts (Prompting), 10% changing code. ✅ 10% writing prompts, 90% doing evaluations (Evals). Sarah, the head...
⚡️ The aesthetics of traffic violence of 21-year-old Chinese genius Roy Lee: From being expelled from
⚡️ The aesthetics of traffic violence of 21-year-old Chinese genius Roy Lee: From being expelled from Harvard/Columbia University to earning $500k a month Core logic...
This year I saw a lot of similar AI products focusing on memory or virtual companionship, which reminded me of a TV series from a few years ago.
This year I saw a lot of similar AI products focusing on memory or virtual companionship, which reminded me of a TV series from a few years ago. The general plot of "Upload to R...
Claude recently added an official skill specifically designed to improve front-end interface design.
Claude recently added an official skill specifically designed to improve front-end interface design. I tried installing it and it worked really well. The screenshot is...
Claude Sonnet 4.5 and Opus 4.1 start to support structured output! The benefits are sel...
Claude Sonnet 4.5 and Opus 4.1 start to support structured output! The benefits are self-evident, developers no longer have to deal with the trivial manual work of structuring C...
The new idea of OpenAI training model may be a new direction! 1. Previous dilemma:...
The new idea of OpenAI training model may be a new direction! 1. Previous dilemma: a mess In the past, when we tried to understand the AI brain, we discovered a big proble...
This may be the latest way of working in 2025 🚀 Imagine: Monday morning ☕ You turn on the computer, 10 AI
This may be the latest way of working in 2025 🚀 Imagine: Monday morning ☕ You turn on the computer, 10 AI Skills are already in place: • "Email Processing Expert" has...
Will there be a bubble in AI? 🤔Where might it be? when? I saw this picture yesterday, it was made by Goldman
Will there be a bubble in AI? 🤔Where might it be? when? I saw this picture yesterday, it was made by Goldman Sachs. The comparison is the growth trend brought about by...
380 billion, 300+ open source models, it’s hard to get a ticket, the stock price has hit the limit, the familiar Alibaba is back!
380 billion, 300+ open source models, it’s hard to get a ticket, the stock price has hit the limit, the familiar Alibaba is back! The first picture is that classmate Mengfei was...
Claude finally takes action on the browser! I think this is indeed a good time. Claude...
Claude finally takes action on the browser! I think this is indeed a good time. Claude code has fully verified the coding capabilities based on its own model, coupled with a wel...
Google has open sourced this artifact for capturing unstructured data: LangExtract LangExtract is a new
Google has open sourced this artifact for capturing unstructured data: LangExtract LangExtract is a new library launched by Google that uses LLMs to implement...
Grok4 is free! Just a few days after GPT5 went online, this was a direct business showdown between Musk and
Grok4 is free! Just a few days after GPT5 went online, this was a direct business showdown between Musk and Ultraman. The business war has always been so unpretentious....
Here are some common pain points of AI Coding currently: 1. The UI is still too poor. E...
Here are some common pain points of AI Coding currently: 1. The UI is still too poor. Even with external tools like Figma, it's very difficult to achieve satisfactory results. 2...
RAG Technology Toolbox Layered Memory Retrieval: The simplest way to load all documents directly into the context window of LLM.
RAG Technology Toolbox Layered Memory Retrieval: The simplest way to load all documents directly into the context window of LLM. It is suitable for scenarios where the amount of...
Take a look at Anthropic's release pattern: Claude 3 series launches in March 2024, Claude 3.5 Sonnet
Take a look at Anthropic's release pattern: Claude 3 series launches in March 2024, Claude 3.5 Sonnet launches in July 2024, Claude 3.7 Sonnet launches in February 2025...
This article talks about multi-agent collaboration very well. I have recently observed...
This article talks about multi-agent collaboration very well. I have recently observed that starting from Calude’s multi-agent architecture article on building deep research, to...
Observability and Assessment Dify: Integrate LLMOps functionality directly into the platform.
Observability and Assessment Dify: Integrate LLMOps functionality directly into the platform. This includes tools to monitor and analyze application logs and...
Backend Technologies: Python/Flask vs. GoDify: Its back-end API is mainly built in Pyth...
Backend Technologies: Python/Flask vs. GoDify: Its back-end API is mainly built in Python language and uses lightweight Flask as the web framework. By analyzing its pyproject.to...
Field Notes
Full ledgerLive judgment for this desk is filed by date in the field-notes ledger; enter through the full ledger by month.
What really limits the Agent is the same model of Harness. If you change the set of Har...
The model benchmark is very high. Why does it still happen that "the code has been chan...
Production-level agents require an infrastructure that can run for a long time, have controlled access, and leave evidence.