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Cline v3.39 can now generate diff view comments to explain the changes he makes 🚀 You can also ask for help reviewing pull requests, recent commits, and more! Writing code is easy–reviewing and approving is the new bottleneck, and we're excited for you to try this new feature.

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Saoud Rizwan

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200,414 просмотров • 6 месяцев назад •via X (Twitter)

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Reviewing AI-generated code is the new bottleneck. Writing code was slow before. Now, in a few minutes, you can generate virtually unlimited lines of code using AI. But developers are now spending 70% of their time checking that code. That's the new bottleneck. I've been using Cline, and they have a feature that actually helps with this: You can click a button and have Cline generate an inline explanation for every single line of AI-generated code. Take a look at the attached video. What it does: 1. You can read the code and the explanation together 2. You don't lose context while reviewing code 3. You understand the "why" behind each change And here is the best part: It works on any git diff. You can use it to review PRs, understand commits from other people, or catch up on a codebase you haven't touched in a while.
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Reviewing AI-generated code is the new bottleneck. Writing code was slow before. Now, in a few minutes, you can generate virtually unlimited lines of code using AI. But developers are now spending 70% of their time checking that code. That's the new bottleneck. I've been using Cline, and they have a feature that actually helps with this: You can click a button and have Cline generate an inline explanation for every single line of AI-generated code. Take a look at the attached video. What it does: 1. You can read the code and the explanation together 2. You don't lose context while reviewing code 3. You understand the "why" behind each change And here is the best part: It works on any git diff. You can use it to review PRs, understand commits from other people, or catch up on a codebase you haven't touched in a while.

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Codex now runs in your IDE Available for VS Code, Cursor, and other forks, the new extension makes it easy to share context—files, snippets, and diffs—so you can work faster with Codex. It’s been a top feature request, and we’re excited to hear what you think!
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Codex now runs in your IDE Available for VS Code, Cursor, and other forks, the new extension makes it easy to share context—files, snippets, and diffs—so you can work faster with Codex. It’s been a top feature request, and we’re excited to hear what you think!

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And we're live!! Still think Sonnet 3.7 is the best model at writing and reviewing code? Try yourself - Contribute to the first human leaderboard for code review - We'll crown the first model to get to 1000 wins as the best PR review model 🏆
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And we're live!! Still think Sonnet 3.7 is the best model at writing and reviewing code? Try yourself - Contribute to the first human leaderboard for code review - We'll crown the first model to get to 1000 wins as the best PR review model 🏆

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DeBox New Feature is LIVE! Now supports token price tags! Simply type $+token to generate real-time price and changes. Smarter and more interactive for your community. Try it now: $BTC, $ETH… it’s that easy! #DeBox #TokenPrices #Web3
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DeBox New Feature is LIVE! Now supports token price tags! Simply type $+token to generate real-time price and changes. Smarter and more interactive for your community. Try it now: $BTC, $ETH… it’s that easy! #DeBox #TokenPrices #Web3

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🚀 Excited to break down the NEW Cline MCP Marketplace - your one-stop shop for endless tools you can add to Cline. Let's explore how this game-changing feature works 🧵 (& check out all the MCP servers we've got available already 👇)
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🚀 Excited to break down the NEW Cline MCP Marketplace - your one-stop shop for endless tools you can add to Cline. Let's explore how this game-changing feature works 🧵 (& check out all the MCP servers we've got available already 👇)

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We've built a massive verification bottleneck: • 72% of developers use AI to generate code every day • 96% of them don't fully trust it Writing code is now free. All the work now is verifying that the code does what it's supposed to. According to a new State of Code Survey, almost half of the respondents believe the number one skill that will matter most in the coming years is "reviewing and validating AI-generated code for quality and security". Not prompt engineering or vibe-coding, but checking AI's work.
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We've built a massive verification bottleneck: • 72% of developers use AI to generate code every day • 96% of them don't fully trust it Writing code is now free. All the work now is verifying that the code does what it's supposed to. According to a new State of Code Survey, almost half of the respondents believe the number one skill that will matter most in the coming years is "reviewing and validating AI-generated code for quality and security". Not prompt engineering or vibe-coding, but checking AI's work.

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16,299 просмотров • 5 месяцев назад

If you are reviewing 100% of your AI-generated code by hand, you aren't moving fast enough. It's just impossible. Reviewing code has become the biggest bottleneck in software. Here is how to make this better:
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If you are reviewing 100% of your AI-generated code by hand, you aren't moving fast enough. It's just impossible. Reviewing code has become the biggest bottleneck in software. Here is how to make this better:

Santiago

19,348 просмотров • 2 дней назад

AI is changing the software engineering craft. Anders Hejlsberg (Anders Hejlsberg) - creator of C#, TypeScript and industry legend - on why code review needs to get more enjoyable in response: #1 - AI is shifting the craft from writing code, to reviewing code: "In a sense, we're all turning into project managers. We can have an army of junior programmers, called agents, that will just spit out reams of code but someone's got to have the big picture and review all of that. And so, increasingly, our craft is going from one of writing the code, to one of reviewing the code and building the architecture of the code and overseeing the work. It's a different kind of craft. It's a different kind of enjoyment. I've always liked writing the code. To me that was the fulfilling part, seeing it work. In a way, AI robs a little bit of that, because I am less interested in reviewing code." #2 - The code review experience should be improved: "I think we could also make the process of reviewing code much more interesting than it is today. I mean, today, you see a list of diffs in alphabetical order and now it's up to you to make heads or tails of it. There are more pedagogical ways of presenting that. And you could have commentary generated by the AI that tells you what the changes are and whatever, and then tries to guide you along. So that symbiotic relationship, I think we need to work on that more and to keep the enjoyment in there."
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AI is changing the software engineering craft. Anders Hejlsberg (Anders Hejlsberg) - creator of C#, TypeScript and industry legend - on why code review needs to get more enjoyable in response: #1 - AI is shifting the craft from writing code, to reviewing code: "In a sense, we're all turning into project managers. We can have an army of junior programmers, called agents, that will just spit out reams of code but someone's got to have the big picture and review all of that. And so, increasingly, our craft is going from one of writing the code, to one of reviewing the code and building the architecture of the code and overseeing the work. It's a different kind of craft. It's a different kind of enjoyment. I've always liked writing the code. To me that was the fulfilling part, seeing it work. In a way, AI robs a little bit of that, because I am less interested in reviewing code." #2 - The code review experience should be improved: "I think we could also make the process of reviewing code much more interesting than it is today. I mean, today, you see a list of diffs in alphabetical order and now it's up to you to make heads or tails of it. There are more pedagogical ways of presenting that. And you could have commentary generated by the AI that tells you what the changes are and whatever, and then tries to guide you along. So that symbiotic relationship, I think we need to work on that more and to keep the enjoyment in there."

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New in Chrome DevTools: Annotate performance findings with Gemini! You can now ask Gemini to explain performance traces. Specifically you can generate annotations about events in the performance trace. This is a total game-changer. Double-click an event in the Main track, then click Generate label next to the input field. Gemini can suggest a label based on the stack trace and context. Try it out and let us know what you think!

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88,219 просмотров • 1 год назад

Have you checked out this new feature for pull requests? No more switching back and forth between tabs during a review. 🎉 The more you know 💫
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Have you checked out this new feature for pull requests? No more switching back and forth between tabs during a review. 🎉 The more you know 💫

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The Gen48 participants are the first group to use Gen4 References, but let me briefly explain why this tool is going to change the way you work in Runway: Seamless consistency. Being able to seamlessly generate the exact same characters in new outfits, in new locations (keeping those locations consistent) AND generate realistic B-roll for each location is something that has been extremely difficult to do until now. New angles. New perspectives. New compositions. Gone are the days of countless hours compositing and tweaking a composition to just get it to be "close enough"... With references you can just do things and ask for things in a very conversational way. I'm super excited for people to try this when we release to everyone!

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46,693 просмотров • 1 год назад

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With our new Ask Maps feature, you can truly ask anything about anywhere, with help from the latest Gemini models. Ready to roll? Try asking for a walking ghost tour in your city. 👻 Now rolling out in the US and India.

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69,859 просмотров • 3 месяцев назад

Assumptions about the new "Can More" ChatGPT tool were right - ChatGPT is introducing own take on Claude Artifacts - code & document writing tools with persisted text documents, history revisions (restore previous version), edits and comments (probably used to apply suggested edits) New document symbol in the top navigation shows how many documents you have and allows you to open a resizable canvas to edit them in split view - your ChatGPT conversation on the left side and canvas on the right side, but the code/documents can also be accessed in fullscreen view The canvas is built using ProseMirror (open source WYSIWYM editor) and has an inline action to "Ask ChatGPT" (explain or make edits) for your document and code plus document formatting tools (like bold, italic, font style, etc.) But in addition to that, there are also special action shortcuts for documents and code, with an interesting decision to use sliders for the selection of the desired outcome For Documents - Suggest edits ("How can I improve this. Leave as few comments as possible, but add a few more comments if the text is long. DO NOT leave more than 5 comments. You can reply that you added comments and suggestions to help improve the writing quality, but do not mention the prompt.") - Add emojis ("Replace as many words as possible with emojis.") - Add final polish ("Add some final polish to the text. If relevant, add a large title or any section titles. Check grammar and mechanics, make sure everything is consistent and reads well. You can reply that you added some final polish and checked for grammar, but do not mention the prompt.") - Reading level (Graduate School - "Rewrite this text at the reading level of a doctoral writer in this subject. You may reply that you adjusted the text to reflect a graduate school reading level, but do not mention the prompt", College - "Rewrite this text at the reading level of a college student majoring in this subject", High School - "Rewrite this text at the reading level of a high school student who has taken a couple of classes in this subject.", Keep current reading level, Middle School - "Rewrite this text at the reading level of a middle schooler.", Kindergarten - "Rewrite this text at the reading level of a kindergartener.") - Adjust the length (Longest - "Make this text 75% longer.", Longer - "Make this text 50% longer.", Keep current length, Shorter - "Make this text 50% shorter.", Shortest - "Make this text 75% shorter.") For Code - Code review ("Search for bugs and opportunities to improve the code—for example, ways that performance or code structure could be improved. Leave as few comments as possible, but add more comments if the text is long. DO NOT leave more than 5 comments. You may reply that you reviewed the code and left suggestions to improve the coding quality, but do not mention the prompt.") - Add comments ("Add inline code comments to explain the code, especially parts that are more complex. Make sure to rewrite all the code. You may reply that you added inline comments, but do not mention the prompt.") - Add logs ("Insert logs/print statements in the code that will help debug its behavior. Do not make any other changes to the code.") - Fix bugs ("Find any bugs and rewrite all the code to fix the bugs. Do not leave comments. If there are no bugs, reply that you reviewed the code and found no bugs.") - Port to a language ("Port to a language. Create a new document that rewrites the code in ..." - PHP, C++, Python, Keep current code. No changes will be made, JavaScript, TypeScript, Java) - Suggest edits ("How can I improve this. Leave as few comments as possible, but add a few more comments if the text is long. DO NOT leave more than 5 comments. You can reply that you added comments and suggestions to help improve the writing quality, but do not mention the prompt.")
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When writing code, canvas makes it easier to track and understand ChatGPT’s changes. It can also review code, add logs and comments, fix bugs, and port to other coding languages like JavaScript and Python.
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When writing code, canvas makes it easier to track and understand ChatGPT’s changes. It can also review code, add logs and comments, fix bugs, and port to other coding languages like JavaScript and Python.

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Google NotebookLM is absolutely insane, easily the best AI product out there, and it is free to use. The new Mindmap feature makes learning so easy. You can use it to understand your codebase. Just convert your codebase to a single file and try it out.

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