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RT @isha_gpt_: This is what I worked on during @MATSprogram with @AnthropicAI!

🌸🌱 Bloom lets you skip eval pipeline engineering and genera…

RT @isha_gpt_: This is what I worked on during @MATSprogram with @AnthropicAI! 🌸🌱 Bloom lets you skip eval pipeline engineering and genera…

AI alignment + LLMs at Anthropic. On leave from NYU. Views not employers'. No relation to @s8mb. I think you should join @givingwhatwecan.

avatar for Sam Bowman
Sam Bowman
Mon Dec 22 16:19:48
So, what are people already doing?

I've seen people monitor their competitors' changelogs. Have agents run on a daily or weekly basis. Scrape the changelog compared to what they know in the past, summarizing new features, pricing changes, even terms and conditions changes, and reporting that back to you. So you always keep tabs on every single one of your competitors and what changes in their business for you to react to or maybe anticipate.

People have been building documentation auto-updaters that scan outdated documentation in the background. Definitely, and this is what I use it for is inbound lead researcher when new trials sign up, I figure out who they are and what they might be interested in to get some customized personal outreach.

For SEO content gap finder, it's really cool, particularly if you know who your competitors are, so you can see what they might be missing. Then, if you're into refunds or dispute evidence data collection, you can have an agent go through somebody's database traces and compile a full report to file with their bank if they should choose to file a chargeback. 

And then there's just the never-ending task of mining for customer success and failure stories on social media, forums, websites, and all over. Anything you can do to stay on top of these conversations and categorize them and look for opportunities is something you can hand with a well-defined prompt to an agent that can just constantly keep manually tracking these things. 

You could quite literally tell your Claude code to check the front page of 20 different subreddits or Facebook groups one after the other with a 5-minute wait interval in between and see if something new has been highlighted that could be useful for you to focus your attention on. This could be something an agent is doing 24/7 for weeks and will always highlight very interesting things for you to deal with. You might even automate the outreach at that point too using a different agent. It is incredible what you can do.

So, what are people already doing? I've seen people monitor their competitors' changelogs. Have agents run on a daily or weekly basis. Scrape the changelog compared to what they know in the past, summarizing new features, pricing changes, even terms and conditions changes, and reporting that back to you. So you always keep tabs on every single one of your competitors and what changes in their business for you to react to or maybe anticipate. People have been building documentation auto-updaters that scan outdated documentation in the background. Definitely, and this is what I use it for is inbound lead researcher when new trials sign up, I figure out who they are and what they might be interested in to get some customized personal outreach. For SEO content gap finder, it's really cool, particularly if you know who your competitors are, so you can see what they might be missing. Then, if you're into refunds or dispute evidence data collection, you can have an agent go through somebody's database traces and compile a full report to file with their bank if they should choose to file a chargeback. And then there's just the never-ending task of mining for customer success and failure stories on social media, forums, websites, and all over. Anything you can do to stay on top of these conversations and categorize them and look for opportunities is something you can hand with a well-defined prompt to an agent that can just constantly keep manually tracking these things. You could quite literally tell your Claude code to check the front page of 20 different subreddits or Facebook groups one after the other with a 5-minute wait interval in between and see if something new has been highlighted that could be useful for you to focus your attention on. This could be something an agent is doing 24/7 for weeks and will always highlight very interesting things for you to deal with. You might even automate the outreach at that point too using a different agent. It is incredible what you can do.

Building https://t.co/od97B0HVrk and https://t.co/666FnyVVE0 in Public. Raising all the boats with kindness. 🎙️ https://t.co/6w69DZmi8H · ✍️ https://t.co/lpnor5rsTW

avatar for Arvid Kahl
Arvid Kahl
Mon Dec 22 16:18:44
We helped a founder get acquired for $875,000 in cash today at @acquiredotcom.

> Ecommerce brand
> 3.1x profit multiple
> 67 days from listing to close  

Whatever your dream is as an entrepreneur I hope you go for it!

We helped a founder get acquired for $875,000 in cash today at @acquiredotcom. > Ecommerce brand > 3.1x profit multiple > 67 days from listing to close Whatever your dream is as an entrepreneur I hope you go for it!

Founder and CEO of @acquiredotcom. https://t.co/wRMIssDmhl has helped 1000s of startups get acquired and facilitated $500m+ in closed deals.

avatar for Andrew Gazdecki
Andrew Gazdecki
Mon Dec 22 16:13:32
2025 was the year of AI video generation.

2026 will be the year of editing - inpainting, outpainting, style transfer, replacing / adding / deleting things, changing lines + re-dubbing, and more.

We're already seeing incredible models. This is @LumaLabsAI's new Ray 3 Modify 👇

2025 was the year of AI video generation. 2026 will be the year of editing - inpainting, outpainting, style transfer, replacing / adding / deleting things, changing lines + re-dubbing, and more. We're already seeing incredible models. This is @LumaLabsAI's new Ray 3 Modify 👇

@LumaLabsAI At the beginning of this year, editing was near impossible. In the last few months, we've seen huge progress from Luma, Kling, Runway, LTX, Veo, Sora, etc. I made the video above by using an image edit model to change the frame and then re-animating with the same motion.

avatar for Justine Moore
Justine Moore
Mon Dec 22 16:10:55
its great that AI can write code because now i can spend all day doing code review instead of the thing i used to like doing (coding)

its great that AI can write code because now i can spend all day doing code review instead of the thing i used to like doing (coding)

Clojure Consultant & Freelancer Software Dev, Clojure, & Functional Programming Twitch: https://t.co/MQSMRl4qp7 Course: https://t.co/APVnddLdAM

avatar for Janet A. Carr
Janet A. Carr
Mon Dec 22 16:08:01
With Claude Code, it is now possible to have a permanent at-the-very-least-intern-level assistant doing 24/7 research jobs for you and also building the software tooling to act on that data. Admin panels, automated media conversion, building ideal libraries, and monitoring competitors. All that and more.

Between MCPs, Cloud for Chrome, and Skills, if you don't have your agentic tool churn through your work backlog all day long, you are quite literally missing out. 

Because every day, more and more of your competitors will do exactly this. And while a lot of this currently is clunky, haphazard, and DIY, you can be absolutely sure that this will be commoditized within the next six months.

With Claude Code, it is now possible to have a permanent at-the-very-least-intern-level assistant doing 24/7 research jobs for you and also building the software tooling to act on that data. Admin panels, automated media conversion, building ideal libraries, and monitoring competitors. All that and more. Between MCPs, Cloud for Chrome, and Skills, if you don't have your agentic tool churn through your work backlog all day long, you are quite literally missing out. Because every day, more and more of your competitors will do exactly this. And while a lot of this currently is clunky, haphazard, and DIY, you can be absolutely sure that this will be commoditized within the next six months.

So, what are people already doing? I've seen people monitor their competitors' changelogs. Have agents run on a daily or weekly basis. Scrape the changelog compared to what they know in the past, summarizing new features, pricing changes, even terms and conditions changes, and reporting that back to you. So you always keep tabs on every single one of your competitors and what changes in their business for you to react to or maybe anticipate. People have been building documentation auto-updaters that scan outdated documentation in the background. Definitely, and this is what I use it for is inbound lead researcher when new trials sign up, I figure out who they are and what they might be interested in to get some customized personal outreach. For SEO content gap finder, it's really cool, particularly if you know who your competitors are, so you can see what they might be missing. Then, if you're into refunds or dispute evidence data collection, you can have an agent go through somebody's database traces and compile a full report to file with their bank if they should choose to file a chargeback. And then there's just the never-ending task of mining for customer success and failure stories on social media, forums, websites, and all over. Anything you can do to stay on top of these conversations and categorize them and look for opportunities is something you can hand with a well-defined prompt to an agent that can just constantly keep manually tracking these things. You could quite literally tell your Claude code to check the front page of 20 different subreddits or Facebook groups one after the other with a 5-minute wait interval in between and see if something new has been highlighted that could be useful for you to focus your attention on. This could be something an agent is doing 24/7 for weeks and will always highlight very interesting things for you to deal with. You might even automate the outreach at that point too using a different agent. It is incredible what you can do.

avatar for Arvid Kahl
Arvid Kahl
Mon Dec 22 16:05:20
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