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2B Compilation <3 Check bio for tons of exclusive content! Images generated by Balecxi #NieRAutomata #2B #ニーア #r34 #aivideo #r34 #waifu #animation #nsfwtwtًً

stayblocky_ai

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13,066 views • 1 month ago •via X (Twitter)

NSFW #NieRAutomata #2B #ニーア #r34 #aivideo #r34 #waifu #animation #nsfwtwtًً

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Bytedance is dropping the best video gen model in the world in early July: Seedance 2.5! The video below (audio on) is the launch video from their Volcano Engine conference this week. It cements China’s absolute dominance in video. — 2x’d generation length of all previous models to 30s, with audio + 4k video — >5x’d reference images / audio / video to 50 — Allows localized editing (specific characters, closing, detail), will come with copyright filter Seedance 2 is already the #1 video model and does a whopping $2B in ARR, in a mere 4.5mos! At the current pricing of $2.5/15s, that implies >3.3M hours of video (!) have been generated. That’s 3x every feature film ever made and dozens of Netflixes. Only 3 US AI startups make more revenue. We are 2x’ing realistic video gen length every 6mos. — May 2025: Veo 3 does audio + video for the first time, 15s — Jan 2026: Kling 3 does 15s — Feb 2026: Seedance 2 does 15s, big quality bump — July 2026: 2.5 will do 30s In 18mos, entire music videos will be oneshotted by AI. China continues to extend its lead on video models vs America.

Bytedance is dropping the best video gen model in the world in early July: Seedance 2.5! The video below (audio on) is the launch video from their Volcano Engine conference this week. It cements China’s absolute dominance in video. — 2x’d generation length of all previous models to 30s, with audio + 4k video — >5x’d reference images / audio / video to 50 — Allows localized editing (specific characters, closing, detail), will come with copyright filter Seedance 2 is already the #1 video model and does a whopping $2B in ARR, in a mere 4.5mos! At the current pricing of $2.5/15s, that implies >3.3M hours of video (!) have been generated. That’s 3x every feature film ever made and dozens of Netflixes. Only 3 US AI startups make more revenue. We are 2x’ing realistic video gen length every 6mos. — May 2025: Veo 3 does audio + video for the first time, 15s — Jan 2026: Kling 3 does 15s — Feb 2026: Seedance 2 does 15s, big quality bump — July 2026: 2.5 will do 30s In 18mos, entire music videos will be oneshotted by AI. China continues to extend its lead on video models vs America.

Deedy

70,213 views • 3 months ago

The hardest part of being a brand designer and content creator isn't having the skills. It's proving them in the wild. I'm Oloba, a full-stack creative brand designer, illustrator, NFT artist, and UGC creator. Over the past 12 months, I worked closely with Zerion and Lyvely as a Content Partner and Brand Ambassador. As a content partner, I created short form videos, long form videos and street-style video contents for X, Instagram, Tiktok and Lyvely. The video contents ranged from 30 seconds to 15 minutes and it aimed at engaging and educating the target audience. While working with Zerion, I created engaging, educational and conversion focused content using storytelling. The content I created highlighted Zerion's value clearly and pushed users to download the app and get onboard. At Lyvely, I hold the title of first Nigerian Ambassador and Growth Lead on the platform. My responsibilities included delivering educational and conversation driven content leveraging storytelling and motion design to boost engagement. Below is a summary of my work and achievements for both Zerion and Lyvely: For Zerion: → 70+ content pieces created on both X and Tiktok → 5,000,000+ impressions generated in 12 months across various platforms. → 1000+ users onboarded to Zerion and active users For Lyvely: → 50+ content pieces created across various platforms → 500,000+ impressions generated across multiple platforms → 700+ creatives onboarded organically → 200+ member community built from scratch → 300 active participants in live sessions I hosted Every piece of content was shot, edited, animated, and produced entirely by me. Beyond content, my design work has also helped secure over $50,000 in grants for Web3 projects including colosseum, supported a sold-out photobooth activation, and significantly increased brand awareness for the projects I've worked with. On the NFT side, I've developed collections totaling over 50,000 pieces deployed across Solana, Ethereum, TON, and other chains. These collections sold out quickly and generated ~$100,000 in revenue. What I bring to any project isn't just execution. It's strategy, sales positioning, storytelling and creative direction. I don't create content just to follow a content calendar. I create content that onboards real people, builds real communities, and boosts visibility. If your project needs a creator who educates, converts, and shows up with proof, send me a DM or an email at [email protected]. If you happen to think that everything I've mentioned is all “talk”, check out my portfolio in my bio

OLOBA THE ARTIST

44,849 views • 6 months ago

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Phoenix AI Labs

38,154 views • 2 years ago

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David Roberts

170,867 views • 9 months ago

Here's how we made a 1-minute sequence of "The long road back". An animation short-film we've done at Magnific Studios. The process was roughly: - We started with reference images of the boy (Nilo), dog (Pip), the witch and witch house. Krea 2 image model, Nana Banana Pro were heavily used in reference image generation. - The video model was Seedance 2 generations. 15 seconds and with prompts asking for different shots. We basically prompted for 'scenes' - not shots. Trying to generate stand-alone shots and then editing together gives too many problems with continuity. - For every additional 15 second video (we needed at least 4), we would provide the last 5 seconds of the previous video as reference to Seedance 2 + the original reference images. Then in the prompt, ask for continuing the video + prompting for the next part of the story. This proved very productive. - We fixed inconsistencies in many shots by surgically extract the few problematic sections. Then edit 1 frame using Nano Banana. And then regenerating the sequences using this new reference image and Seedance 2. Two examples. The doorknob changed place and the door behind the dog was closed even after the witch stepped out. - All music was generated using Elevenlabs music generator. 3 seperate pieces of music. - All editing and color grading was done in Davinci Resolve. Everything gen AI above was done using Magnific

Here's how we made a 1-minute sequence of "The long road back". An animation short-film we've done at Magnific Studios. The process was roughly: - We started with reference images of the boy (Nilo), dog (Pip), the witch and witch house. Krea 2 image model, Nana Banana Pro were heavily used in reference image generation. - The video model was Seedance 2 generations. 15 seconds and with prompts asking for different shots. We basically prompted for 'scenes' - not shots. Trying to generate stand-alone shots and then editing together gives too many problems with continuity. - For every additional 15 second video (we needed at least 4), we would provide the last 5 seconds of the previous video as reference to Seedance 2 + the original reference images. Then in the prompt, ask for continuing the video + prompting for the next part of the story. This proved very productive. - We fixed inconsistencies in many shots by surgically extract the few problematic sections. Then edit 1 frame using Nano Banana. And then regenerating the sequences using this new reference image and Seedance 2. Two examples. The doorknob changed place and the door behind the dog was closed even after the witch stepped out. - All music was generated using Elevenlabs music generator. 3 seperate pieces of music. - All editing and color grading was done in Davinci Resolve. Everything gen AI above was done using Magnific

Martin LeBlanc

25,384 views • 3 months ago

I made tons of money building websites for people and small companies. Most of that is now gone. You can now generate, customize, and deploy a website using natural language. I recorded myself building a site from scratch using 10Web.io. 4 minutes later, I had a full website generated just for me. Crazy! That's mostly how I paid rent when I graduated college: I'd either build you a new site or make changes to an existing one. It's nuts anyone can do that today by just asking. But this doesn't stop with generating a website. 10Web also released an AI Copilot that you can use to edit a website with a chat-based AI assistant. Here is what you can do with the AI Copilot: 1. You can edit individual elements and widgets on your site by selecting them and describing the changes you want. 2. You can generate new images, create sections, and generate or edit text. 3. You can also add any new elements to the site. The best way to understand how much progress we've made is by looking at the AI Copilot in action: And the funny part is that we are just figuring out how to use AI models. 2025 will be crazy.

I made tons of money building websites for people and small companies. Most of that is now gone. You can now generate, customize, and deploy a website using natural language. I recorded myself building a site from scratch using 10Web.io. 4 minutes later, I had a full website generated just for me. Crazy! That's mostly how I paid rent when I graduated college: I'd either build you a new site or make changes to an existing one. It's nuts anyone can do that today by just asking. But this doesn't stop with generating a website. 10Web also released an AI Copilot that you can use to edit a website with a chat-based AI assistant. Here is what you can do with the AI Copilot: 1. You can edit individual elements and widgets on your site by selecting them and describing the changes you want. 2. You can generate new images, create sections, and generate or edit text. 3. You can also add any new elements to the site. The best way to understand how much progress we've made is by looking at the AI Copilot in action: And the funny part is that we are just figuring out how to use AI models. 2025 will be crazy.

Santiago

57,967 views • 1 year ago

[Discord] [For the Full Video check my Bio or the Link below] [Personal Comment] Hello everyone! 💕 Look what I have here.. this is a preview, yeah, even though it's 1min and 30sec long... so you can imagine what else is going on in this animation haha. So yeah, this was the biggest project I have ever worked on and is by far my best work yet, not only the animation but also the lighting has improved SOOO much it's almost unbelievable haha. I am so proud of this work and I am so happy that I am able to share this with you all, this might not be free, but 1min and 30sec is quite a long thing especially because this is just a preview, usually people just post a screenshot or few sec of the video... 😅 I just posted 1min and 30sec of it haha, so yeah, this was such a cool request I made it a little bit longer, and to be fair, this person waited for this request for ages and I also had so much fun animating I had to make a gift.. so feel free to check this video out and the Ideas this person had! I really love it and I am so proud that I got this request and was able to deliver it to all of you! With that being said have a great day everyone, I'll be working on another animation but first I'll be finishing my driver's license on the 27th haha. So yeah, have a beautiful day everyone and we will see each other quite soon actually, and for those who are on my Discord... you know how to contact me :3 Love you all... see you later!!!🩷😊 [Links] If you want to see more, make requests etc.-> [Tags] #strangling #strangled #choke #choked #choking #throatlifted #ネックハンギングツリー #首絞め #request #Feet #NIKKE #Ghislaine #eleggg #Dedoldia

[Discord] [For the Full Video check my Bio or the Link below] [Personal Comment] Hello everyone! 💕 Look what I have here.. this is a preview, yeah, even though it's 1min and 30sec long... so you can imagine what else is going on in this animation haha. So yeah, this was the biggest project I have ever worked on and is by far my best work yet, not only the animation but also the lighting has improved SOOO much it's almost unbelievable haha. I am so proud of this work and I am so happy that I am able to share this with you all, this might not be free, but 1min and 30sec is quite a long thing especially because this is just a preview, usually people just post a screenshot or few sec of the video... 😅 I just posted 1min and 30sec of it haha, so yeah, this was such a cool request I made it a little bit longer, and to be fair, this person waited for this request for ages and I also had so much fun animating I had to make a gift.. so feel free to check this video out and the Ideas this person had! I really love it and I am so proud that I got this request and was able to deliver it to all of you! With that being said have a great day everyone, I'll be working on another animation but first I'll be finishing my driver's license on the 27th haha. So yeah, have a beautiful day everyone and we will see each other quite soon actually, and for those who are on my Discord... you know how to contact me :3 Love you all... see you later!!!🩷😊 [Links] If you want to see more, make requests etc.-> [Tags] #strangling #strangled #choke #choked #choking #throatlifted #ネックハンギングツリー #首絞め #request #Feet #NIKKE #Ghislaine #eleggg #Dedoldia

Leandra190

11,544 views • 2 years ago

🚨 We’re officially launching : ANIMA STUDIO 🚨 ⭐️ To celebrate, we’re kicking off a 30-DAY CHALLENGE ⭐️ Every day, you’ll find a new case study across our platforms – showcasing our creative vision and technical expertise. Expect: - Brand ads (real or fictional collabs) 👟 - Short films 🎥 - Product reels 📱 - Character design 🦖 - Set design ⛰️ - Art direction 🎨 ..and more. All powered by AI tools + design expertise. We've been producing visuals (images & videos) for brands, entrepreneurs & companies for over 6 months — and have been doing it manually for over 3 years. But Anima Studio is a much bigger vision. We’re blending our roots in design with cutting-edge AI to build something new. In fact, months before this announcement, we started working with a major US production (multi-million budget). 🇺🇸 We can’t say more for now — but it’s moving fast. Our studio covers a full creative scope: - Art Direction 🎨 - Visual / Communication Design & Branding 👁️ - Ad Creation & Deep Brand Identity 🛜 And for Film & Entertainment 🎬 : - Pre-production (worldbuilding, chara & set design) ⭐️ - Production/Post-prod (AI animation, VFX…) 📺 - Transmedia (comics, merch, narrative extensions…) 🪐 - Short Film 🍿 And a lot of innovative ideas to come. We’re still continuing our content creation & training activities on AI & design. Today, we’re just sharing a fun little teaser to launch the challenge — but a proper trailer is coming soon. 💛 Thank you all for the support. 🙏 This wouldn’t be possible without your encouragement. See you tomorrow for the first fictional ad of the challenge! Let’s go. 🚀

Anima

75,707 views • 1 year ago

She's 21. Started with ONE gym video. Now she's making $30k/month off AI girls that never skip leg day — and never existed. 21 years old. No modeling agency. No camera crew. Just Claude, a laptop, and one workout clip. She noticed something: fitness content gets insane engagement, but real creators burn out — no gym breaks, no bad angles, no off days. So she built an AI version instead. Here's exactly what she did: 1. Took one high-quality gym video as a "base" — movement, lighting, vibe — and used it to define the persona's whole aesthetic 2. Used Claude to write the persona's bio, captions, and DM personality — someone people would actually want to follow 3. Used separate AI tools to generate consistent images/clips in that same gym-girl style — always on-brand, always "in character" 4. Posted like a real fitness page: progress updates, workout tips, motivational captions — not obviously AI 5. Built the funnel: free gym content → "form check" DMs → paid subscription → 1-on-1 paid coaching chat 6. Used Claude to A/B test captions and hooks, kept only what actually drove clicks 7. Reinvested profit into more content variety — different workouts, outfits, locations — so the persona felt alive, not repetitive 8. Automated replies for the free tier, kept the paid tier "personal" to boost retention Result: one gym persona, $30k/month, zero actual gym membership. The fitness niche alone is one of the most underrated angles in this whole space — the engagement is already built in, you just need consistency. Save this before it's gone.

DenlitL

4,149,955 views • 2 months ago

‼️EXPOSED: Turning Point’s OBSESSION With Trying to Get Me BANNED Over an AI Profile Picture Of Charlie🤡 Coach Colin dropped a clip reacting to the latest Turning Point Action lawfare against me, and he nailed it. Here’s the full situation for anyone just catching up: Right after Charlie was assassinated, I put a photo of him as my profile picture as a memorial. He was one of the biggest reasons I started this channel. That original image was a Gage Skidmore photograph published under an irrevocable Creative Commons license — meaning the public was given permanent permission to use and modify it. Turning Point Action later claimed exclusive ownership, sent multiple Cease & Desist letters, and demanded I never use Charlie’s name or image again. I rejected their overreach, replaced the image, and eventually switched to a completely AI-generated image of Charlie that has zero connection to the original photograph. My bio has clearly stated the entire time that the profile photo is AI-created and that this account is not affiliated with Turning Point. They still filed a DMCA copyright notice on July 29 and got the photo removed. I countered. They filed a second, nearly identical DMCA on August 3 against the brand-new AI image and got that one removed too. I countered again. X Legal Support reviewed everything and stated in writing that my account is not in violation of their copyright policy. I then sent Turning Point Action Attorney my own Cease & Desist demanding they withdraw the frivolous notices. Instead of backing off, they refused, doubled down with more aggressive language, and sent me yet another Cease & Desist (the fourth overall i have recieved from them to date). They are still trying to claim ownership over a fully AI-generated image they do not own — while ignoring the thousands of other accounts that freely use Charlie’s image as profile pictures. They are only targeting the journalist who criticizes them. Candace Owens reaction says it all: spending legal fees hunting smaller creators over an AI profile pic is beyond petty. Coach Colin pointed out that I’m not backing down, that the image isn’t even a real photograph, and that their behavior only makes people more convinced that what I’m saying is on point. Charlie never would have used these tactics. The people now operating under his name are doing the exact opposite of everything he stood for. Turning Point Action and Erika Kirk do not own the copyright to my AI-generated profile picture of Charlie. They can file as many false strikes as they want. They will never silence me. Let the legal games begin! Be Sure To FOLLOW Coach Colin & Check Out His FULL Livestream Lined In The Comments Below.👇

Project Constitution

15,885 views • 1 month ago

Introducing: GTM Elites The premium community for top 1% outbound & GTM operators. Over the last few months, I have been quietly building GTM Elites, what will be THE most valuable outbound/GTM community on the market in 2026. Here’s what the community will include: 1. Access to our end-to-end outbound / GTM / cold email course with over 100 modules covering: > How we setup Claude Code & practical + advanced ways we use it for outbound/GTM > 30+ Clay workflow breakdowns with workbook templates you can plug-n-play > Swipe file of 200+ top performing email scripts (can use as a context file for CC) > Step-by-step walkthrough of the campaign creation process that's driven 30,000+ positive responses for our clients > Full walkthrough to setup a top 0.1% cold email infrastructure > Dozens of masterclasses covering messaging, list building, and campaign creation > All recordings from past internal trainings, insider calls, and webinars Modules will be updated weekly over time to stay up to date with the latest shifts in GTM. 2. THREE weekly 1-hour group calls with myself, Shaw, and Lohit > Wednesday: GTM Strategy workshops with Shaw (head of GTM @ Pipeline tech) > Thursday: Claude Code & Clay sessions with Lohit (COO @ Pipeline tech) > Friday: Campaign & strategy review sessions with Christian (Founder @ Pipeline tech) Combined, our coaches have 11+ years of GTM experience, sent 10,000,000+ emails, generated 30,000+ leads, and $ 70M in pipeline. Our calls will be open floor Q&A style — so any questions you have, we’ll be there to answer no matter how niche or technical. 3. Daily GTM insight posts from myself or the coaches > New skills we’re building with Claude Code > New Clay workbook templates > Internal campaign insights on what's working right now > Real-time market shifts to be aware of > Early GTM tool finds 4. Personal DM access to myself and coaches > #/ask-the-experts channel, get questions answered in 24 hours > DM us individually and we’ll get back within 48 hours > Access on live calls for questions as well 5. Access to exclusive discounts to BEST in market software only available in GTM Elites > Ocean io > ScaledMail > EmailBison > Prospeo > Sending ac Any popular tools that the community wants to get discounts on, we’ll reach out to the providers for the community directly and secure us exclusive discounts. 6. Exclusive weekly workflow drops > Get access to new Claude code skills, Clay workbook templates, & n8n templates that we’re building and using for ourselves and clients in real time 7. Job/Hiring opportunities > Live GTM Job Board Monitoring > Job opportunities from others in the community > Looking to hire? Our community is going to have GTM professionals that are operating in the top 1% 8. Community with other top GTM operators > Meet other pros in the space, share alpha, or just make friends! > We’ll coordinate quarterly in-person meet ups (if you’re in the LA area, I’ll get you a coffee) 9. Exclusive guest appearances with top players > Monthly guest appearances with founders that are making waves in GTM --- If you’ve found value from my content, this premium group is on ANOTHER LEVEL of value, like 1,000X value. And you can get access to all of this for an ALL-TIME LOW pre-sale price for the next 72 hours ONLY. Once Monday hits, this pre-sale offer price is gone FOREVER. Want access to this one time pre-sale offer? 👉 Comment "ELITES" and I'll DM you the link for access.

Introducing: GTM Elites The premium community for top 1% outbound & GTM operators. Over the last few months, I have been quietly building GTM Elites, what will be THE most valuable outbound/GTM community on the market in 2026. Here’s what the community will include: 1. Access to our end-to-end outbound / GTM / cold email course with over 100 modules covering: > How we setup Claude Code & practical + advanced ways we use it for outbound/GTM > 30+ Clay workflow breakdowns with workbook templates you can plug-n-play > Swipe file of 200+ top performing email scripts (can use as a context file for CC) > Step-by-step walkthrough of the campaign creation process that's driven 30,000+ positive responses for our clients > Full walkthrough to setup a top 0.1% cold email infrastructure > Dozens of masterclasses covering messaging, list building, and campaign creation > All recordings from past internal trainings, insider calls, and webinars Modules will be updated weekly over time to stay up to date with the latest shifts in GTM. 2. THREE weekly 1-hour group calls with myself, Shaw, and Lohit > Wednesday: GTM Strategy workshops with Shaw (head of GTM @ Pipeline tech) > Thursday: Claude Code & Clay sessions with Lohit (COO @ Pipeline tech) > Friday: Campaign & strategy review sessions with Christian (Founder @ Pipeline tech) Combined, our coaches have 11+ years of GTM experience, sent 10,000,000+ emails, generated 30,000+ leads, and $ 70M in pipeline. Our calls will be open floor Q&A style — so any questions you have, we’ll be there to answer no matter how niche or technical. 3. Daily GTM insight posts from myself or the coaches > New skills we’re building with Claude Code > New Clay workbook templates > Internal campaign insights on what's working right now > Real-time market shifts to be aware of > Early GTM tool finds 4. Personal DM access to myself and coaches > #/ask-the-experts channel, get questions answered in 24 hours > DM us individually and we’ll get back within 48 hours > Access on live calls for questions as well 5. Access to exclusive discounts to BEST in market software only available in GTM Elites > Ocean io > ScaledMail > EmailBison > Prospeo > Sending ac Any popular tools that the community wants to get discounts on, we’ll reach out to the providers for the community directly and secure us exclusive discounts. 6. Exclusive weekly workflow drops > Get access to new Claude code skills, Clay workbook templates, & n8n templates that we’re building and using for ourselves and clients in real time 7. Job/Hiring opportunities > Live GTM Job Board Monitoring > Job opportunities from others in the community > Looking to hire? Our community is going to have GTM professionals that are operating in the top 1% 8. Community with other top GTM operators > Meet other pros in the space, share alpha, or just make friends! > We’ll coordinate quarterly in-person meet ups (if you’re in the LA area, I’ll get you a coffee) 9. Exclusive guest appearances with top players > Monthly guest appearances with founders that are making waves in GTM --- If you’ve found value from my content, this premium group is on ANOTHER LEVEL of value, like 1,000X value. And you can get access to all of this for an ALL-TIME LOW pre-sale price for the next 72 hours ONLY. Once Monday hits, this pre-sale offer price is gone FOREVER. Want access to this one time pre-sale offer? 👉 Comment "ELITES" and I'll DM you the link for access.

Christian

13,600 views • 5 months ago

Top 9 agentic use cases for Jev: (bookmark this) Jev handles semantic decisions that ordinary code cannot express reliably. It returns typed answers and probabilities, while code continues to cover the workflow. Here are 9 practical use cases for Jev: 1. Browser next action > Convert the current DOM state into a bounded action such as click, type, or stop. Code executes only valid operation-target pairs. There are already several open-source Jev web agents. 2. Context compaction > Decide which events from a long agent trace should remain. The selected text stays verbatim instead of being replaced with a generated summary. 3. Skill and context loading > Compare the current user turn against the available skills. Load only the instructions needed for that turn instead of filling the context window with every skill. 4. Typed tool-call compilation > Map a natural-language request to a function and fill its typed arguments. Each argument is evaluated separately before code allows execution. 5. Citation verification > Check whether a quoted passage exists and whether the surrounding evidence supports the claim. The output can be supported, unsupported, or contradicted. 6. Extraction verification > Run a cheap extractor first, then use Jev to verify questionable fields. Clean records stay on the fast path while uncertain ones reach a reasoning model. 7. Agent trace evaluation > Turn raw trajectories into queryable labels such as progress and repetition. This avoids asking another LLM to write a full review of every run. 8. Semantic regression tests > Replay a trace suite against a new agent build. Semantic checks can then pass or block prompt, model, tool, and policy changes in CI. 9. Jevgrep code search > Search a codebase by what the code does rather than its exact words. Jev scores candidate snippets and returns the most relevant code first. If you want to see the final pattern in practice, it is already implemented in the Beacon open-source project. It captures full sessions across Claude Code, Codex, Cursor, OpenCode, and 20+ agent harnesses, and then Jev identifies which workflows and corrections are worth learning from, so that a lesson discovered by one agent can become available to the others. GitHub repo: If you want to dive deeper, check out the full guide on Jev below ↓

Top 9 agentic use cases for Jev: (bookmark this) Jev handles semantic decisions that ordinary code cannot express reliably. It returns typed answers and probabilities, while code continues to cover the workflow. Here are 9 practical use cases for Jev: 1. Browser next action > Convert the current DOM state into a bounded action such as click, type, or stop. Code executes only valid operation-target pairs. There are already several open-source Jev web agents. 2. Context compaction > Decide which events from a long agent trace should remain. The selected text stays verbatim instead of being replaced with a generated summary. 3. Skill and context loading > Compare the current user turn against the available skills. Load only the instructions needed for that turn instead of filling the context window with every skill. 4. Typed tool-call compilation > Map a natural-language request to a function and fill its typed arguments. Each argument is evaluated separately before code allows execution. 5. Citation verification > Check whether a quoted passage exists and whether the surrounding evidence supports the claim. The output can be supported, unsupported, or contradicted. 6. Extraction verification > Run a cheap extractor first, then use Jev to verify questionable fields. Clean records stay on the fast path while uncertain ones reach a reasoning model. 7. Agent trace evaluation > Turn raw trajectories into queryable labels such as progress and repetition. This avoids asking another LLM to write a full review of every run. 8. Semantic regression tests > Replay a trace suite against a new agent build. Semantic checks can then pass or block prompt, model, tool, and policy changes in CI. 9. Jevgrep code search > Search a codebase by what the code does rather than its exact words. Jev scores candidate snippets and returns the most relevant code first. If you want to see the final pattern in practice, it is already implemented in the Beacon open-source project. It captures full sessions across Claude Code, Codex, Cursor, OpenCode, and 20+ agent harnesses, and then Jev identifies which workflows and corrections are worth learning from, so that a lesson discovered by one agent can become available to the others. GitHub repo: If you want to dive deeper, check out the full guide on Jev below ↓

rody

47,040 views • 8 days ago

The new Google Search is rolling out and there seems to be confusion on what it will look like. Google literally told us. Let me clarify for anyone who is still unsure of what is rolling out this week. Last month Google responded to everyone saying Search is dead. Here is what they said: "You will absolutely continue to see blue web links in search results. AI Mode is not the default experience in Search. You will continue to get a range of results on Search." [Want to know where your site stands across Google AI, ChatGPT, Claude, Grok, etc? Check here (it's free): Google has explicitly laid out what Search will look like from this point going forward. The new Search box accepts text, images, files, videos, and open Chrome tabs. It anticipates your intent before you finish asking. It is powered by the most advanced Gemini model Google has ever put into Search, and layered on top of that, information agents will now be able to run 24/7 in the background on behalf of your buyer. Think of it in 5 steps: Step 1: The buyer describes their problem, their category, their needs in full. Step 2: The agent breaks that down into sub-topics and maps out a plan. Step 3: It determines what intel is needed right now versus later. Step 4: It monitors blogs, news sites, and social posts continuously for relevant changes. Step 5: It sends the buyer a synthesized update with links and the ability to take action. Blue links are not going away in the short-term, but the brands getting recommended by information agents 24 hours a day while also ranking in traditional results are going to pull so far ahead of the ones doing only one or the other that it will not be a fair fight. This is exactly what SEO Stuff ( has been building for every customer. Optimized content depth that covers every sub-question a buyer in your category asks, so the agent finds you at every step of its plan. Editorial authority from trusted websites that signals credibility to every retrieval system Google has ever built, across both traditional rankings and AI citations simultaneously. One investment. Blue links and AI citations. Around the clock. SEO Stuff's Complete Done-For-You Plan: SEO Stuff's "Optimized Content" Plan: There is a reason more than 80 percent of SEO Stuff customers reorder. The results continue long after the work is done. Google Search is changing. AI Search is here. Your websites need to prepare accordingly. Want to know where your site stands across Google AI, ChatGPT, Claude, Grok, etc? Check here (it's free):

The new Google Search is rolling out and there seems to be confusion on what it will look like. Google literally told us. Let me clarify for anyone who is still unsure of what is rolling out this week. Last month Google responded to everyone saying Search is dead. Here is what they said: "You will absolutely continue to see blue web links in search results. AI Mode is not the default experience in Search. You will continue to get a range of results on Search." [Want to know where your site stands across Google AI, ChatGPT, Claude, Grok, etc? Check here (it's free): Google has explicitly laid out what Search will look like from this point going forward. The new Search box accepts text, images, files, videos, and open Chrome tabs. It anticipates your intent before you finish asking. It is powered by the most advanced Gemini model Google has ever put into Search, and layered on top of that, information agents will now be able to run 24/7 in the background on behalf of your buyer. Think of it in 5 steps: Step 1: The buyer describes their problem, their category, their needs in full. Step 2: The agent breaks that down into sub-topics and maps out a plan. Step 3: It determines what intel is needed right now versus later. Step 4: It monitors blogs, news sites, and social posts continuously for relevant changes. Step 5: It sends the buyer a synthesized update with links and the ability to take action. Blue links are not going away in the short-term, but the brands getting recommended by information agents 24 hours a day while also ranking in traditional results are going to pull so far ahead of the ones doing only one or the other that it will not be a fair fight. This is exactly what SEO Stuff ( has been building for every customer. Optimized content depth that covers every sub-question a buyer in your category asks, so the agent finds you at every step of its plan. Editorial authority from trusted websites that signals credibility to every retrieval system Google has ever built, across both traditional rankings and AI citations simultaneously. One investment. Blue links and AI citations. Around the clock. SEO Stuff's Complete Done-For-You Plan: SEO Stuff's "Optimized Content" Plan: There is a reason more than 80 percent of SEO Stuff customers reorder. The results continue long after the work is done. Google Search is changing. AI Search is here. Your websites need to prepare accordingly. Want to know where your site stands across Google AI, ChatGPT, Claude, Grok, etc? Check here (it's free):

Alex Groberman

44,078 views • 3 months ago

The new Google Search is rolling out and there seems to be confusion on what it will look like. Well, Google literally showed us. Let me clarify for anyone who is still unsure of what is going to happen. Recently Google responded to everyone saying Search is dead. Here is what they said: "You will absolutely continue to see blue web links in search results. AI Mode is not the default experience in Search. You will continue to get a range of results on Search." [Want to know where your site stands across Google AI, ChatGPT, Claude, Grok, etc? Check here (it's free): Google has explicitly laid out what Search will look like from this point going forward. The new Search box accepts text, images, files, videos, and open Chrome tabs. It anticipates your intent before you finish asking. It is powered by the most advanced Gemini model Google has ever put into Search, and layered on top of that, information agents will now be able to run 24/7 in the background on behalf of your buyer. Think of it in 5 steps: Step 1: The buyer describes their problem, their category, their needs in full. Step 2: The agent breaks that down into sub-topics and maps out a plan. Step 3: It determines what intel is needed right now versus later. Step 4: It monitors blogs, news sites, and social posts continuously for relevant changes. Step 5: It sends the buyer a synthesized update with links and the ability to take action. Blue links are not going away in the short-term, but the brands getting recommended by information agents 24 hours a day while also ranking in traditional results are going to pull so far ahead of the ones doing only one or the other that it will not be a fair fight. This is exactly what SEO Stuff ( has been building for every customer. Optimized content depth that covers every sub-question a buyer in your category asks, so the agent finds you at every step of its plan. Editorial authority from trusted websites that signals credibility to every retrieval system Google has ever built, across both traditional rankings and AI citations simultaneously. One investment. Blue links and AI citations. Around the clock. SEO Stuff's Complete Done-For-You Plan: SEO Stuff's "Optimized Content" Plan: There is a reason more than 80 percent of SEO Stuff customers reorder. The results continue long after the work is done. Google Search is changing. AI Search is here. Your websites need to prepare accordingly. Want to know where your site stands across Google AI, ChatGPT, Claude, Grok, etc? Check here (it's free):

The new Google Search is rolling out and there seems to be confusion on what it will look like. Well, Google literally showed us. Let me clarify for anyone who is still unsure of what is going to happen. Recently Google responded to everyone saying Search is dead. Here is what they said: "You will absolutely continue to see blue web links in search results. AI Mode is not the default experience in Search. You will continue to get a range of results on Search." [Want to know where your site stands across Google AI, ChatGPT, Claude, Grok, etc? Check here (it's free): Google has explicitly laid out what Search will look like from this point going forward. The new Search box accepts text, images, files, videos, and open Chrome tabs. It anticipates your intent before you finish asking. It is powered by the most advanced Gemini model Google has ever put into Search, and layered on top of that, information agents will now be able to run 24/7 in the background on behalf of your buyer. Think of it in 5 steps: Step 1: The buyer describes their problem, their category, their needs in full. Step 2: The agent breaks that down into sub-topics and maps out a plan. Step 3: It determines what intel is needed right now versus later. Step 4: It monitors blogs, news sites, and social posts continuously for relevant changes. Step 5: It sends the buyer a synthesized update with links and the ability to take action. Blue links are not going away in the short-term, but the brands getting recommended by information agents 24 hours a day while also ranking in traditional results are going to pull so far ahead of the ones doing only one or the other that it will not be a fair fight. This is exactly what SEO Stuff ( has been building for every customer. Optimized content depth that covers every sub-question a buyer in your category asks, so the agent finds you at every step of its plan. Editorial authority from trusted websites that signals credibility to every retrieval system Google has ever built, across both traditional rankings and AI citations simultaneously. One investment. Blue links and AI citations. Around the clock. SEO Stuff's Complete Done-For-You Plan: SEO Stuff's "Optimized Content" Plan: There is a reason more than 80 percent of SEO Stuff customers reorder. The results continue long after the work is done. Google Search is changing. AI Search is here. Your websites need to prepare accordingly. Want to know where your site stands across Google AI, ChatGPT, Claude, Grok, etc? Check here (it's free):

Alex Groberman

34,840 views • 29 days ago