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GPT-5.5 just dropped. So did the Deel App for ChatGPT. Because a smarter model still needs accurate data. Powered by the world's largest proprietary compliance knowledge base, covering 150+ countries, maintained by hundreds of local legal experts, and updated as laws change. Whether you're a company hiring globally or... show more

Alex Bouaziz

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14,191 views • 5 months ago •via X (Twitter)

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Alrighty, everything is ready 😎 here’s an unofficial “2x Codex limits” promo from my side for you all. meet DevSpace — an MCP connector app that turns ChatGPT into Codex. npm install -g @waishnav/devspace After installing, tunnel the MCP server over the internet and enjoy 2x limits. You can use GPT-5.5 Pro, xHigh, or High for planning, then hand off the task to your local Codex/pi/opencode/cursor/claude code instance. Or you can just use it for reviewing code written by other local coding agents Go ahead, experiment with different workflows, and keep the feedback coming on GitHub Issues or in my DMs And let’s thank OpenAI for being so generous by giving us separate ChatGPT and Codex limits and by being so chill around this MCP :) Please use it sparingly, only when you run out of limits. Don’t overuse it — in the end, they do have a button to stop it 🙂

Alrighty, everything is ready 😎 here’s an unofficial “2x Codex limits” promo from my side for you all. meet DevSpace — an MCP connector app that turns ChatGPT into Codex. npm install -g @waishnav/devspace After installing, tunnel the MCP server over the internet and enjoy 2x limits. You can use GPT-5.5 Pro, xHigh, or High for planning, then hand off the task to your local Codex/pi/opencode/cursor/claude code instance. Or you can just use it for reviewing code written by other local coding agents Go ahead, experiment with different workflows, and keep the feedback coming on GitHub Issues or in my DMs And let’s thank OpenAI for being so generous by giving us separate ChatGPT and Codex limits and by being so chill around this MCP :) Please use it sparingly, only when you run out of limits. Don’t overuse it — in the end, they do have a button to stop it 🙂

waishnav

540,700 views • 3 months ago

BREAKING: Anthropic just dropped Opus 4.8—and it is a MONSTER We've been testing for about a week Every 📧 and our verdict is they could've just called it Opus 5, it's that good. Here's our vibe check: - Beats GPT-5.5 on Senior Engineer bench. On our toughest benchmark Opus 4.8 scores a 63—a hair higher than GPT-5.5's score of 62, and a full 30 points higher than Opus 4.7. It tackled a ground-up rewrite of a production codebase, and actually built something that works. HOWEVER: Coding performance varied a lot at different reasoning levels. We recommend using it on xhigh for best results. - Incredibly good writer. Opus 4.8 scored a 79.6 on our writing benchmark—measuring models on real-world writing tasks we do all of the time like essay writing, promo email writing, and more. It beats GPT-5.5 by 6 points. It produces well-written prose with fewer "AI-isms". It's also very good at writing in your voice given the right context. HOWEVER: Writing performance also varied with reasoning levels. Medium reasoning had higher incidence of AI-isms—we found best results with high. - Beast at knowledge work. Opus 4.8 is very good at general knowledge work tasks like report creation, research and more. It produced the best PowerPoint one-shot we've ever seen on our deck generation benchmark. - Emotionally intelligent, willing to question the frame. I've also found it to be quite good at talking through psychological or interpersonal issues. It has a high EQ, and it's also good at not glazing and helping to expand your perspective. Its thought process feels extremely rich and dynamic. THE BAD: These days a model is only as good as its harness, and Codex is still a far superior harness to the Claude Desktop app. This has kept me using Codex + GPT-5.5 as my daily driver, but I am flipping back and forth a lot more between Codex and Claude. Anthropic is back baby! Read the rest on Every 📧:

BREAKING: Anthropic just dropped Opus 4.8—and it is a MONSTER We've been testing for about a week Every 📧 and our verdict is they could've just called it Opus 5, it's that good. Here's our vibe check: - Beats GPT-5.5 on Senior Engineer bench. On our toughest benchmark Opus 4.8 scores a 63—a hair higher than GPT-5.5's score of 62, and a full 30 points higher than Opus 4.7. It tackled a ground-up rewrite of a production codebase, and actually built something that works. HOWEVER: Coding performance varied a lot at different reasoning levels. We recommend using it on xhigh for best results. - Incredibly good writer. Opus 4.8 scored a 79.6 on our writing benchmark—measuring models on real-world writing tasks we do all of the time like essay writing, promo email writing, and more. It beats GPT-5.5 by 6 points. It produces well-written prose with fewer "AI-isms". It's also very good at writing in your voice given the right context. HOWEVER: Writing performance also varied with reasoning levels. Medium reasoning had higher incidence of AI-isms—we found best results with high. - Beast at knowledge work. Opus 4.8 is very good at general knowledge work tasks like report creation, research and more. It produced the best PowerPoint one-shot we've ever seen on our deck generation benchmark. - Emotionally intelligent, willing to question the frame. I've also found it to be quite good at talking through psychological or interpersonal issues. It has a high EQ, and it's also good at not glazing and helping to expand your perspective. Its thought process feels extremely rich and dynamic. THE BAD: These days a model is only as good as its harness, and Codex is still a far superior harness to the Claude Desktop app. This has kept me using Codex + GPT-5.5 as my daily driver, but I am flipping back and forth a lot more between Codex and Claude. Anthropic is back baby! Read the rest on Every 📧:

Dan Shipper

354,673 views • 4 months ago

iOS is here. And with it, millions more people can now join the world's most rewarding AI agent. For years, UpRock has grown into a global network powered by millions of real devices across 190+ countries. Now, that network is open to iPhone users too. Download the app. Contribute in the background. Earn UPT. Use your rewards to power Rocket AI. AI shouldn't be reserved for people with the biggest GPUs or the largest subscriptions. It should be accessible to anyone with a phone. Welcome to the next chapter of UpRock. iPhone users — it's your turn.

iOS is here. And with it, millions more people can now join the world's most rewarding AI agent. For years, UpRock has grown into a global network powered by millions of real devices across 190+ countries. Now, that network is open to iPhone users too. Download the app. Contribute in the background. Earn UPT. Use your rewards to power Rocket AI. AI shouldn't be reserved for people with the biggest GPUs or the largest subscriptions. It should be accessible to anyone with a phone. Welcome to the next chapter of UpRock. iPhone users — it's your turn.

UpRock

167,700 views • 2 months ago

🇺🇸🔥Amid the devastation left behind by the #CottonwoodFire in Beaver County, one sight stopped a crew working on the mountain in their tracks. A viewer shared this video after her husband and a co-worker found a small patch of trees where everything around it had burned, right up to an American flag. The flag was still standing, untouched. Whether you see it as a symbol of hope, resilience or simply one of those remarkable moments nature sometimes leaves behind, it's an incredible sight in the middle of so much loss, especially as we approach Independence Day during America's 250th anniversary celebration. KUTV2news Thanks for sharing your videos

🇺🇸🔥Amid the devastation left behind by the #CottonwoodFire in Beaver County, one sight stopped a crew working on the mountain in their tracks. A viewer shared this video after her husband and a co-worker found a small patch of trees where everything around it had burned, right up to an American flag. The flag was still standing, untouched. Whether you see it as a symbol of hope, resilience or simply one of those remarkable moments nature sometimes leaves behind, it's an incredible sight in the middle of so much loss, especially as we approach Independence Day during America's 250th anniversary celebration. KUTV2news Thanks for sharing your videos

Heidi Hatch KUTV

40,715 views • 3 months ago

✨ Excited to share QVQ-Max, our visual reasoning model that's still evolving We've been experimenting with this approach for a while - try it out on Qwen Chat! ( 🚀 Just upload any image or video, ask away, and hit the "Thinking" button to see how it processes visual information step-by-step. It's a work-in-progress but fascinating to watch! Your early feedback will be super helpful as we continue developing! 🙏 Blog:

✨ Excited to share QVQ-Max, our visual reasoning model that's still evolving We've been experimenting with this approach for a while - try it out on Qwen Chat! ( 🚀 Just upload any image or video, ask away, and hit the "Thinking" button to see how it processes visual information step-by-step. It's a work-in-progress but fascinating to watch! Your early feedback will be super helpful as we continue developing! 🙏 Blog:

Qwen

147,163 views • 1 year ago

Tonight I left my laptop turned on, and woke up in the morning with a $7,000 profit. While I was sleeping, my cloud second brain was analyzing trends and running funnels on autopilot Famous investor Naval Ravikant once brilliantly noted: AI brains are meant for coming up with ideas, not clogging bio-servers with gigabytes of other people's garbage The main point Point Claude at a local folder and feed it all the accumulated digital junk files, articles, reports, notes. The artificial intelligence absorbs this chaos itself, builds ironclad logic, and turns a pile of files into a single, living knowledge base. The system works on the principle of compound interest: the more data you feed it, the more accurately it predicts your next steps and generates ready-made solutions Step-by-step process: Choose a base, either Notion or Obsidian, as long as the cloud is accessible from any device 24/7 Implement the CODE method by saving all the chaos to your inbox, sorting it out, extracting the essence, and monetizing your knowledge Connect AI agents by setting up automation via API so the AI sorts data and generates content on its own while you rest A more detailed guide is described in the article. I highly recommend adding this to your bookmarks

Tonight I left my laptop turned on, and woke up in the morning with a $7,000 profit. While I was sleeping, my cloud second brain was analyzing trends and running funnels on autopilot Famous investor Naval Ravikant once brilliantly noted: AI brains are meant for coming up with ideas, not clogging bio-servers with gigabytes of other people's garbage The main point Point Claude at a local folder and feed it all the accumulated digital junk files, articles, reports, notes. The artificial intelligence absorbs this chaos itself, builds ironclad logic, and turns a pile of files into a single, living knowledge base. The system works on the principle of compound interest: the more data you feed it, the more accurately it predicts your next steps and generates ready-made solutions Step-by-step process: Choose a base, either Notion or Obsidian, as long as the cloud is accessible from any device 24/7 Implement the CODE method by saving all the chaos to your inbox, sorting it out, extracting the essence, and monetizing your knowledge Connect AI agents by setting up automation via API so the AI sorts data and generates content on its own while you rest A more detailed guide is described in the article. I highly recommend adding this to your bookmarks

Bober_smart

12,381 views • 1 month ago

🚨ODD SCORING ALERT🚨 This is from tonight's #RedSox and Washington Nationals game, from the first inning. Here, Curtis Mead is picked off and decides to run way left of second base, and the throw from Willson Contreras hits him. For scoring purposes, this is a pickoff and a stolen base for Mead, because he took off on the pickoff and never stops or hesitates going to second, so even though the throw hits Mead, by rule it has to be a stolen base. Rules wise, this is a legal move by Mead. He isn't out of the base path because you can establish your own path, and if you don't want to run in a straight line, you don't have to (otherwise there would be no rounding of bases). You cannot be out of the basepath until a tag is attempted (and then you get three feet). #NATITUDE #DirtyWater

🚨ODD SCORING ALERT🚨 This is from tonight's #RedSox and Washington Nationals game, from the first inning. Here, Curtis Mead is picked off and decides to run way left of second base, and the throw from Willson Contreras hits him. For scoring purposes, this is a pickoff and a stolen base for Mead, because he took off on the pickoff and never stops or hesitates going to second, so even though the throw hits Mead, by rule it has to be a stolen base. Rules wise, this is a legal move by Mead. He isn't out of the base path because you can establish your own path, and if you don't want to run in a straight line, you don't have to (otherwise there would be no rounding of bases). You cannot be out of the basepath until a tag is attempted (and then you get three feet). #NATITUDE #DirtyWater

MLB Scoring Changes

144,501 views • 3 months ago

Opus 5.5 + GrokBot + Jev... I can't believe that I build it I packed the best of AI into ONE agent - now 99% of people’s AI agents look dumb, slow, and expensive Try here (free): prompt → GrokBot → Jev chooses LLM → Claude / GPT working on GrokBot's computer 24/7 → result → Jev sends only the tasks Grok is weak at to Opus or GPT → Jev picks the best model for each task - for example, Claude for motion design and Codex for web design → runs on the ChatGPT and Claude subscriptions you already pay for (API also work) → works on GrokBot computer while you keep chatting → checks every result against the goal before you see it → GrokBot gets smarter and cheaper at the same time → And plenty more features in a bot everyone will call "obvious" by 2030 Try Jevopus, thank me later - then read the article on the full Jev architecture ↓

Opus 5.5 + GrokBot + Jev... I can't believe that I build it I packed the best of AI into ONE agent - now 99% of people’s AI agents look dumb, slow, and expensive Try here (free): prompt → GrokBot → Jev chooses LLM → Claude / GPT working on GrokBot's computer 24/7 → result → Jev sends only the tasks Grok is weak at to Opus or GPT → Jev picks the best model for each task - for example, Claude for motion design and Codex for web design → runs on the ChatGPT and Claude subscriptions you already pay for (API also work) → works on GrokBot computer while you keep chatting → checks every result against the goal before you see it → GrokBot gets smarter and cheaper at the same time → And plenty more features in a bot everyone will call "obvious" by 2030 Try Jevopus, thank me later - then read the article on the full Jev architecture ↓

codila

268,535 views • 4 days ago

BREAKING 🚨 🇺🇸 USA: "If even a single American soldier suffers so much as a scratch because of your regional proxies, we will rain 'hellfire' directly down on Tehran. There will be no warning." 🇮🇷 Iran: "We do not fear your 'hellfire.' We have been preparing for all-out war for four decades. Just try taking us on, and you will find out." 🇺🇸 USA: "Fine, when the time comes, we'll see whether you're afraid or not."

BREAKING 🚨 🇺🇸 USA: "If even a single American soldier suffers so much as a scratch because of your regional proxies, we will rain 'hellfire' directly down on Tehran. There will be no warning." 🇮🇷 Iran: "We do not fear your 'hellfire.' We have been preparing for all-out war for four decades. Just try taking us on, and you will find out." 🇺🇸 USA: "Fine, when the time comes, we'll see whether you're afraid or not."

Israel Army

385,162 views • 2 months ago

Not a change, but I've had a TON of folks asking if this is getting changed from June 10. This is a ball hit by Mookie Betts of the Los Angeles Dodgers and it was ruled an error on Jake Mangum of the Pittsburgh Pirates. The only thing I can think of is that Mookie didn't appeal, because this is a base hit, it's always been a base hit, and it will continue to be a base hit. Except on this one play. There is no way a sliding attempt like this is an error. I know Mangum broke the wrong way, but that doesn't factor it ... it's the catch, the physical catch, and there is ZERO CHANCE this is ordinary effort. I know we talk changes here, but this non-change is the most confounding one for me since Aaron Judge's first career walk-off hit, which was the most obvious fielder's choice of all time, but because it was the last play of the season, it didn't get appealed or changed.

Not a change, but I've had a TON of folks asking if this is getting changed from June 10. This is a ball hit by Mookie Betts of the Los Angeles Dodgers and it was ruled an error on Jake Mangum of the Pittsburgh Pirates. The only thing I can think of is that Mookie didn't appeal, because this is a base hit, it's always been a base hit, and it will continue to be a base hit. Except on this one play. There is no way a sliding attempt like this is an error. I know Mangum broke the wrong way, but that doesn't factor it ... it's the catch, the physical catch, and there is ZERO CHANCE this is ordinary effort. I know we talk changes here, but this non-change is the most confounding one for me since Aaron Judge's first career walk-off hit, which was the most obvious fielder's choice of all time, but because it was the last play of the season, it didn't get appealed or changed.

MLB Scoring Changes

40,701 views • 3 months ago

The new Product Page Header image in the App Store will not matter. First you need users to actually want to enter your App Store listing. And the reality is that a lot of users NEVER enter the listing. They search for something, see the app in the search results and download it directly from there. So the important update here is the new Search Results image. It's an app banner inside the App Store search results. And you should think about it as a persuasive ad. COPYWRITING will be what matters. Not the fancy "branding". Users are searching because they want an answer to something. Your creative needs to give them that answer immediately. And this becomes even more important with Apple Ads. You can pay to appear for the keyword, but your creative still needs to convince the user that your app is the answer they were searching for.

The new Product Page Header image in the App Store will not matter. First you need users to actually want to enter your App Store listing. And the reality is that a lot of users NEVER enter the listing. They search for something, see the app in the search results and download it directly from there. So the important update here is the new Search Results image. It's an app banner inside the App Store search results. And you should think about it as a persuasive ad. COPYWRITING will be what matters. Not the fancy "branding". Users are searching because they want an answer to something. Your creative needs to give them that answer immediately. And this becomes even more important with Apple Ads. You can pay to appear for the keyword, but your creative still needs to convince the user that your app is the answer they were searching for.

Teodora @DesignerAnts

69,953 views • 1 month ago

Pizza Hut didn’t have much choice. Sales have been declining and they’ve already closed hundreds of underperforming stores. Something had to change. As someone who spent two decades in advertising, I respect brands that actually try instead of just sitting still. Dropping “Pizza” and going by just “Hut” for the entire NFL season is a classic attention play. It gets people talking. Dave Portnoy calling it a brilliant move only adds more momentum. Tying the temporary name change to football season is smart. “Hut” lines up perfectly with the cadence of the game. Whether it drives real long-term results is still unknown, but playing it safe was never going to fix anything. Making moves is the right call.

Pizza Hut didn’t have much choice. Sales have been declining and they’ve already closed hundreds of underperforming stores. Something had to change. As someone who spent two decades in advertising, I respect brands that actually try instead of just sitting still. Dropping “Pizza” and going by just “Hut” for the entire NFL season is a classic attention play. It gets people talking. Dave Portnoy calling it a brilliant move only adds more momentum. Tying the temporary name change to football season is smart. “Hut” lines up perfectly with the cadence of the game. Whether it drives real long-term results is still unknown, but playing it safe was never going to fix anything. Making moves is the right call.

Paul A. Szypula 🇺🇸

13,743 views • 1 month ago

ANTHROPIC'S LEAD ENGINEER ACCIDENTALLY LEAKED HIS PERSONAL OBSIDIAN VAULT. INSIDE - NO CODE, NO PROMPTS. JUST A SCHEMATIC OF HIS OWN MIND, BUILT LIKE A NEURAL NETWORK 8,893 nodes. 4,729 links. A $10-a-month app opens Obsidian. 21 inputs, 10+ hidden layers, ReLU activation. First layer 64 neurons, then 37, then 22, all the way to the output. Thousands of connections firing in real time this isn't a concept diagram from a blog - it's a living brain that actually runs decisions inside the company. 9,000 documents, each its own knowledge space, all interconnected he makes around $2M a year for putting markdown files into the right folders. The company building the best AI in the world manages its internal knowledge with the same app a college freshman uses for lecture notes. hasn't written a single line of infrastructure for any of it. three years of discipline and one open Obsidian tab you're reading this on a device where you could open the same Obsidian tonight and start building your own vault

ANTHROPIC'S LEAD ENGINEER ACCIDENTALLY LEAKED HIS PERSONAL OBSIDIAN VAULT. INSIDE - NO CODE, NO PROMPTS. JUST A SCHEMATIC OF HIS OWN MIND, BUILT LIKE A NEURAL NETWORK 8,893 nodes. 4,729 links. A $10-a-month app opens Obsidian. 21 inputs, 10+ hidden layers, ReLU activation. First layer 64 neurons, then 37, then 22, all the way to the output. Thousands of connections firing in real time this isn't a concept diagram from a blog - it's a living brain that actually runs decisions inside the company. 9,000 documents, each its own knowledge space, all interconnected he makes around $2M a year for putting markdown files into the right folders. The company building the best AI in the world manages its internal knowledge with the same app a college freshman uses for lecture notes. hasn't written a single line of infrastructure for any of it. three years of discipline and one open Obsidian tab you're reading this on a device where you could open the same Obsidian tonight and start building your own vault

chewa

1,212,038 views • 2 months ago

You've probably scrolled past a dozen posts about Jev this week without anyone telling you what it actually is. It's the first model from TypeSafe, a lab started by one of the researchers behind ChatGPT. It's a decision engine: you give it options, it picks one and tells you how sure it is. It cannot write a single word, and that is the interesting part. Every other AI you use writes. That is the whole interface. So when software needs a plain yes or no, we make a model write a paragraph and then dig the answer back out of it. Fine in a chat window where a human reads it. Bad inside software, where code has to act on it. The bet is that the valuable half was never the writing. It was the deciding. That problem showed up in WordPress years ago, and it is the reason WPVibe works the way it does. The AI does the work. Anything permanent stops and waits, because a delete that skips the trash is not something software should decide on its own.

You've probably scrolled past a dozen posts about Jev this week without anyone telling you what it actually is. It's the first model from TypeSafe, a lab started by one of the researchers behind ChatGPT. It's a decision engine: you give it options, it picks one and tells you how sure it is. It cannot write a single word, and that is the interesting part. Every other AI you use writes. That is the whole interface. So when software needs a plain yes or no, we make a model write a paragraph and then dig the answer back out of it. Fine in a chat window where a human reads it. Bad inside software, where code has to act on it. The bet is that the valuable half was never the writing. It was the deciding. That problem showed up in WordPress years ago, and it is the reason WPVibe works the way it does. The AI does the work. Anything permanent stops and waits, because a delete that skips the trash is not something software should decide on its own.

John Turner

21,029 views • 15 days ago

🚨 Do you understand what Claude just quietly dropped while everyone was distracted? 1 million tokens. Let me explain what that actually means because the number alone doesn't hit right. > A senior engineer joins a company and spends 3 to 6 months just reading code.. Understanding how things connect. Learning where the bugs hide. Why that one file nobody touches exists. It takes months because a codebase is massive and human memory is small. > Claude just loaded the entire thing in one prompt. 30 seconds. Every file, Every function, Every line. All of it. Sitting in memory like it's been working there for years. And it scored highest among every single frontier model. Not GPT.. Not Gemini, Nobody. > Yesterday Amazon's AI nuked production because it couldn't see the full picture - it made a decision with partial context and deleted everything. Today an AI can hold 1 million tokens of context at once. That's the fix. That's the "before and after" moment for AI coding. > 600 images in one request. Entire PDFs. Full repos. And they dropped it on a Friday on all plans like it was a patch note. The scariest AI updates aren't the ones with press conferences. They're the ones that drop in a tweet at 6pm and change everything by Monday morning.

🚨 Do you understand what Claude just quietly dropped while everyone was distracted? 1 million tokens. Let me explain what that actually means because the number alone doesn't hit right. > A senior engineer joins a company and spends 3 to 6 months just reading code.. Understanding how things connect. Learning where the bugs hide. Why that one file nobody touches exists. It takes months because a codebase is massive and human memory is small. > Claude just loaded the entire thing in one prompt. 30 seconds. Every file, Every function, Every line. All of it. Sitting in memory like it's been working there for years. And it scored highest among every single frontier model. Not GPT.. Not Gemini, Nobody. > Yesterday Amazon's AI nuked production because it couldn't see the full picture - it made a decision with partial context and deleted everything. Today an AI can hold 1 million tokens of context at once. That's the fix. That's the "before and after" moment for AI coding. > 600 images in one request. Entire PDFs. Full repos. And they dropped it on a Friday on all plans like it was a patch note. The scariest AI updates aren't the ones with press conferences. They're the ones that drop in a tweet at 6pm and change everything by Monday morning.

Tuki

206,309 views • 6 months ago

Codex can run Qwen-3.8-max now as well!! Alibaba most capable model, dropped today and it's already in my codex picker. It's a token plan subscription, not metered api billing. You take the key from your Qwen plan, drop it into Codex Router, and it spends down the plan instead of your card. There's a catch though. Qwen's official setup switches your whole codex over to them, so your ChatGPT models stop showing up at all. That's exactly what Codex Router is for. It adds models to the list instead of replacing them, so sol, Grok, kimi, Deepseek and now Qwen 3.8 max all sit in the same picker and it can grab whichever one suits the job. Router's open source, setup's in the video 👇

Codex can run Qwen-3.8-max now as well!! Alibaba most capable model, dropped today and it's already in my codex picker. It's a token plan subscription, not metered api billing. You take the key from your Qwen plan, drop it into Codex Router, and it spends down the plan instead of your card. There's a catch though. Qwen's official setup switches your whole codex over to them, so your ChatGPT models stop showing up at all. That's exactly what Codex Router is for. It adds models to the list instead of replacing them, so sol, Grok, kimi, Deepseek and now Qwen 3.8 max all sit in the same picker and it can grab whichever one suits the job. Router's open source, setup's in the video 👇

Ziwen

419,031 views • 2 months ago

i don't f*cking understand why this isn't popular yet someone has created a memory system that uses 90% fewer tokens while still finding all the expected symbols it builds a local graph of source symbols and their relationships. architecture, decisions and handoffs live as Git-tracked Markdown. a note can point to the code behind it, so a code change can flag that knowledge for review the loop: scan the repo → map the code → write the why → anchor notes to symbols → retrieve a task-sized slice → review drift → commit to Git → continue in the next session in the author's small, one-repo test, graph retrieval returned 10.74× less context than grep top-3 while finding every expected symbol across six tasks the useful part is the connection between memory and evidence. the repo carries what the agent learned, and the code gives you a way to check whether that knowledge still holds save this, then build a second brain for your company⭣

i don't f*cking understand why this isn't popular yet someone has created a memory system that uses 90% fewer tokens while still finding all the expected symbols it builds a local graph of source symbols and their relationships. architecture, decisions and handoffs live as Git-tracked Markdown. a note can point to the code behind it, so a code change can flag that knowledge for review the loop: scan the repo → map the code → write the why → anchor notes to symbols → retrieve a task-sized slice → review drift → commit to Git → continue in the next session in the author's small, one-repo test, graph retrieval returned 10.74× less context than grep top-3 while finding every expected symbol across six tasks the useful part is the connection between memory and evidence. the repo carries what the agent learned, and the code gives you a way to check whether that knowledge still holds save this, then build a second brain for your company⭣

beamnxw ./

32,741 views • 5 days ago

#GM Just wanna remind you. Pi is worth what pioneer makes it worth!! What determine the price of Pi is the community And if a coin has community And used by the community then it has value. After #OM of pi , exchange will adopt the value of pi from pioneers not exchange setting the price for us. #even cz said if a project has community and used by the community then it has value. CZ 🔶 BNB Look at pi network as something you have never seen. Dont limit your minds from not believing in pi. We need a gcv so it can be coded or set for global value and that's why you see mr kosasih doing all. Pi is for the people and by the people for the people themselves. Anti GCV don't have knowledge am telling you not even a single knowledge cause they are some kind of people who can't accept change and reality.we are the pioneers. Stay safe Dimas Nawawi Woody Lightyear 𝛑

#GM Just wanna remind you. Pi is worth what pioneer makes it worth!! What determine the price of Pi is the community And if a coin has community And used by the community then it has value. After #OM of pi , exchange will adopt the value of pi from pioneers not exchange setting the price for us. #even cz said if a project has community and used by the community then it has value. CZ 🔶 BNB Look at pi network as something you have never seen. Dont limit your minds from not believing in pi. We need a gcv so it can be coded or set for global value and that's why you see mr kosasih doing all. Pi is for the people and by the people for the people themselves. Anti GCV don't have knowledge am telling you not even a single knowledge cause they are some kind of people who can't accept change and reality.we are the pioneers. Stay safe Dimas Nawawi Woody Lightyear 𝛑

All about web3

20,696 views • 1 year ago