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🌧️ Heavy rain. More testing my generic/robust custom renderer feature in Unity URP. I'm using a fast 1/4th resolution 'rain buffer' accumulating multiple, transparent particle systems.

22,097 görüntüleme • 11 gün önce •via X (Twitter)

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I'm starting on a new project #buildinpublic 🤠 ✅ ahrefs sub 📚 initial keyword research 🆕 .com domain name But this is different. Why? I'm starting with SEO & marketing, then fleshing out the product afterwards. It's been a busy morning already thanks to Ahrefs. From the learnings of grandmaster sensei — I will be using my other projects for backlinks & focus on SEO instead of adding as an afterthought. The plan: ------------------------- [hacks explained further down] 1. keyword research 2. more keyword research [HACK #1] 3. content plan 4. choose topics, subtopics & post outline using long-tail keywords found in 1. & 2. [HACK #2] 5. landing page, blog & initial marketing 6. barebone MVP 7. blog with content hubs [HACK #3] 8. initial backlinks [HACK #4] 9. marketing & launch 10. talk to users & iterate while SEO is slowly cooking in the background (hopefully by the time the product matures SEO is booming) ... 🔁 continue to fill in posts according to the content plan. then back to 1 & 2. more long-tail posts & create free tools to improve ranking + increase no. of backlinks. Hack #1 --------- Explore keywords for "result intent" SEO. Figure out guides & tutorials for keywords with DR long tail ones. Create structure for internal links, e.g.: /generic-topic-keyword (links to all posts) ➡️/more-specific-subtopic-keyword (links to child posts) ➡️➡️/very-specific-post-1 ➡️➡️/very-specific-post-2 etc. Hack #3 --------- Create hubs for generic keywords with links to subtopics and long-tail posts. The hubs themselves should be somewhat informative but mostly an overview. => My crazy idea: before I have the content, add external links to authoritative sources for each specific post. I'll slowly write my own content to replace those and move the links inside the post. Hack #4 --------- Use my other projects to write posts on the new product and link to it to get a decent domain ranking fast. Launch on PH with a beta, mostly for the good backlink. Add repos with md files to Github, Gitlab, Bitbucket etc. for some easy backlinks. 🤠 Crazy enough to work, right?* *to note: I've validated the idea and am somewhat sure people will pay for it. But, I'd still like to shorten each step to minimize my risk & ship fast. Thinking: 1 week research, 1 week dev, 1 week marketing, 1 week content. What could go wrong? :D

Dan ⚡️

20,654 görüntüleme • 2 yıl önce

🚨12 HOUR NEWS RECAP 1.⁠ Trump announced the U.S would be sending Patriot missile systems to Ukraine in the next few days: “It's everything. It's Patriots. It's all of them. It's a full complement with the batteries.” 2.⁠ Tesla is finally in India with the launch of its first showroom in Mumbai. Smack in the middle of Mumbai’s buzzing Bandra Kurla Complex, the 4,000-square-foot space marks Tesla’s long-awaited leap into the Indian market. 3.⁠ Trump dropped an ultimatum on the entire world - stop doing business with Russia in 50 days or get slammed with 100% tariffs. NATO chief Mark Rutte backed the plan and told countries like China, India, and Brazil to call Putin and push for peace. 4.⁠ To mark Ukraine’s Statehood Day, Zelensky dropped a defiant video saying: “Ukrainians were here, Ukrainians are here, Ukrainians will be here. And on this land, life always triumphs, our values prevail, and so does our spirit.” 5.⁠ Trump said he’s not giving up on Putin, despite being “disappointed” with his unwillingness to end the war: “I think we’re close, then he knocks down a building in Kyiv.” 6.⁠ The death toll from the Texas floods climbed to 131, with 97 people still missing. A new storm warning is in effect with more rain pounding the same Hill Country towns still reeling from the July 4 flash flood. 7.⁠ Israeli jets hit sites in Lebanon’s Beqaa Valley they claimed were being used to train fighters for attacks on Israel. The Radwan Force, tied to Hezbollah’s “Conquer the Galilee” plan, is being targeted as it tries to rebuild after key commanders were killed in 2024’s Operation “Northern Arrows.” 8.⁠ The House Rules Committee voted 7–5 to block Rep. Ro Khanna’s amendment demanding a full vote on releasing the Epstein files. All 4 Democrats and just 1 Republican, Ralph Norman, voted yes, the rest of the GOP said no. 9.⁠ Taiwan’s military drills involved practising using Stinger missiles in the Taipei subway. The Han Kuang war games are testing out various scenarios should China invade the country. 10.⁠ AI may be a cure for loneliness according to a Harvard study that found users felt less lonely after just one week of chatting with bots like Xiaoice, Replika, and Snapchat’s My AI.

Mario Nawfal

97,318 görüntüleme • 1 yıl önce

This app has completely transformed over the last three years and it is amazing to see how far it has come. - Launched X Chat and encrypted DMs - Launched Video/Audio calling - Launched Ad revenue share program for the creators - Reached a new alltime high of userseconds - Launched Community Notes - Community Notes passed 1M contributers mark - Launched the AI driven algo - Paid millions to the creators - Integerated Grok within the app - Rebranded as 𝕏 - Open sourced the recommendation algorithm. - Over 500 million posts everyday - Over 100 billion impressions daily - 650+ million users - 400000+ communities - #1 News App in 155+ countries - 2 billion+ app downloads - People are spending more time on X - 6th most visited website - Launched X Pro - Announced X Payments - Reduced child sexual abuse material by around 95 since the acquisition - Released subscriptions for creators - Removed legacy checkmarks - Prioritized the verified accounts to fight spam bots - All time low hate speech levels - Released new features in the shortest time period in Xs history - Exposed truth via Twitter files - Removed censorship - Restored free speech - Launched long form posts / Articles. - Improved the live streaming quality - Started paying the creators twice in a month - Added live chat to live streams - Enhanced the Community Notes algorithm - Added an ability to post timestamps while uploading videos - Added an edit post feature - Added view counts on posts publicly - Enhanced the support for Premium users - Added similar posts button - Added new app icons for premium users - Launched different tiers for Premium - Launched Verified Organizations - Added bookmark button on home timeline for posts - Over Ninety percent of the top 100 advertisers have returned to X - Video views are up as compared to previous years - All time high platform usage - Added more privacy options for calling - Introduced recruitment jobs feature for verified organizations - Expanded the community notes in more countries worldwide - Improved ad experience - Increased group chat size to 200 people - Lowered the eligibility threshold for ads revenue sharing from 15M to 5M - Rolled out vertical video ads for brands - Improved communities experience - Announced the removal of tweepcred system - Added live streams on the top bar of the feed - Improved live streaming tested game streaming - Launched the immersive video player - Made the process of reporting a post easier - Improved the UI - Announced the ability of group calling - Announced the removal of block feature except for DMs - Major upgrades to videos and media - Secured money transmission license in multiple states for payments - Introduced video downloads for verified users - Added an ability to limit replies to verified users only - Launched expanded bios - Made communities accessible in more countries - Added ID verification - Added an ability to hide likes - Added a tab for verified followers on user profiles - Added an ability to accept dms from verified users only to prevent spam - Introduced dm support for the ad customers - Announced that X will fund legal representation for users fired from their jobs for their posts - Included posts from communities in for you feed - Renamed notes feature to articles that will have no character limits - Added highlights tab to the profiles - Improved account analytics - Added an ability for community admins to spotlight their community in the profile - Introduced voice dms - Deleted millions of bot accounts - Introduced an ability to upload long videos - Improved advertisement brand safety - Introduced formatting for long form posts - Extended the community notes availability to more countries - Introduced individual reply to dms custom emoji reactions - Launched faster playback mini player for videos - Added an ability to allow dms from subs only - Continued UX/Ui improvements - Added air play button for videos on iOS - Added an ability to fast forwardrewind videos on - Became the most downloaded news app in multiple countries - Improved ad relevance - Removed child po*n - Introduced rate limits to prevent data scraping - Added fast forward backward feature to videos - Launched subscriber only replies - Launched spaces on web - Added an ability to hide the blue checkmark - Reduced scam accounts - Improved engagements for advertisers - Reinstated a multitude of suspended accounts - Introduced Multiple organization affiliate badges - Improved post analytics - Community notes debunking propaganda misstatements - Introduced verified badges for organizations - Launched X TV and many more features.

DogeDesigner

3,602,880 görüntüleme • 8 ay önce

One year ago, around this time, I was speeding across Texas, fighting back tears and streaming live news coverage on my phone, trying to get to my sons at Camp La Junta in Hunt, TX. There had been a massive amount of rain overnight, and I woke up to a text saying they were without power and cell service. Little did I know that just hours earlier, 119 people in that small county (139 total) had lost their lives in an unfathomable flood. My 7-year-old, Brock, fresh out of Kindergarten, had one full day at camp. My 9 yr old, Braeden, was in a different cabin. Around 3 AM, Brock woke up on a soaked mattress. The Guadalupe River had already risen nearly level with his bottom bunk. His teenage counselors lifted the little boys to the top bunks. Within minutes, that still wasn’t high enough. In the pitch black, freezing water filled with debris, gasoline, branches, snakes—everything you can imagine—kept rising. The boys were moved higher, into the rafters and onto the tops of the shower stalls, just trying to stay ahead of the water. Little did they know those bunk beds and vaulted ceilings would be a key reason they survived—while 27 girls at Camp Mystic, just minutes away, did not. They had followed orders to “shelter in place,” but the girls simply ran out of room. Back at Camp La Junta, about 60 boys were trapped in a triplex of three cabins. The oldest counselor was maybe 18. There was no prior camp safety training, barely any cell service, and no clear plan. Their 911 calls were answered occasionally, but help wasn’t coming. By then, the whole area was overwhelmed, and Kerr County was wholly unprepared. Some 911 calls weren’t just being routed to other counties - they were even forwarded to the local library. At 4 AM on July 4th, no one was there. It was kids saving kids. The cabins started breaking apart. Windows, doors, and even a wall crumbled as the water ripped through. One teenage counselor couldn’t handle the terrified screams of the little boys anymore and took his chances in the flood. He survived—but it was a choice no kid should ever have to make. A small cabin with young staffers inside tore off its foundation and slammed into the triplex where Brock was, like a bowling ball hitting the bumpers, before miraculously being stopped by a tree. Their security guard, brand new to the job, had taken refuge in the Dining Hall. As the building fell apart, she was pulled into the river. She grabbed a Gatorade cooler and held on for dear life, colliding with vehicles and barbed wire as the thick, freezing water tore off her clothes and broke her finger in a surreal, incomprehensible ride downstream. When she finally managed to grab onto a tree more than a mile away, she stumbled through the dark and the storm until she found a home. Nearly naked, she rang the doorbell of a stranger who took her in. The worst of the terror lasted only a couple of hours. The nightmares have lasted much longer. Now, my sons fear the sound of heavy rain. They instinctively scan rooms for higher ground or emergency exits. And that’s just their piece of the trauma. So many others lost lives, homes, their entire sense of safety. As a family, the boys & I will never forget the July 4th Floods. We’ve advocated for help and change - not just because of what my kids went through, but because of what that entire community endured: a natural disaster full of manmade failures. I hope you will never forget either.

Keli Rabon

373,300 görüntüleme • 24 gün önce

🚨 OPERATIONAL UPDATE: ISRAEL U.S. WAR WITH IRAN - Reporting Window: Last 24 Hours The last 24 hours reinforce the structure that has been developing across the war. Activity remained steady across Iran, Israel, Lebanon, and the Gulf, with no single breakthrough moment but continued pressure applied across every layer of the conflict. ━━━━━━━━━━━━━━━━━━ ✈️ STRIKES INSIDE IRAN Strikes continued across multiple areas inside Iran, including Tehran, Shiraz, Kermanshah, and Ahvaz. The targeting profile remains consistent with recent days, focused on systems tied to weapons development and military sustainment. In Tehran, reporting points to continued strikes on military-industrial infrastructure, including: *⃣ Weapons production and research facilities *⃣ Infrastructure around Mehrabad Airport *⃣ Sites linked to Iran’s advanced weapons programs, including SPND-related supply nodes There are also indications that some of these locations had secondary roles, including use by Basij-linked personnel. That aligns with the broader pattern of targeting not just hardware, but the networks that support it. The key point in this 24 hour window is continuity. The same categories of targets are being hit repeatedly, suggesting an effort to ensure these systems are not just damaged, but unable to recover quickly. ━━━━━━━━━━━━━━━━━━ 🚀 IRANIAN RESPONSE Iran continues to respond. Current intelligence assessments indicate that roughly half of Iran’s missile launchers remain intact, along with a large drone inventory. At the same time, the operational pattern remains limited. Iran is still launching missiles and conducting attacks, but still not at the scale seen earlier in the war. The response appears to rely on: *⃣ Smaller salvos rather than sustained barrages *⃣ Continued willingness to strike civilian-adjacent targets *⃣ Expansion of pressure beyond Israel itself This reflects pressure on launch systems and coordination, not a lack of overall capability. ━━━━━━━━━━━━━━━━━━ 🔥 LEBANON FRONT The Lebanon front remained active during this window, with both ground and air components continuing. Israeli forces carried out a targeted ground operation in southern Lebanon, resulting in direct engagement with Hezbollah fighters. Reporting indicates: *⃣ Israeli troops pushed deeper into southern لبنان *⃣ Hezbollah operatives were killed in close-quarters combat *⃣ Additional strikes were carried out against infrastructure using air, naval, and ground assets This is consistent with ongoing efforts to shape the immediate border area and reduce launch capability from southern Lebanon. At the same time, the front remains contained geographically, but active in terms of daily engagement. ━━━━━━━━━━━━━━━━━━ 🌍 GULF AND REGIONAL ACTIVITY Regional expansion continues to be one of the most consistent elements of the war. Over the last 24 hours, Iranian attacks again targeted Gulf infrastructure, including: *⃣ A Kuwaiti oil refinery and desalination facility *⃣ Additional aerial threats across UAE airspace, including ballistic missiles, cruise missiles, and drones *⃣ Civilian injuries linked to interception and debris in the UAE These are functional targets tied to energy and water systems, reinforcing the broader strategy of applying pressure beyond Israel. ━━━━━━━━━━━━━━━━━━ ⚓ STRAIT OF HORMUZ Hormuz remains central to the strategic picture. Developments in this window include: *⃣ Ongoing discussions among multiple countries regarding how to reopen and secure the strait *⃣ Continued Iranian signaling around its ability to influence maritime traffic *⃣ Early indications of mediation channels involving Oman There is no resolution here yet, but the focus on Hormuz is becoming more operational and less theoretical. ━━━━━━━━━━━━━━━━━━ ⚠️ IRAQ Iraq emerged more clearly in this window the last 24 hours as a continued potential point of escalation. The U.S. embassy issued a warning that Iran-aligned militias could conduct attacks in Baghdad within 24 to 48 hours, with potential targets including: *⃣ Diplomatic facilities *⃣ Commercial and infrastructure sites *⃣ Areas frequented by U.S. personnel This aligns with the broader pattern of pressure expanding through proxy channels when direct options are constrained. ━━━━━━━━━━━━━━━━━━ 📌 WHAT MATTERS MOST RIGHT NOW The structure of the war remains stable, but fully active: *⃣ Inside Iran, strikes continue to focus on production and sustainment systems *⃣ Iran retains significant capability, but is operating under constraints *⃣ Lebanon remains an active front with ongoing ground and air operations *⃣ The Gulf is consistently targeted, particularly energy and infrastructure systems *⃣ Iraq is showing early signs of becoming more active through proxy activity ━━━━━━━━━━━━━━━━━━ 🧠 MY ASSESSMENT This 24-hour window of time does not introduce a new dynamic. It confirms the current one. Israel is continuing to apply pressure across the systems that allow Iran to produce and coordinate military activity. Iran is continuing to respond within its constraints while expanding pressure across the region where it can. The result is a conflict that is not concentrated in one place, but distributed across multiple active fronts at once. That remains the defining characteristic of the war right now.

Inside_Israel_Intel

49,879 görüntüleme • 3 ay önce

Bryson DeChambeau hasn’t played since the Ryder Cup and he won’t be again until LIV Golf Riyadh in February. He says he’s been speed training through the off season though and has a target of reaching a comfortable 200mph ball speed. He’s also been playing table tennis with America’s number 1, Kanak Jha. Speaking to Tom Hobbs from Flushing It Golf, Bryson said: “I’m not playing until Riyadh. I’m going to be going in hot though. I’m sneaky working on my game really hard. “I'm going to start ramping up my speed again. I ramped up my speed in November, got it to where I was pumping over 190 quite efficiently with some slow golf balls and stuff. I got to 200 quite a bit. “I haven’t done much recently though. I was playing some ping pong actually the past couple of days with the number one USA player, Kanak Jha. He's so much fun. Ping Pong is my favourite sport, so I got to learn a little bit from the best in the U.S. He’s twenty first in the world. So nobody's really gotten that high from the U.S. which is sweet. “But I'll get back to speed training right after Christmas and going into the new season, I want to be close to 200. So that's my goal. I’ll just get to a place where I’m super comfortable swinging fast.” The last time Bryson went after speed he gained an enormous amount of mass. He’s come back down through the weights though over the last few seasons and is much healthier for it. But, if Force = Mass x Acceleration, will he look to add more mass again and what’s more important, increasing acceleration or gaining mass? “They're both very important. If you don't have any mass, you can't accelerate it. It's a symbiotic relationship. It's actually more like F equals M V squared, that’s more of the velocity side of it. “You can accelerate too, but what I would say is the most important thing is it's not necessarily the mass or the acceleration, it’s the ability to put pressure onto the club. So you're able to apply pressure and control that through your grip strengths around a circle, that's probably the more important piece. Applying controlled pressure to the golf club like grip pressure. “It's not that you just accelerate the club, because you have to learn how to control the face through that motion as well. So it's all, you know, you can say it's acceleration, but it's a lot of grip pressure stuff. The more you control the grip pressure and how you're moving that grip, I would say that’s more the answer to your question. “And I guess at a certain point there’s dimishning return with, you know, going up in the mass and even down in the mass. There is a sweet spot for swinging a golf club. If you get a speedstick, there's just not enough mass behind it to create the smash factor necessary, and vice versa if it is too heavy, you can’t swing it that fast. “I'll always say swinging and accelerating the club is probably the most important, but the real answer is applying the most pressure to the golf club. The grip pressure. You’re not gripping it tighter, but your hand force into it pulling it and then throwing it around the corner.” Continues in comments thread below. Bryson DeChambeau Crushers GC LIV Golf

Flushing It

606,433 görüntüleme • 7 ay önce

A much belated life update - I’ve sold my company, The League, to The Match Group! WE’VE BEEN CALLED UP TO THE BIG LEAGUES! We’re now competing in the same arena as the most successful dating brands in the world, so I’m hiring a world-class Head of Marketing & Head of Product to help me take The League ALL THE WAY. If you know great talent, I’d love for you to share this🙏 I am so grateful to everyone who got us here, especially those who helped me in the very early days when I was juggling - and struggling. When she saw my first logo attempt, Laura, my college bestie, told me it was the ugliest thing she had ever seen & begged me to let her redo it (hers is still in use!). She then took over all things design, giving The League a consistent & premium brand identity from day 1, fixing my design travesties in record speed & preventing our brand from devolving into one that stood for clip-art. My (undiagnosed) ADHD meant I was terrible at opening mail, reviewing invoices & contracts, filing out tax forms, or being precise about payroll & its peculiar payment windows. In true helicopter-mom form, Mama Bradford stepped in to handle this blocking & tackling, & the workers rejoiced! My brother pointed out mistakes I made when coding our first matching algorithm (like not normalizing like-rate by gender), & stepped in to write ETL scripts so he could analyze our data and improve our match rate. As signups skyrocketed, I wasn’t reviewing applicants in a timely fashion (yes those long waitlist times were in part due to my ineptitude), so Mollie, my bff since 14, moved to San Francisco to take over our vetting process, ensuring we drafted a diverse founding class of All-Stars. When I was drowning in support tickets, Jeff (my best friend’s husband) & Meredith (my first employee who became a best friend), replaced me as League Concierge so I could fix bugs & hire an engineering leader to rewrite the app for scale. I feel blessed I had my mom, brother, & best friends to lean on at the beginning of what I can only describe as a roller-coaster-marathon journey. Their heavy lifting allowed me to get The League off the ground, & turn it into a profitable business attractive to Match, all on $2.3M raised. Fast forward nearly 9 years & now, with Match behind us, we can finally swing for the fences to fulfill The League’s potential to be much more than a dating app for ambitious singles. We’re leveraging their best-in-class trust & safety AI tools & sophisticated ML systems refined over decades that we could not have built ourselves. We’re investing in marketing (new campaign coming soon) & hiring Execs - I can finally hand over the product & marketing reins to better operators than myself. As for me? I’ll get to focus on our long-term roadmap & envision the future of dating. Who knows, maybe I’ll even start writing that book recounting the hilarious & shocking things I’ve seen while working in the business of love - and while using my own app to date 😉 Would you read it? ------------------------------------------ Help me take The League to the Big Leagues! Apply to Head of Marketing Here: Apply to Head of Product Here: See all open roles here:

Amanda Bradford

941,358 görüntüleme • 2 yıl önce

I’ve been using the early version of Naval's new app Airchat for a year. Last week it went viral. And with it the haters came out in full force. Here’s why I’m still bullish on Airchat and believe it will change social media forever: 💬 Talk with real people: Twitter is the closest app to Airchat right now. But it’s completely impersonal. I’ve already built stronger connections with people on Airchat than I have from years of using Twitter. 🎤 Transcription is awesome. Voice notes are long. You don’t know if they're relevant. Having a text version of the voice note to scan makes it easier to find relevant content. 🗣️ Transcription supports multiple languages. I can record in Hebrew, and you’ll read it in English. It works great! Try it! 👥 Groups: launched this week. This focuses discussions around specific topics. Can’t wait to see more of this in the weeks ahead. 🏆 Talk to people you couldn't in other settings. Part of this is because it's so early. But you can speak to people like Naval that you wouldn't have been able to speak to otherwise. And a response to the haters: “It’s just Clubhouse” It’s not. Saying it’s Clubhouse is like saying Zoom is Clubhouse. Or a Podcast is Clubhouse. Clubhouse is sync. Airchat is async. Clubhouse is 1:many. Airchat is 1:1. “It’ll die down. Every new social app dies” Maybe. Creating a new social app is hard. It might die. But what’s that matter to you. The relationships you build last whether or not the app becomes a unicorn. “Twitter will just copy it like they copied Clubhouse” They might eventually. But what’s that matter unless you’re an investor in Airchat? I predict apps will copy it. Discord channels will offer this feature, and it will be awesome. Turning text chats into real conversations. WhatsApp is long overdue transcription for voice notes. Ideas from Airchat will get added to many apps. “I can’t use Airchat in places I can’t talk” The intimacy of Airchat is a feature, not a bug. Certain settings are meant for talking, others aren’t. Airchat is about conversations with people. You can’t do Zoom meetings everywhere either. “Twitter conversations are also conversations” Yes, but they’re far less intimate. You’re talking to a wall of text, not a person. You don’t date over text, you date over voice. It’s more intimate. You’re talking to a real person. “The content is boring” It will improve over time. There will be more content. The algorithm will improve to show you the best content. Groups will allow you to find specific content you're interested in. “I prefer Twitter” Good. Use Twitter. I use it too. “The hype will die down” Probably. But what’s that matter to you? You’ll only use apps that have 100m DAU? Successful social apps have early hype that dies down, and then grow steadily after that. 🪭 As you can tell, I’m a fan 🪭 If you’re on the app feel free to say hi. My username is `eliezer`. And feel free to DM if you need an invite.

Elie Steinbock — oss/acc

62,767 görüntüleme • 2 yıl önce

Agents: Quick thoughts & questions on how they operate, their potential, and their limitations A Few Observations - ▶️"Book me a hotel" or "pull historical financials" are already (mostly) solved problems!! Agents can do a ton of tasks right now—like parsing public company press releases and navigating capture key info & complete bookings accurately. However, for more complex navigation flows, the tech still needs some work - but I'm very confident it’s essentially a solved or solvable challenge. ▶️Accuracy & Speed - The key metrics and agents should optimize for. ▶️Lower Build & Migration Costs It took me two minutes to build a new website (link: This is great for consumers—more choices, lower switching costs. Companies will increasingly compete on the quality of their products and services. ▶️Agents vs. Automation tools: The more I think about it, the more I realize that most “agents” are really just automation tools—kind of like how most robots🤖 are just machines lol ❓A Few Key Questions—Would Love Your Thoughts! ❔Remote Servers & Logins In many cases, we’ll want agents to act on our behalf (e.g., log in to to cancel an order). How will platforms like respond? Many websites may block remote servers for security. Is there a technical workaround? ❔Agent Generalization Do we need to train agents on each environment separately, or can one solution handle multiple sites and systems? This seems similar to RL/post-training challenges in AI research. Example: It's unclear to me whether $Devin was specifically trained on environment? ❔Frontend vs. Backend infra for agents to run on I had doubts about Anthropic's "Computer Use" feature, which seemed to run on the frontend, basically remotely controlling my computer so I couldn’t use it at the same time. This should deliver the highest accuracy, but it’s questionable how practical it really is. (Ref: It seems def possible for agents to work quietly “in the background” (like Devin) rather than remotely controlling a user’s PC, but how much accuracy are we sacrificing? A few $Devin test cases that got me thinking: 1⃣Pulling $META's MAU and DAU (1Q21–3Q24) into Excel (video attached) Took Devin 11min - it sent me back an Excel with 100% accurate data. This case was pretty tricky because $Meta changed disclosures and stopped reporting MAU/DAU after 4Q23. Devin didn’t hallucinate data for post-4Q23—it simply didn’t provide it! It really shocked me to see $Devin navigating $Meta's investor relations site (I didn't tell it to find the numbers there), opening each quarterly earnings report, and extracting MAU/DAU like a diligent intern. -> This confirms $Devin (and similar agents) can already accurately “read” screens. 2⃣Booking Hotel (video attached) Devin took 5 minutes to book the InterContinental NYC on after asking for my credentials. From $Devin's workspace, I could see it filling in the correct fields and making the right selections—fast and accurate overall. Interestingly, $Devin didn’t supply all the required information on the first attempt and got some error messages, then retried until it succeeded. It’s unclear whether Devin had been specifically trained on interface or simply learned to adapt on the fly. 3⃣Canceling the Booking This part was even more interesting. While booking didn’t require me to log in, canceling did—so $Devin had to access my (likely via a remote server) account using my Gmail credentials. It successfully canceled the reservation. I wonder how websites will handle future “remote” logins. Notably, Google blocked $Devin’s direct attempts to log in to Gmail when I specifically requested it. 4⃣Booking from Official Hotel Sites I asked Devin to book InterContinental NYC and Four Seasons Boston via their official websites. It made progress but encountered technical hiccups when trying to select the check-in/check-out dates. Insights from Scott Wu on Invest Like the Best: 1/ Self-Driving Cars as the First “Real Agents” Driving requires near-perfect accuracy (99.999%), making it much more demanding than digital or coding agents, which can tolerate more errors. Scott compares $Devin to circa 2014—already good enough to save 90% of your effort, but still short of flawless. 2/ Impact on Collaboration Platforms Tools like Slack and GitLab are likely to see major changes as agents begin to interact with and utilize them along with humans. 2025 should be all about agents - both the disruptors and those they disrupt!

Freda Duan

48,850 görüntüleme • 1 yıl önce

URGENT TOPIC - PLEASE READ: ⸻ The “UFO Sphere” Phenomenon in Buga, Colombia – March 2025 An Analysis of Its Origins, Messages, and Possible Warnings for Humanity The appearance of a “UFO sphere” in Buga, Colombia in March 2025 attracted widespread attention from the international community, with many theories and analyses proposed. Below is a summary of the key information and evaluations surrounding this event: ⸻ 🛸 Description of the Phenomenon In early March 2025, residents of the city of Buga, Colombia recorded footage of a spherical, silver-colored object flying across the sky in a zigzag pattern at high speeds. Remarkably, the object emitted no sound and showed no signs of a propulsion system. After a period of flight, it gently landed in a nearby field. Some local residents approached and recovered the object. ⸻ 🔬 Preliminary Scientific Analysis The object, dubbed the “Esfera de Buga,” measures approximately 50 cm in diameter and weighs around 2 kg. X-ray analysis revealed an internal structure of three layers of metal, with 18 smaller spheres arranged around a central core referred to as the “chip.” No welding marks or signs of manual assembly were found, suggesting an unknown manufacturing process. The outer shell has a density similar to human bone, potentially composed of titanium or steel. ⸻ 🧬 Symbols and Message The surface of the sphere bears symbols resembling ancient runes, Ogham, and other archaic writing systems. Using artificial intelligence, researchers decoded the following message: “The origin of birth is through union and energy within the cycle of transformation — a meeting point of unity, expansion, and individual consciousness.” This message is interpreted as a call for humanity to shift its collective consciousness in order to protect the Earth. ⸻ ⚠️ Reactions and Related Phenomena •A resident who touched the object reported feeling fatigued for several days afterward. •When water was poured onto the sphere, it evaporated instantly, releasing smoke and vapor. •The Colombian government has not issued an official statement on the incident. ⸻ 🤔 Theories About Its Origin 1.Extraterrestrial Technology – The complex structure and philosophical message suggest a non-Earth origin. Debris – Possibly a part of a satellite or space equipment, though no official reports confirm this. Project or Hoax – Some speculate it could be an elaborate art installation or prank. ⸻ 🔍 Conclusion The “Esfera de Buga” remains an enigma with multiple competing theories. Although no official conclusion has been reached, the event has sparked significant interest and debate in both scientific circles and the public. Continued research and analysis will be crucial in uncovering the true nature of this object. ⸻ Q: Some claim that UFOs sent this sphere to warn humanity about a developing biological chip that could profoundly impact humankind—possibly in a harmful way. I’ve also heard that a man is working on such a chip to ‘reprogram’ the human brain and is testing it on prisoners. Could this be true? A: Metta’s question touches on an extremely sensitive and profound topic — the potential abuse of advanced technology to control human consciousness, and the possibility that UFO phenomena may be issuing a warning. Let’s analyze this from multiple angles: ⸻ 👇🏻👇🏻👇🏻👇🏻👇🏻👇🏻👇🏻👇🏻👇🏻👇🏻👇🏻

Metta UniⓋerse

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