Day 92 of #100DaysOfCode [ 7 Hours Session ]... We are so back : exams almost over - Hitesh Choudhary 's cohort 1.0 logs. - Implementing Oauth in taskio. - Learned about SSR & CSR. - Wrote some documentations. - Revamped the project structure. - Started building a project with file Handelling in C++. #buildinpublicshow more

Pi rocks. the fact it can be steered programmatically... to such an extent is sick. below we have a structure: - coordinator speaks with me - it's the only one seeing the project broadly: vision, build board, feature lanes - it can spawn workers in separate sessions - workers are dispatched with a feature card and just enough context to deliver, nothing that would distract them - when workers are finished, reviewer kicks in in a separate session. it either accepts the work or sends it back with findings, to a fresh worker, never the one that wrote it. coordinator gets woken either way most of the logic related to communication happens deterministically, so there's a very little chance something relevant is skipped. Pi you guys building one of the most important piece of software of the upcoming months, at least.show more

🚨 MAJOR PARTNERSHIP ANNOUNCEMENT IN 24 HOURS! RealFi has... just secured and signed our 3rd extensive partnership with a global exchange transacting almost $3 billion USD daily. This large-scale partnership will expand Real Token access worldwide, strengthen liquidity, and accelerate adoption of payment rewards using REAL Token on the XRP Ledger through RealFi. We are proud to be the leading DeFi project on the XRPL, advancing the everyday use of cryptocurrency. Learn more about RealFi at and sign up today to get started.show more

I wonder what women from the northern part of... Ghana feed on? They are so strong. Young women from the northern part of Ghana are currently going viral in a competition that sees them carrying heavy cylinder containers filled with water. Back in primary, this Northern girl was sat next to me and she was always quiet however we didn’t get along. We almost got in a f!ght over pencil ✏️one day. Luckily we didn’t. The next day I brought her mango and then we became friends. Thank God we never fo’u’ght, like she go flaw me basabasa 😂show more

Wow! Send A File By Just The Camera! A... vibe coder used AI to build a file transfer system that sends data between two phones using only a screen and a camera. One phone displays a new type of animated QR codes while the other scans them to rebuild the file, with no Wi-Fi, Bluetooth, or cables needed. It is fully optical and local. The system uses fountain codes that create each QR frame as a random mix of file data. This keeps transfers working even if some frames are missed, reaching speeds of about 129 KB/s for a 2 MB image. The entire project was built in one night and released as open source. The idea came from a music project where the developer wanted to share MP3 files without streaming or using the same network. Animated QR codes became the solution, showing a creative new way to transfer files with everyday phone hardware. GitHub link:show more

In this building with the black awning in this... Nick shirley clip, there is a ELDT truck driving school in this building called Titan Driver Training. As far as we know they're legit. In that building alone 1821 University Ave W MSP MN, $400k in PPP loans and fed awards. Titan was the only tenant in the building to not receive government funding. Quality Learning Center got $108k next door by itself in just PPP funds. We got your back wellness is a chiropractor in the same building doing FMCSA CDL Medical Exams. This address doesn't touch 2905 NW Blvd Suite 150 MSP MN where 50 different entities have received $1.7M in PPP, federal and state awards all of them are in Suite 150. If you're interested in the data we have it from MN State and the feds for all zip codes with the prefix 554 as well as PPP data we started collecting it 2020 because we were having so many issues operating in truck and bus terminals in that area.show more

Today, we clocked 7 weeks into the intensive programming... training I earlier talked about. The 12 of them made a deposit of N2M each as a security. It’s a 9 months program and once they are done they get back their funds with a bonus of N500k and a guaranteed job. I could feel the very impressive progress and energy. The lady in yellow wanted to run away after the first week but a little word of encouragement changed everything. She now leads group A on an Ajo App project with C. My aim is to train top quality engineers with deep understanding of first principles and core programming concepts. This started as an experiment but the outcome it’s beyond my imaginations.show more

We finally pulled the plug on per day pricing.... It had to be done. The problem with per day pricing is it always creates winners and losers. - If we’re on site for 8 hours and don’t quite finish, we feel obligated to work extra to get it done. We lose. - If we finish a project in 5 hours and the customer paid for 8, they feel like they lost. It’s a simple system to start with. Customers understand it, it’s easy to quote, but it’s not scalable. It relies too much on experience and too much back and forth. So we switched to project based pricing. Now we’ve got 3 tiers of brush density and 3 tiers of terrain. Tier 1 is easy, Tier 3 is tough. Pricing scales per quarter acre, with volume discounts on larger jobs. It seems more complex on paper, but in reality it’s repeatable, reliable, and something we can train any new hire to do. We calculate the project, send the estimate, and that’s it. No more “estimated days” language. No more winners and losers. We’re much happier with this system.show more

FOREST , of 63000 saplings, on a site that... was DUMP YARD earlier !! This site in Bingipura, #Banagalore, unattended turned into a dumpyard receiving huge amount of waste every day. From 2015, with the efforts and support of local community, BBMP, and other organizations, initiatives focused on rehabilitating the site were started. From Mar 2022, SayTrees planted 63,000+ trees of more than 50 different species were planted. Over 3 years, this afforestation project has brought back the barren land to life. Kiran Mazumdar-Shaw @BBMPCOMM Siddaramaiah DK Shivakumar Rainmatter Foundation Nithin Kamath Satya S Tripathishow more

Kitten update #8: The kitties are back home! Everyone... is getting very strong and active now. I forgot to take their weights this morning so I'll have to do it before the next feeding, but I'm confident everyone is continuing to gain. We started adding in some wet food today. I mixed up a slurry with some of the formula and stuck it in a syringe with a nipple on it. Nobody took to it right away except gray tuxedo, who loved it, but everyone else got some squirted in while they were chewing on the milk nipple and then they loved it. Well, except for dark tortie, which is a little ironic since she is by far the biggest little monster of the litter, but I guess she's done so well on the formula she's not interested in making a change yet. Butts are all looking SO much better now that I stopped using the wet wipes. However, we have now started to have some concerns about little to no pooping. Dark tortie hasn't pooped for 24 hours so I eliminated the yogurt from the formula and am crossing my fingers for some action before the end of the day or back to the vet she goes. I don't know how long they'll let me play with their tummies like this but it sure is fun for now!show more

Introducing Extend UI — open-source components for document agents... - 14 components & examples for PDF, DOCX, and XLSX viewers, plus bounding box citations, file upload, e-signature, and more - fully customizable - MIT licensed when we started, we tried every file viewer and document component library we could find unfortunately, none of them had all the functionality (and polish) that we wanted, so we ended up building our own for Extend it was only ever meant to be internal, but enough customers kept asking for it that we decided to give it back to the community it's useful for building agents, user-facing document flows, or internal tools we use and maintain it for Extend ourselves, so it'll keep getting better over time (and it's battle tested on millions of pages running through our system every day) it also works with design system agents like Magic Patterns for faster exploration and prototyping available today on the shadcn component registry! some examples in 🧵show more

Last day in China today. What an amazing journey... my wife and I have been on with our 3 kids this summer! 6 weeks on the road traveling through Asia, it’s been one heck of an amazing adventure 😃 Guangzhou you’ve been amazing 🙏🏼 Lots of family time, so many incredible memories, some truly unforgettable meals (best place to eat in China) and now we board a ferry back to Hong Kong before catching a flight this evening back to North America I’ve learned so much about China these last few weeks and can’t wait to share more with everyone soon 😃show more

Please read‼️Khartoum Aid Kitchen started out almost 4 months... ago as a pilot project between me and my Cousin Yaseen where we served one pot of fortified lentil stew with bread in the Hitana neighbourhood of Omdurman to 80 needy families (400 individuals). Today our Hitana kitchen has expanded to feed 1,600 hungry people everyday. Me and Yusuf wanted to replicate the success of the Hitana Kitchen across Khartoum State so we worked hard to expand our operation. Today the Khartoum Aid Kitchen initiative is the largest community Kitchen operation in #Sudan and has 23 community kitchens affiliated with it. We have hundreds of hard working volunteers and we feed 15,000 hungry people a day and are working to reach more. In addition to this we are also providing food assistance to thousands of those who have been displaced from Khartoum State. We receive no funding from NGO’s or Governments and are completely dependent on your donations in order to continue our vital work. If you are able to donate please do so, if not then we ask that you share widely 🙏🏽show more

Let's talk about agentic product design. Every company has... its own design process. What has always worked for me is spending long studio hours with our product team, dissecting things into pieces and putting them back together. In those sessions we look at value, usability, simplicity, aesthetics, behavior, storytelling, generics, and emotional mapping. I've been crafting products this way for as long as I can remember. Product work at Lemonade isn't for the faint of heart. This obsession over every detail is hard work, but I believe it yields better results and builds stronger talent. One of the things I love about our design and product team is how this process became a second nature to them. Feedback is fast, professional, and tension free. But in our latest session, something was different. One of our designers used Figma and Cursor to build a mockup that was so advanced, it was almost ready to be shipped. It was an incredible glimpse into a world where a single designer working on top of modern low code infrastructure will be able to launch production grade experiences for products with millions of customers, and with LoCo, I expect this to become a reality at Lemonade in just a few quarters. But there's a problem to watch out for. An interesting phenomenon I've noticed over the years is that the higher the fidelity of the work being reviewed, the more defensive people become. When someone shows up with something polished, they tend to resist feedback. They've already fallen in love with what they built, and it's hard for them to accept rejection. Radical candor feedback works best at an early stage of the project, before people get attached and feel the need to defend their work. This session was no exception. Because the work was so advanced, the review became binary, and its maker became defensive. Happily, we all caught ourselves in time to acknowledge this new dynamic and started figuring out how to go back to obsessing about every corner radius, shade of white, and word. When reviewing agentically coded designs, we'll try having our designers bring in more than one option, as well as the open Cursor project so we can make changes in real time if needed. We'll see how it goes, and if this is of interest, I'll update what we learn.show more

To everyone asking about our Jet engine project⚠️: As... I said in my return speech🙏🏻, some unfortunate & unpleasant things happened to me that I've just survived I have not been as lucky as others may have been either I am just moving at the pace available to me & my team I am currently restructuring & rebuilding the major brand ZEDORA Working on making our pioneer products mainstream again Streamlining our operations etc This is not a toy⚠️ Aerospace projects of this scale cost alot of money ⚠️ We built systems from scratch Developed our own designs We have burned through a few millions already just to get to this stage of development Once we have the ability to start its R&D again, we will resume building in public as is our M.O I know many if u well wishers want to crowd fund for its development, I appreciate that, but matters that concern 'public money' are not as easy as it appears, one needs to be very very careful Yes we've actually tried to secure corporate funding for the expansion of the project, but there hasn't been any headway yet, raising capital for such an ambitious project especially from this part of the world is....... The project is still alive, but just offline for now, until the variables to continue pop up The goal of this project, with our successful prototype was to create indigenous gas turbines/engines for various applications, one of which is the aerospace aspect✅ We will be back to it soon... Thanks #Zedorashow more

We have now been informed that a naval drone—which... is NOT Ukrainian (according to the Minister of Defense)—loaded with explosives was destroyed 80-100 meters from the Neptun Deep platform. F-16 were used to destroy it, firing their onboard cannons (the cannon is a 6-barrel rotary machine gun, kind of like the one on the Predator that Schwarzenegger used in the forest—only more powerful). Given that it was 80–100 meters away and wasn’t engaged by anyone on the platform or in the surrounding area, this concerns me. Back in 2023, I wrote about a secret everyone knew: Neptun Deep project is located within the exclusive economic zone (EEZ), so it’s in our part of the Black Sea, but it is NOT protected by NATO. This exclusive zone borders Ukraine to the north and northeast. Except that the northeastern part is de facto controlled by russia, as it is the EEZ of the Crimean Peninsula. Neptun Deep is focused on gas extraction and transforming Romania into the largest producer and exporter of gas in the European Union. Who do you think is most economically affected by this? You guessed it: russia. Because gas will be extracted from the Pelican block for at least the next 20 years. Do you think we no longer need gas? We do—for example, for massive AI data centers, which are energy-intensive. Neptun Deep is such a strategic and beneficial project for Romania—and so detrimental to russia—that as early as 2023, I, a simple man with some wartime experience, predicted that the russians would target Neptun Deep. They will use hybrid attacks against our project. The Ministry of Defense and the Romanian Presidency must provide us with assurances and some information (of the kind that does not compromise OPSEC) on how we will protect our project. If the drone turns out to be russian—as I am convinced it is—then the russian ambassador in Bucharest must be expelled immediately, as today’s incident constitutes a direct attack on Romania’s energy security and the prosperity brought about by the development there. No mercy! Get out!show more

Gujarat sees a GIB chick after a decade, through... a novel conservation measure - the jumpstart approach, coordinated by the Ministry, State Forest Departments of Rajasthan and Gujarat, and Wildlife Institute of India. Envisioned by PM Shri Narendra Modi ji in 2011 to conserve GIB in its natural habitats including Gujrat, Project GIB was launched in 2016. As a result the number of birds in conservation breeding centres, started at Sam and Ramdevra in Rajasthan, have reached 73 with addition of 5 new chicks in this season and we are moving ahead towards rewilding of birds in near future. In achieving another milestone, a female GIB, tagged in August 2025, had laid an infertile egg in Kutch, as this population has lost all its males long back. In a major trans-state conservation effort, a captive-bred GIB egg from the conservation breeding program in Rajasthan was transported by road over 19 hours in a handheld portable incubator and was replaced in the nest on 22 March. The female completed incubating this fertile egg and hatched it on March 26. The field monitoring team found the young chick being reared by its foster mother. This effort is among one of the many steps to recover the critically endangered Great Indian Bustard populations. With the commitment to save GIB, we are making great progress in India’s conservation journey. Congratulations to all scientists, field officers and wildlife enthusiasts who made this possible. We are keeping our fingers crossed for the survival of the chick. At the same time we remain committed to leaving no stone unturned to make the endeavour successful. 🎥 The GIB takes a stroll with her chick.show more

I came to Linea.eth as a crypto newbie, afraid... to even make a couple of transactions. The testnet toughened me up and taught me a lot. Linea Voyage gave me more confidence and knowledge - I was farming LXP and learning, but mostly in a mechanical way. 👨‍🔬 Everything changed one day when my friend sent me a tweet from Linea announcing that a Frog NFT collection would launch on the network. Without hesitation, I joined the Ethereum Frogs 🐸 Telegram chat and started grinding for WL. Right away, I met Pran, Sᕼᗩᘻᗩ, 0xSupertramp🥕, and the OGs, who are still in the community today. From that moment, activity in Linea became full of life! ❤️‍🔥 We learned, made mistakes, tried new things - every single day! Without exaggeration, we started and ended our days together 🐸 Later, I became Frog of the Month alongside Cipresa and bilgute.eth🐸, and our leader, Sᕼᗩᘻᗩ, invited us to a conference in Brussels. That was something else! We attended the conference, side events, learned, worked, watched football, and drank beer together with Linea.eth! I was amazed at how close the team was to the community and how open everyone was. As time passed, I became even more involved in eFrogs and joined the team as a moderator. CROAK had already been launched, we were making new partnerships almost daily, we launched the new eFroglets collection, and we just kept building! We launched PondFun (and are now preparing for its revival). We met with Linea again, this time in Singapore at TOKEN2049, and even presented our project to vitalik.eth. Throughout the conferences, I was lucky to meet, listen to, and connect with so many amazing people Trantor, Suza, Declan Fox, Francesco Andreoli ᵍᵐ, cam, Big Iron Chris, alain.linea.eth, Ema // (🫰,✨), , ZeroLend - I’m even afraid to tag them all because I know they won’t fit in one message! We have so many friends, and it’s all thanks to Linea! The market can be tough, but challenges test and strengthen us. eFrogs keep building and bringing life to the Linea ecosystem. And we keep going because we believe in somETHing! Today, Ethereum Frogs 🐸 is celebrating a birthday! This year has flown by quickly and productively! 🐸💪 Happy birthday, eFrogs! Shama, thank you!show more

Today we took a major step forward in executing... the strategy outlined. 20.23% of the $PEPEWH supply has now been moved into the multisig. This capital is dedicated to growth initiatives including exchange listings, market making, artist collaborations, and other key drivers needed to scale the project properly. This is a direct reflection of the lessons learned. Supply is being managed with intention, and resources are being deployed where they create real impact. The dev wallets will continue to buy dips, and as always, any rewards generated will be reinvested back into the chart. Alignment remains the priority. The goal is to build more than just another token. We are building a coordinated effort between communities that share a common vision and are committed to executing together. The targets remain unchanged. 10 million is the first milestone. 100 million is the next. There is a clear path for a project built on two globally recognized meme archetypes to reach those levels when backed by discipline, transparency, and consistent execution. This is how we move forward. Together. Official links below...👇 Dexscreener: Dextools: Telegram: Contract: H21gP58wVqK4cFJTNcWdcwDxT8A2y7Lek1mYRxQGpumpshow more

I went a little overboard with Codex last week... and burned through my entire weekly allowance in two days. Luckily, my quota reset today. Otherwise, I’m not sure what I would’ve done. It got me thinking: instead of asking one large model to handle everything from start to finish, why not let a stronger model plan the project and review the work, while a model built for execution handles the day-to-day implementation? So I tried it. The result was better than I expected. I used GPT-5.6 Sol in Codex as the decision-maker, then ran Ling-3.0-flash from Ant Ling inside OpenCode as the execution engine. Together, they built a small 3D farming game. Before writing any code, I had Codex create four documents: SPEC.md defined the product scope and the lines we couldn’t cross. ARCHITECTURE.md laid out the isometric coordinate system, state machine, and module boundaries. TASKS.md broke the project into small jobs Ling could tackle one at a time. ACCEPTANCE.md explained how each step would be tested and what “done” actually meant. Then I gave Ling a very straightforward role: You are the execution model for this project. Read all four documents before you begin. Work only on the task assigned for this round. When you’re done, run typecheck, test, and build. If anything fails, read the error, fix it, and run the checks again. Do not move on to the next task early. Ling handled dependency installation, project structure, strict TypeScript configuration, test setup, and a production build in 6 minutes and 3 seconds. It ran into issues with the Vite test config, a TS6310 error, and a missing jsdom dependency along the way. Instead of stopping at the first error, it kept reading the logs and fixing the problems until all three checks passed. The speed was honestly hard to believe. If you exclude the time spent waiting on tools, it was producing more than 100 tokens per second. That made the whole development loop feel noticeably faster. After this experiment, I’m planning to keep using the same workflow. If the task is small, there’s no reason to call an expensive planning model for every single step. If the task is large, handing the entire project to a Flash model in one prompt isn’t a great idea either. The setup that makes more sense to me is: Use a more capable model such as Codex to explore the project, make architectural decisions, and break the work down. Put the constraints into specs, schemas, types, and tests instead of leaving them buried in chat history. Give Ling-3.0-flash a steady stream of clear, verifiable implementation tasks. Report bugs with structured context and actual error logs, rather than saying, “It still doesn’t work.” Bring Codex back in for architecture reviews, visual checks, and changes that affect multiple parts of the project. The point of this setup isn’t to give AI a big “build the whole project” button. It’s to turn software development into a pipeline with a much more sensible cost structure: Codex figures out the plan, sets the boundaries, and catches problems. Ling-3.0-flash moves quickly, calls tools reliably, and works through well-defined tasks at scale. For agent workflows that involve lots of repetitive edits, production tasks, and tool calls, this may be a more practical answer than simply using the biggest model for everything.show more