Justice Onyekachi👨🏾‍💻

@rohanpaul_ai First, Is this not unethical? Secondly, I still think that 10% is still a great deal of uncertainty for many industries. For instance, imagine using this for defence or law and order. Even a 0.1% failure in precision can cause serious consequences.

Anonymous usernames are no longer much protection when LLMs can piece together a person’s public trail. LLMs can identify supposedly anonymous people online by turning messy posts into personal clues. The best setup finds 68% of true matches at 90% precision, meaning 9 out of 10 guesses are right, while older methods stay near 0%. The problem is that pseudonyms often seemed safe only because linking a person across sites used to take lots of careful manual work. This paper cuts that work by making an LLM do 3 jobs: pull identity hints from raw text, search a huge pool of possible matches, and compare the best candidates to reject weak fits. The authors tested this on 3 cases: matching Hacker News users to LinkedIn profiles, matching Reddit movie users across communities, and matching the same Reddit users across different time periods. The main result is that the reasoning step beats simple matching by a wide margin and stays useful even as the candidate pool grows, which matters because it shows that public writing alone can now be enough to join accounts or name a person at scale. ---- Paper Link – arxiv. org/abs/2602.16800 Paper Title: "Large-scale online deanonymization with LLMs"

@shiri_shh But somehow, the pentagon: - Murdered 100+ school kids - Struck oil storages endangering civilians - Replaced a "bad" leader with a "worse" one - Hiked oil prices and flattened the stock market and is still losing the war. Maybe, the "AI" isn't intelligent enough.

Palantir AI + Claude was used to detect, prioritize, and strike over 1,000 targets in the first 24 hours of Operation against IRAN. The success was so ridiculous, so game-changing, that the Pentagon didn’t even wait. What used to be just a pilot project, just something they were testing out… suddenly became official, permanent, and everywhere. Palantir is now the core AI brain of the entire U.S. military. It’s getting rolled out across ALL branches.

@akshay_pachaar Well detailed bro. Thanks for this!

@CAF_Media SHAME ON YOU ALL CAF.. I'M DISAPPOINTED

The CAF Appeal Board decided that in application of Article 84 of the Regulations of the CAF Africa Cup of Nations (AFCON), the Senegal National Team is declared to have forfeited the Final Match of the TotalEnergies CAF Africa Cup of Nations (AFCON) Morocco 2025 (“the Match”), with the result of the Match being recorded as 3–0 in favour of the Fédération Royale Marocaine de Football (FRMF). cafonline.com/news/caf-appea…

@vitddnv 10k

Most people take 6+ months to hit $10K MRR. I did it in 14 days. My "14 Day Revenue Launch Blueprint" breaks down every single step so you can do the same. Follow me + Reply "10K" and I’ll DM you the link right now.

@robert_shaw Hi @robert_shaw I'm building an AI-powered B2B2C gifting platform. Let's connect!!

🌈 Follow Friday!! Got under 10,000 followers? Join me! 👋 Say hi 🏗️ Showcase your product 👪 Connect and grow #buildinpublic

@robert_shaw Really amazing products I'm seeing in the comment section. I'm building an AI-powered B2B2C gifting platform. Looking to connect with awesome founders building awesome products..🙂

SaaS/Startup founders What are you building currently? Show your amazing product below, join 100+ founders here every week. #indiehackers #buildinpublic

@levelsio Any person who'd invest in a company that bought their domain name for $12M deserves to lose his/her money.

Icon, the AI Admaker, just went bankrupt They paid $12M for the domain Icon.com and now it's dead

@lottsnomad This is wonderful man.. Goodluck!

we have officially launched! and i can’t lie… this one feels different almost a year ago, i left london and moved to san francisco with 2 suitcases and a big bet on myself london was comfortable i had friends, a network, a routine but comfort caps your ambition i wanted to be somewhere that stretched me since landing here everything has compounded • hosting events and meeting amazing operators • late-night founder dinners that turned into partnerships • joining yc and being pushed to move faster than we thought possible the last few months have felt like 2-3 years compressed into one and now it’s official we’ve launched what started as an idea about performance-based payments is now a live product helping companies actually move money better this is more than a product launch for me it’s the result of changing environments, raising standards, and betting on yourself publicly grateful for sf grateful for yc grateful for everyone who’s supported @jvheaney and and we’re only at the beginning if you’re in the creator or performance economy and care about scaling payouts properly, @usegrade is live onwards 🚀

@TonnnyNiger @RealQueenBee__ It's too large of a story to tell in a tweet. Most of your questions are out in the open. You just have to look at the right sources. To get fact based answers, look towards: - Jeffrey sachs - Tucker carlson - @DavidHundeyin Note: Don't believe anything that has no proof

@kachiCodes @RealQueenBee__ Oya give us the real story.

UPDATE FROM THE US CENTRAL COMMAND (CENTCOM) Operation Epic Fury Key Breakdown. Force Size: • 50,000+ U.S. troops deployed • 200 fighter jets • 2 aircraft carriers • Strategic bombers including B2, B1, B52 Strike Totals: • 2,000+ targets struck • 2,000+ munitions used in joint U.S. and Israeli strikes • Hundreds of Iranian ballistic missiles and drones destroyed Air Campaign: • B1 and B2 bombers carried out surgical strikes deep inside Iran • B52 bombers targeted command centers and missile infrastructure • High tempo air strikes conducted alongside the Israeli Air Force Naval Operations: • Multiple waves of ship launched cruise missiles • 2 U.S. carrier strike groups operating around Iran • 17 Iranian naval vessels sunk, including Iran’s most advanced submarine Ground and Missile Operations: • U.S. Army using PrSM deep strike missiles • Task Force Scorpion Strike deployed LUCAS one way attack drones against Iranian targets • Remaining Iranian mobile ballistic missile launchers are being tracked and hunted Iranian Response, Iran launched: • 500+ ballistic missiles • 2,000+ drones • Many attacks targeted civilian infrastructure Operational Picture: • Naval forces striking from the sea • Air forces conducting continuous strike waves • Army deep strike units targeting missile infrastructure inside Iran

@marclou Incredible story marc!!👏👏🎉🎉 TedX next?

Where do I start… For a big part of my life, I didn’t fit in. At school, I’d argue with teachers because I didn’t like what I was learning. At university, I got bad grades and drank way too much to build a personality. At my short 9–5 job, I kept wondering what I was doing there. I joined Twitter in November 2021. When I discovered the indie hacking community, I felt a sense of belonging for the first time in my life. It’s hard to describe, but I loved the idea of working on your own thing and sharing everything publicly. It felt like freedom. So I started building startups. 1 in 2021. 10 in 2022. It took almost a year to reach 1,000 followers. I never planned to build an audience. I thought that if I kept building things, some people might discover my work. In my wildest dreams, maybe 10,000 followers? So I kept building. 10 more startups in 2023. As I shipped many small bets, some started to take off. They paid my rent. More people followed. Then ShipFast launched in August 2023. It reached $50k/month, and my audience started growing faster. In June 2024, my account passed 100k followers. It felt unreal. A few days ago, I saw my profile picture in the 𝕏 App Store screenshot. Today, my account crossed 300k. Now, some people recognize me in the street. None of this was planned. None of it was expected. I’m beyond grateful. Thank you for being here. You gave meaning to this whole journey. ❤️

@RealQueenBee__ story story... @RealQueenBee__ Emancipate yourself from mental slavery. Wouldn't say you're a mossad propangandaist. Let's just say you're ignorant. Give yourself to research. Don't swallow everything the US media throws at you. You're supposed to be smarter than this.

HAPPENING; For the 1st time ever, Isreal used a Secret Advanced Technology to create an artificial 4.3 magnitude earthquake. It struck Iran’s Gerash region in Fars Province, at 10 km depth destroying Iran's underground Nuclear and Missile Bunker.

@Daviowhite Totally.. Somehow they kinda cause a higher level of motivation.. I don't quite know why but I'd bet it's coming from the same place as the good old vengeance.

Sometimes you need people who will tell you that you can not make it, there’s a different kind of drive it gives

This is amazinggg!!!👏🎉 I've seen a few founder folks in Nigeria FOMOing over CAL ai's acquisition. Relax guys, it probably wouldn't have as much scale or even be profitable in Nigeria. Market dynamics are different. Unless you wanna target the US market.

@zach_yadegari Congrats man..👏

Cal AI has been acquired by MyFitnessPal 🚨 Henry and I started Cal AI as 17-year old high school students with one mission: make calorie tracking easier with AI. In just 18 months, we’ve helped millions of people lose millions of pounds. And we broke $50m in ARR along the way. We are at an incredible inflection point in history where ANYBODY can build a product that can improve lives and make millions. As founders, we get a lot of praise. The truth is that this would not have been possible without our incredible 30+ person team. We are so proud of what this team has accomplished, and are thankful to everyone that has been instrumental in Cal AI’s development and success. Cal AI will continue as a separate app from MyFitnessPal. The combined team will share resources to continue helping people achieve their fitness goals!

@leyeConnect That's one of the best ways to prompt actually.. especially for people without fundamental prompt engineering expertise. Just tell the LLM to write a comprehensive prompt for the use-case you want. sometimes, it even writes it in an XML format.

When I describe a UI problem to ChatGPT and ask it to generate a prompt for Claude, the output is usually more rigorous and technically framed than my original attempt. Prompting itself is a skill, let the machines speak to themselves.

@tibo_maker All valid!!!💯 As a frontend heavy dev myself.. I still think AI is still not at that point of proficiency in design sense, unless you add a design for context and human-in-loop time to finetune. Ideally, AI coding tools should be able to create intuitive designs themselves.

creator of Claude Code says "coding is solved" he's right, but only for 0.01% of AI native devs because they drastically changed how they operate here are the 7 shifts the other 99.99% haven't made yet: 1. behavioral scenario engineering traditional unit tests don't work in AI-native development - the AI can teach to the test if it sees the codebase while building you need external behavioral scenarios: specs stored separately as a holdout set, checking whether the app does what a real user needs without letting the AI see the answer key think less "does this function return the right value" & more "does this flow work for a confused first-time user at 11pm on a sat" 2. architecting digital twin env to let AI agents run at scale without breaking real systems, you need simulated env built around the actual services your product touches behavioral clones of Slack, Jira, your database, your payment provider - so agents can run full integration testing in a safe sandbox, any time, without risking real data or real users almost nobody is doing this yet 3. high-precision articulation it used to be how fast you could implement, now it's how precisely you can specify machines don't carry tribal knowledge so any ambiguity becomes a guess & software guesses compound the skill is describing a problem precisely enough that an agent can one-shot it without asking a clarifying question 4. AI context architecture the longer a session runs, the more the AI quietly forgets context windows fill up, critical decisions get compressed out & it starts contradicting things you established hours ago the fix is simple and almost nobody does it - maintain markdown files capturing your business context, user context, architectural decisions, constraints, and known failure modes etc when the AI drifts, you don't re-explain everything. you just point it back to the files 5. legacy archeology most code in the world is brownfield - undocumented institutional knowledge held together by developers who know which parts you never touch on a friday getting AI to take over requires reverse-engineering all that implicit knowledge into explicit, machine-readable specs painstaking work - but really important 6. outcome evaluation over code review the question stops being "how was this written" and becomes "did this actually work" that requires genuine trust in your eval framework - enough to approve a feature based on behavioral test passes without reading the diff most developers aren't psychologically there yet. getting there is as much a mindset shift as a skills shift 7. economic compute management running a dark factory is expensive agents running continuously, parallel builds, full test suites firing on every change - this adds up fast the devs and teams who win at this level manage serious compute spend and design agent workflows that are powerful without being wasteful and make the economics legible to the people holding the budget

@AfamDeluxo my brother, if you believe that Iran's the wrong country here, sense is far from you. Sorry. Ga cho echiche gi..

Every other Islamic country in the Middle East is standing against Iran, except Nigerian Muslims. At some point, something decisive has to be done in Nigeria. We can't continue like this..

@GeneralSnow_ I'm ashamed of you... Before you take a stand.. get your facts right. But if after learning about all that's happened, you still choose to support these bullies, then you're even more evil than them.

NIGERIA STANDS WITH ISRAEL AND AMERICA NIGERIA STANDS WITH ISRAEL AND AMERICA NIGERIA STANDS WITH ISRAEL AND AMERICA NIGERIA STANDS WITH ISRAEL AND AMERICA NIGERIA STANDS WITH ISRAEL AND AMERICA NIGERIA STANDS WITH ISRAEL AND AMERICA NIGERIA STANDS WITH ISRAEL AND AMERICA NIGERIA STANDS WITH ISRAEL AND AMERICA NIGERIA STANDS WITH ISRAEL AND AMERICA NIGERIA STANDS WITH ISRAEL AND AMERICA