صفوان-safouane

@RM4Arab فيني دكة

كلمة توجهها له ؟

@TeamMbappeXtra Donkeycuis Senior

Real Madrid were 7 points ahead in Laliga until Vinicius Jr happened.

@theMadridZone Donkeycuis senior

🧐 What is the problem at Real Madrid?

@TexasTSLA @grok why?

We've gone limp again 😭😖😖😭 $TSLA WHYYYYYY

After a certain age, your parents slowly become your children. They ask simple questions, repeat stories, and depend on your patience the way you once depended on theirs. Very few understand this role reversal.What looks like innocence or inconvenience is really time coming full circle. Don't correct them harshly. Don't rush them. Care for them the way they once protected you. This is not a burden. It is repayment.

we were 7 points ahead before this though, no amount of gaslighting will let some of us forget this

Palestinians have had 80 years of October 7s. This is what Israel has always been. If you support Israel, you support murdering people and burning them alive for having the wrong race. If this surprises you or you disagree, you're a hopeless victim of propaganda.

@ianbremmer The US can open Hormuz next week by simply evacuating all US bases in the Middle East, ending all military and economic aid to Israel, and lifting sanctions on Iran. The entire world wins except Israel's land thieving regime.

Incredible that this was caught on film, yet there’s barely any coverage in Western media and the coverage that does exist doesn’t name ISRAEL.

Today I$rael tried to kill me in a targeted airstrike in southern Lebanon as I was reporting on was the targeting of bridges and the forced displacement of 1 million people, an ethnic cleansing operation on a larger scale than the Nakba I have absolutely no doubt that this was deliberate. Despite claims there were no warnings ahead of the strike and no notifications sent to the Lebanese Army who allowed us to film As we have seen in Gaza they want to silence journalists who document and report their war crimes It is the western powers who provide political and military support for I$rael, arming it to the teeth to carry out genocide in Gaza and ethnic cleansing here in Lebanon. They are not simply complicit, but active participants and should be held accountable for their actions. But if I$rael thinks today’s strike will silence us and keep us out of the field they are very, very mistaken

the government can kill almost 200 children at an elementary school with no recourse, but you’ll go to jail if you don’t pay for them to do so.

@midoahm CAF was fine when Egypt dominated. Now it’s "corrupt" because Morocco won? 😂 That’s not football analysis that’s pure salt habibi

#CAF is a real joke!!I have been saying this for years I Have been even saying that most of the African legends who are involved/attending all the CAF Events/Meetings are CLOWNS 🤡 the decision to take away the Cup from #Senegal and hand it to #Morocco is the biggest scandal in the History of #football a decision that simply will Divide #Africa Welldone to #Motsepe you made us all look like some of the western world wants us to look like!!We look now like #idiots #backwards #corrupted continent!!#Africa deserves better!! There must be a revolution in African football All these people must go and today not Tomorrow!! I’m not here against Morocco I love Morocco and I love Moroccans and I have a lot of Moroccan friends who I really love and respect but come on guys this is gone too far!! You lost on the pitch Senegal were the better team at the final they deserve to be the champions of Africa it’s clear simple and you all know it!! I really wanted congratulate my Moroccan friends but I can’t congratulate you on something you won at the office and not on the pitch!!

if they’re lying to your face about things happening right now in real time with cameras everywhere and the internet at your fingertips imagine how bad the history books are

This is exactly how Trump will announce ending Iran war very soon let that sink in 😭🤣😂

@Morganantifac 🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮

ياع على بروباغندا 🤢🤢

@SkyNews "dead" vs "killed", spot the difference.

The difference is by design.

A clear penalty was awarded in the Marseille vs. FC Paris match, yet in the Africa Cup of Nations, similar situations involving players like Sabiri and El Kaabi were ignored and no penalties were given. Still, some people claim that we are cheating and that referees favor us. This is unfair and shows a double standard in officiating.

@mohammedawaad الفيفا هي من تحدد.

أعلنت إسبانيا اليوم استضافتها لنهائي كأس العالم 2030 .. هناك شعور بأن أفريقيا فوّتت على نفسها فرصة استضافة نهائي مونديال للمرة الثانية في تاريخها، بسبب كثرة الجدل ونظريات المؤامرة التي نشروها خلال كأس أمم أفريقيا.

A few random notes from claude coding quite a bit last few weeks. Coding workflow. Given the latest lift in LLM coding capability, like many others I rapidly went from about 80% manual+autocomplete coding and 20% agents in November to 80% agent coding and 20% edits+touchups in December. i.e. I really am mostly programming in English now, a bit sheepishly telling the LLM what code to write... in words. It hurts the ego a bit but the power to operate over software in large "code actions" is just too net useful, especially once you adapt to it, configure it, learn to use it, and wrap your head around what it can and cannot do. This is easily the biggest change to my basic coding workflow in ~2 decades of programming and it happened over the course of a few weeks. I'd expect something similar to be happening to well into double digit percent of engineers out there, while the awareness of it in the general population feels well into low single digit percent. IDEs/agent swarms/fallability. Both the "no need for IDE anymore" hype and the "agent swarm" hype is imo too much for right now. The models definitely still make mistakes and if you have any code you actually care about I would watch them like a hawk, in a nice large IDE on the side. The mistakes have changed a lot - they are not simple syntax errors anymore, they are subtle conceptual errors that a slightly sloppy, hasty junior dev might do. The most common category is that the models make wrong assumptions on your behalf and just run along with them without checking. They also don't manage their confusion, they don't seek clarifications, they don't surface inconsistencies, they don't present tradeoffs, they don't push back when they should, and they are still a little too sycophantic. Things get better in plan mode, but there is some need for a lightweight inline plan mode. They also really like to overcomplicate code and APIs, they bloat abstractions, they don't clean up dead code after themselves, etc. They will implement an inefficient, bloated, brittle construction over 1000 lines of code and it's up to you to be like "umm couldn't you just do this instead?" and they will be like "of course!" and immediately cut it down to 100 lines. They still sometimes change/remove comments and code they don't like or don't sufficiently understand as side effects, even if it is orthogonal to the task at hand. All of this happens despite a few simple attempts to fix it via instructions in CLAUDE . md. Despite all these issues, it is still a net huge improvement and it's very difficult to imagine going back to manual coding. TLDR everyone has their developing flow, my current is a small few CC sessions on the left in ghostty windows/tabs and an IDE on the right for viewing the code + manual edits. Tenacity. It's so interesting to watch an agent relentlessly work at something. They never get tired, they never get demoralized, they just keep going and trying things where a person would have given up long ago to fight another day. It's a "feel the AGI" moment to watch it struggle with something for a long time just to come out victorious 30 minutes later. You realize that stamina is a core bottleneck to work and that with LLMs in hand it has been dramatically increased. Speedups. It's not clear how to measure the "speedup" of LLM assistance. Certainly I feel net way faster at what I was going to do, but the main effect is that I do a lot more than I was going to do because 1) I can code up all kinds of things that just wouldn't have been worth coding before and 2) I can approach code that I couldn't work on before because of knowledge/skill issue. So certainly it's speedup, but it's possibly a lot more an expansion. Leverage. LLMs are exceptionally good at looping until they meet specific goals and this is where most of the "feel the AGI" magic is to be found. Don't tell it what to do, give it success criteria and watch it go. Get it to write tests first and then pass them. Put it in the loop with a browser MCP. Write the naive algorithm that is very likely correct first, then ask it to optimize it while preserving correctness. Change your approach from imperative to declarative to get the agents looping longer and gain leverage. Fun. I didn't anticipate that with agents programming feels *more* fun because a lot of the fill in the blanks drudgery is removed and what remains is the creative part. I also feel less blocked/stuck (which is not fun) and I experience a lot more courage because there's almost always a way to work hand in hand with it to make some positive progress. I have seen the opposite sentiment from other people too; LLM coding will split up engineers based on those who primarily liked coding and those who primarily liked building. Atrophy. I've already noticed that I am slowly starting to atrophy my ability to write code manually. Generation (writing code) and discrimination (reading code) are different capabilities in the brain. Largely due to all the little mostly syntactic details involved in programming, you can review code just fine even if you struggle to write it. Slopacolypse. I am bracing for 2026 as the year of the slopacolypse across all of github, substack, arxiv, X/instagram, and generally all digital media. We're also going to see a lot more AI hype productivity theater (is that even possible?), on the side of actual, real improvements. Questions. A few of the questions on my mind: - What happens to the "10X engineer" - the ratio of productivity between the mean and the max engineer? It's quite possible that this grows *a lot*. - Armed with LLMs, do generalists increasingly outperform specialists? LLMs are a lot better at fill in the blanks (the micro) than grand strategy (the macro). - What does LLM coding feel like in the future? Is it like playing StarCraft? Playing Factorio? Playing music? - How much of society is bottlenecked by digital knowledge work? TLDR Where does this leave us? LLM agent capabilities (Claude & Codex especially) have crossed some kind of threshold of coherence around December 2025 and caused a phase shift in software engineering and closely related. The intelligence part suddenly feels quite a bit ahead of all the rest of it - integrations (tools, knowledge), the necessity for new organizational workflows, processes, diffusion more generally. 2026 is going to be a high energy year as the industry metabolizes the new capability.