Nickwe

Crypto newbie eager to learn the smart way

[Andrej Karpathy @karpathy]

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.

[Kaja Kallas @kajakallas]

Ukraine is Europe!
We stand by Ukraine.

We will step up our support to Ukraine so that they can continue to fight back the agressor.

Today, it became clear that the free world needs a new leader. It’s up to us, Europeans, to take this challenge.

[Mike Pence @Mike_Pence]

Mr. President, Ukraine did not “start” this war. Russia launched an unprovoked and brutal invasion claiming hundreds of thousands of lives. The Road to Peace must be built on the Truth.🇺🇸🇺🇦

“Russia Invades Ukraine in Largest European Attack Since WWII” @FoxNews (February 24, 2022) https://t.co/ra8R9PI9oj

[Eurosport France @Eurosport_FR]

🚨 𝐑𝐄𝐂𝐎𝐑𝐃 𝐃𝐔 𝐌𝐎𝐍𝐃𝐄 ! Extraordinaire Armand Duplantis, qui franchit une barre à 6,25m au Stade de France pour sublimer son deuxième titre olympique !

#Paris2024, c'est en intégralité sur Eurosport

[Nickwe @HeinenNickwe]

@BM_Lotto Dégoûté aussi, les deux finales les plus attendues et ça coupe 😢

[Nickwe @HeinenNickwe]

@SITERWELL @TristanBrothert @SITERWELL Still no availibility for clients in Europe ?

[President Biden Archived @POTUS46Archive]

Today, I met with Yulia and Dasha Navalnaya – Aleksey Navalny's loved ones – to express my condolences for their devastating loss.

Aleksey's legacy of courage will live on in Yulia and Dasha, and the countless people across Russia fighting for democracy and human rights.

[OpenAI @OpenAI]

Introducing Sora, our text-to-video model.

Sora can create videos of up to 60 seconds featuring highly detailed scenes, complex camera motion, and multiple characters with vibrant emotions.

https://t.co/YYpOAcrXQ3

Prompt: “Beautiful, snowy Tokyo city is bustling. The camera moves through the bustling city street, following several people enjoying the beautiful snowy weather and shopping at nearby stalls. Gorgeous sakura petals are flying through the wind along with snowflakes.”

[Chef Anthony Thomas @ChefAnthonyDC]

Imagine having the luxury of boarding a flight with only two passengers on it. Of all the seats on the flight, look where he decided to sit.

[Larry Panozzo @LarryPanozzo]

@russellcrowe Brussels is now located where Russell Crowe is

[Eurosport Nederland @Eurosport_NL]

🎱🏆 | CHAMPION OF THE WORLD! Zo zal Luca Brecel voor de rest van zijn carrière worden aangekondigd. Hij doet het onmogelijke tegen viervoudig wereldkampioen Selby. Fantastisch! 🏆🏆
#CazooWorldChampionship

📺 #Snooker kijk je op discovery+

[Tennis TV @TennisTV]

OUT.
OF.
THIS.
WORLD.

🤯 @janniksin @carlosalcaraz #MiamiOpen

[Clémence Guetté @Clemence_Guette]

C'est finalement l'image de cette interview #Macron13h :

Au moment de parler des "smicards" qui n'ont "jamais autant gagné de pouvoir d'achat", il retire discrètement sa jolie montre de luxe, sous la table.

Cet homme est une farce. #Greve23mars
https://t.co/DvhreQ0S3n

[Angèle Angèle @angele_vl]

…. belge 🍟😇

[Whole Mars Catalog @wholemars]

Tesla Boat

[International Observers Ukraine @INTobservers]

A very powerful message from Witch and Kiyanyn on the situation in Bakhmut and the reason why they are fighting. 11-01-23

Going to try to keep the videos in the same thread so people can follow the previous day's updates.

#Bakhmut is, was, and always will be #Ukraine️ 🇺🇦

[PDC Darts @OfficialPDC]

THE BEST LEG OF ALL TIME! 🤯🔥

MICHAEL VAN GERWEN MISSES D12 FOR A NINE-DARTER, AND THEN SMITH PINS A PERFECT LEG HIMSELF!

ONE OF THE GREATEST THINGS YOU'LL EVER SEE IN SPORT.

[Greta Thunberg @GretaThunberg]

this is what happens when you don’t recycle your pizza boxes

[Greta Thunberg @GretaThunberg]

yes, please do enlighten me. email me at [email protected]

[Nickwe @HeinenNickwe]

@Benzema Les autres pays te remercient 🙏