Protagonist

@karpathy So RLHF will always work for absolutes, because there is a predefined and measurable objective. While for arts and humanities, RLHF relies on the creativity of the human trainer in a defined and often short time interval (which is not optimal for encouraging creative thinking)

@karpathy Another factor for the slow progress in the arts and the staggering progress in maths, science and code by LLMs is due to the nature of knowledge creation in both spaces.The laws of the former are premised on the creativity of individuals while the laws of the latter on absolutes

Judging by my tl there is a growing gap in understanding of AI capability. The first issue I think is around recency and tier of use. I think a lot of people tried the free tier of ChatGPT somewhere last year and allowed it to inform their views on AI a little too much. This is a group of reactions laughing at various quirks of the models, hallucinations, etc. Yes I also saw the viral videos of OpenAI's Advanced Voice mode fumbling simple queries like "should I drive or walk to the carwash". The thing is that these free and old/deprecated models don't reflect the capability in the latest round of state of the art agentic models of this year, especially OpenAI Codex and Claude Code. But that brings me to the second issue. Even if people paid $200/month to use the state of the art models, a lot of the capabilities are relatively "peaky" in highly technical areas. Typical queries around search, writing, advice, etc. are *not* the domain that has made the most noticeable and dramatic strides in capability. Partly, this is due to the technical details of reinforcement learning and its use of verifiable rewards. But partly, it's also because these use cases are not sufficiently prioritized by the companies in their hillclimbing because they don't lead to as much $$$ value. The goldmines are elsewhere, and the focus comes along. So that brings me to the second group of people, who *both* 1) pay for and use the state of the art frontier agentic models (OpenAI Codex / Claude Code) and 2) do so professionally in technical domains like programming, math and research. This group of people is subject to the highest amount of "AI Psychosis" because the recent improvements in these domains as of this year have been nothing short of staggering. When you hand a computer terminal to one of these models, you can now watch them melt programming problems that you'd normally expect to take days/weeks of work. It's this second group of people that assigns a much greater gravity to the capabilities, their slope, and various cyber-related repercussions. TLDR the people in these two groups are speaking past each other. It really is simultaneously the case that OpenAI's free and I think slightly orphaned (?) "Advanced Voice Mode" will fumble the dumbest questions in your Instagram's reels and *at the same time*, OpenAI's highest-tier and paid Codex model will go off for 1 hour to coherently restructure an entire code base, or find and exploit vulnerabilities in computer systems. This part really works and has made dramatic strides because 2 properties: 1) these domains offer explicit reward functions that are verifiable meaning they are easily amenable to reinforcement learning training (e.g. unit tests passed yes or no, in contrast to writing, which is much harder to explicitly judge), but also 2) they are a lot more valuable in b2b settings, meaning that the biggest fraction of the team is focused on improving them. So here we are.

I collected 100+ GitHub repos with real AI engineering take-home assignments (plus hiring challenges and candidate submissions). Then I analyzed them to see what companies were asking for in Q4 2025 and Q1 2026. The result is one repo that makes the patterns easy to study in one place. It includes: - Company-issued assignments - Candidate submissions - Hiring challenges and competitions - Interview prep repos and templates Link: github.com/alexeygrigorev…

@Suryanshti777 Llm

This is insane 😳 Most people are just using AI tools Very few actually understand how they work So I collected Stanford’s complete LLM curriculum and turned it into a step-by-step learning path Worth over $500 Giving it away free for the first 4,500 people Transformers → Training → Alignment → Agents → Evaluation Study this once and you’ll stop guessing with prompts and start thinking like a real AI engineer How to get it: Follow must (so i can dm you) Rt and comment 'LLM'

@qureshi_roohan @bigdatasumit SQL Superstar

@bigdatasumit SQL SuperStar

I am giving you free access to my complete 50 Days SQL Superstar Program. The earlier SQL playlist helped millions, but interviews today need more depth. So I am rebuilding everything from scratch to help you crack top product based companies. I am also organising it in one clean portal with daily videos, notes, datasets, quizzes and certificates. 35 days are already live. To get the enrolment link just: - Follow me so that I can DM you - Like and Retweet - Comment "SQL Superstar" Free access available for a limited time. These 50 days can change your life! #sql #dataengineering #databases

@VittoStack AI

Creating a PRIVATE Telegram group for people to learn about AI and vibe coding. We’ll talk about what we’re building, revenue, favorite AI tools, plugins, Claude Code, new releases, marketing, content, X, etc. Comment ‘AI’ if you want to join. I'll DM you the link.

@FinPlanKaluAja1 @grok what is the gdp of Dallas, Texas as compared to that of Nigeria?

The gold resources the US is after, show it to me on the income statement of the federation Sure, I’ll wait All these conspiracy theories are not helpful. If the US wanted the resources, they would come in and sign a contract with your politicians, and you would hail it as FDI. Have you not read WikiLeaks? Is it America importing crude oil to Nigeria or Nigerians buying that crude from America, using scarce dollars, and inflating the price of imports? Why is Nigeria’s largest refinery importing oil in the first place? Did America convert your refinery to a blending plant? America is loaning you money via the World Bank, and you collect America has given you nearly $5b in aid, and you collect But they want your resources? Serious matters need serious data

@CFCHaven Marcelo Bielsa

@BennyBoyTips Unfair stoppage imo

Fabio Wardley is an Animal 🥊 He will now fight Usyk for the Undisputed x.com/BoxingzCentee/…

@OldTrafordTimes James Milner

Guess the player Level : Very Hard

Week 2 – My Journey @Web3Bridge ⚡️ Week 2 was all about diving deeper into Ethereum accounts and transactions. Here’s what I learned under the guidance of our mentor for week 2 @BAbraham_92 🔹 Difference between Externally Owned Accounts (EOAs) & Contract Accounts  • EOAs are controlled by private keys  • Contract accounts run on code 🔹 How transactions are signed, sent, and validated on Ethereum 🔹 Gas fees which are the “fuel” that powers Ethereum’s engine, where cost depends on computational work plus network demand 🔹 The structure of Ethereum from blocks, to the decentralized ledger, to how EOAs & transactions make both simple transfers and complex smart contracts possible. We also explored EIPs (Ethereum Improvement Proposals), and I even presented on EIP-3156 (Flash Loan Standard) which earned me the nickname Flashloan from my friends and cohortmates 😅. Here's the link to my article on EIP 3156 - Flash Loans Standard: pelumiemmanuelfadeni.hashnode.dev/understanding-… Every week, the puzzle pieces of Web3 are connecting more clearly.

@AfcCjay Ramos

@abebi454 @Ricklyguy111 I look forward to contributing to the project as a community mod

@Moyosore_oa Concise and Enlightening ❤️💯

This was a great read from James Clear’s weekly 3-2-1 mails jamesclear.com/3-2-1/august-2…

"Hello I am a serving Corp member here in kebbi state, one day I visited an orphanage within the vicinity and I met this young boy named uzochukwu, he is a Christian, he is four years old, he was kidnapped and

@FPLManagerIndia @HFadeni65832 @fadeni

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