Anthropic posted the best prompting lecture I've ever seen... and deleted it two days later.
I watched the recording last night and kept pausing it. Each time I opened Claude to test what they showed.
Two Anthropic engineers showed in 24 minutes how the Claude team actually uses it.
Not tips. Not hacks. The way they actually talk to Claude. Every day. For real work.
After 3 minutes you'll want to rewrite every prompt you've ever sent.
AMD CEO Lisa Su just killed Nvidia’s $4,000 AI box with a $1,499 lunchbox.
She walked on stage, held it in one hand, and ran a 235 billion parameter model live. No data center. No cloud. No rented GPU.
The chip inside is something nobody saw coming. AMD’s Ryzen AI Max+ 395 is the first x86 silicon where CPU and GPU share the same 128GB of memory. That single trick lets a desktop run models that used to need a server rack.
Out of those 128GB, Linux hands the GPU 110GB to play with. For context, an RTX 5090 gives you 32GB. A 4090 gives you 24. This box gives you more than three times either of them, in a chassis the size of a thick paperback.
The benchmark that broke the room: this chip beat an Nvidia RTX 5080 by more than 3x on DeepSeek R1 inference. A $1,499 lunchbox outrunning a $1,000 discrete graphics card on a real AI workload. Nvidia spent a decade convincing the world you needed their hardware for serious AI. AMD just put that on a desk for half the price.
Here is what nobody is telling you. A heavy AI user right now pays $200 for Claude Code Max, $200 for ChatGPT Pro, $20 for Cursor, $20 for Gemini. That is $5,280 a year leaving your account. The box pays itself off in 9 months and then runs free for the rest of its life.
Install Ollama. Pull Qwen3 235B. Point Claude Code at localhost. Same interface you already use, except now nothing leaves your machine, nothing costs per request, and no company throttles your usage at 3am when you finally have time to build.
This is the moment every AI subscription becomes optional. Lawyers stop fearing OpenAI leaks. Developers stop watching the token meter. Founders stop renting H100s for prototypes that never ship because the bill scared them.
The first thousand people to figure this out will own the next two years of private AI consulting.
Save this, and read the full breakdown article below you are watching the next shift hit before everyone else does.
KARPATHY JUST DROPPED A 2-HOUR INTERVIEW AND IT'S THE MOST HONEST THING IN AI RIGHT NOW
watched the whole thing. three things hit me hard:
> we're nowhere near real agents - including Claude
> AGI will blend into daily life and nobody will notice
> he quit AI research to fix education. because that's the actual problem
save this 👇
I don't care what kind of hardware you have, you should be running local models
It will save you a ton on money on OpenClaw and keep your data private
Even if you're on the cheapest Mac Mini you can be doing this
Here's a complete guide:
1. Download LMStudio
2. Go to your OpenClaw/Hermes and say what kind of hardware you have (computer and memory and storage)
3. Ask what's the best local model you can run on there (probably will be Gemma 4 or Qwen. if you have a big computer, it will be GLM)
4. Ask 'based on what you know about me, what workflows could this open model replace?'
5. Have OpenClaw walk you through downloading the model in LM Studio and setting up the API
6. Ask OpenClaw to start using the new API
Boom you're good to go.
You just saved money by using local models, have an AI model that is COMPLETELY private and secure on your own device, did something advanced that 99% of people have never done, and have entered the future.
If you are on smaller hardware you probably are not going to replace all your AI calls with this, but you could replace smaller workflows which will still save you good money
Own your intelligence.
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).
https://t.co/QKDI0FCKug
La NRF commence et on connaît déjà la star.
Ce qu’on ne doit pas louper.
Google vient de lancer sa révolution retail il y a quelques minutes.
Sundar Pichai a posté sur X il y a 30 minutes.
J’ai lu son post. Et pendant que je lisais, quelque chose s’est déclenché.
UCP, Gemini Enterprise, Wing… Ce n’était pas juste une annonce produit de plus.
C’était la fin d’une époque.
Le retail tel qu’on le connaît vient de changer de nature. Profondément.
UCP, c’est pas un énième protocole qui va finir dans un dépôt GitHub oublié. C’est un standard ouvert construit avec Shopify, Etsy, Wayfair, Target et Walmart. Endorsé par 20+ autres géants.
Et voilà ce qui change tout : un bouton “acheter” directement dans AI Mode et Gemini.
Tu cherches un sac CABAIA ? L’IA te trouve le produit, le marchand te propose un prix membre instantanément, te suggère des cubes de rangement basés sur tes achats passés, et tu paies en 3 clics via Google Pay. Sans jamais quitter la conversation.
Le marchand reste propriétaire de la relation client. C’est ça la vraie rupture.
Chez https://t.co/Uu2aene6Ij , on est full propriétaires de notre stack tech. De notre data. Une petite équipe au mindset de makers.
Et c’est exactement pour ça qu’on va embrasser ce changement à fond.
Pas de dépendance à une plateforme e-commerce qui prendra 6 mois pour intégrer UCP. Pas de layers de SaaS empilés qui ralentissent tout. Juste notre code, notre agilité, notre capacité à bouger vite.
Les gros vont avoir du mal à pivoter. Nous, on va juste coder.
Pendant 30 ans, on a optimisé le tunnel de conversion. On a réduit les frictions. Simplifié le checkout. Débattu entre 3 ou 4 étapes pour grappiller 0,5% de conversion.
Mais quand une IA shoppe pour toi, tout ça devient du bruit.
Elle ne voit pas ton site responsive. Elle ne ressent pas ton UX fluide. Elle parse des APIs et comprend l’intention.
Le futur du retail ne sera pas “comment rendre le checkout plus sexy”. Ce sera “comment structurer tes données pour que les agents IA achètent sans effort”.
Les retailers ne vont pas disparaître. Mais leur métier va se transformer en quelque chose de radical : architectes d’écosystèmes agentic, pas vendeurs de pixels.
Les meilleurs seront ceux qui comprendront comment penser une expérience qui fonctionne à la fois pour l’humain pressé et la machine qui exécute.
L’avantage des pirates ? On n’attend pas la permission pour monter à bord.
Parce qu’au final, personne ne veut passer 20 minutes à remplir un panier.
On veut juste ses courses.
Et Google vient de montrer que c’est déjà là.
Quelle époque vivons nous ! 🤩
AI agents will be a big part of how we shop in the not-so-distant future.
To help lay the groundwork, we partnered with Shopify, Etsy, Wayfair, Target and Walmart to create the Universal Commerce Protocol, a new open standard for agents and systems to talk to each other across every step of the shopping journey.
And coming soon, UCP will power native checkout so you can buy directly on AI Mode and the @Geminiapp.
@Farida_N Merci @Farida_N . J'ai compris le souci. Le site est inaccessible dans certains endroits. Etant au Maroc, je n'arrive pas à y accéder. Mais en mettant un VPN et me connectant avec une IP des USA, j'y ai accès. Vérifiez donc si certains IP ne sont pas interdits d'accéder au site.
D-91 until AFCON Morocco 2025 and guess what?
AFCON is the biggest African sporting event, and as an African (originally from Togo with roots across a few other African countries) living in this beautiful land of Morocco for quite a long time and a lifelong football fan
4/ No overthinking. Just vibes, Moroccan tea, and probably a few “why is this not working?!” moments.
I’ll share the journey (successes, fails, and surprises) right here on LinkedIn, X, or Facebook. Sometimes en anglais, parfois en français.
5/ The goal?
👉 Have fun.
👉 Learn by doing.
👉 Celebrate Africa’s biggest sports moment.
👉 Maybe inspire someone else to try.
👉 And, who knows, maybe we’ll end up with something cool to use during AFCON.