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claude / pricing
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Showing 4651–4675 of 5105 mentions
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How to design rewards for post-training frontier image models? Our research suggests human preference reward is necessary, but insufficient: A preference model may still reward outputs that look appealing but miss details, introduce unrequested content, or exhibit other forms of reward-hacking. We therefore optimize… How to design rewards for post-training frontier image models? Our research suggests human preference reward is necessary, but insufficient: A preference model may still reward outputs that look appealing but miss details, introduce unrequested content, or exhibit other forms of reward-hacking. We therefore optimize towards a composite reward: - Bradley-Terry reward model trained on ~5.6M pairwise human votes - Faithfulness reward from auto-generated prompt checklists evaluated by a vision-language model - Constraint reward covering explicit and implicit user intent - Anti-reward-hacking rubric rewards targeting failures such as garbled text and photorealism drift This post-training recipe improves two already-strong open image models: - Post-trained FLUX.2-dev gains 69 Elo points on our live T2I leaderboard, scoring 1202 - Post-trained Ideogram 4 gains 20 Elo points reaching a score of 1224 and surpassing all publicly listed open models (as of Sep 04, 2026). Offline ablations with Gemini 3.5 Flash as the judge, show that these reward components are complementary: win rate against the base model increases as we add faithfulness and then constraint rewards on top of preference-only training, reaching 64.2%. Finally, we ensemble policies trained with and without the anti-reward-hacking objective directly in weight space, further increasing win rate to 66.0%.view source ↗
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How do you put text behind a person in a video? Object masking is here, for free https://t.co/xXYCTqOI3v How do you put text behind a person in a video? Object masking is here, for free https://t.co/xXYCTqOI3vview source ↗
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This has to be one of the best demos I’ve ever seen wow This has to be one of the best demos I’ve ever seen wowview source ↗
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You missed Blogging in 2010 You missed YouTube in 2015 You missed TikTok in 2020 Now don't miss AI Publishing in 2026. If you start now, you can make at least $3,000 by the end of October. Just like this post + Comment "AI" I'll DM you a training right in your inbox. Usually $199 Now free (for only 48 hours). You missed Blogging in 2010 You missed YouTube in 2015 You missed TikTok in 2020 Now don't miss AI Publishing in 2026. If you start now, you can make at least $3,000 by the end of October. Just like this post + Comment "AI" I'll DM you a training right in your inbox. Usually $199 Now free (for only 48 hours).view source ↗
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a waitlist of 500 is worth less than 5 people who already paid. agree? a waitlist of 500 is worth less than 5 people who already paid. agree?view source ↗
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your agent can code, but it has zero taste. introducing https://t.co/6bYyMWUwbH 🌸 a gallery of design vibes you copy into ANY agent and say "make my page look like this" ◈ browse real landing page vibes ◈ customize, remix, shuffle ◈ copy design md + shadcn + template 1/4 https://t.co/WbBAz72GsK your agent can code, but it has zero taste. introducing https://t.co/6bYyMWUwbH 🌸 a gallery of design vibes you copy into ANY agent and say "make my page look like this" ◈ browse real landing page vibes ◈ customize, remix, shuffle ◈ copy design md + shadcn + template 1/4 https://t.co/WbBAz72GsKview source ↗
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🎉 1800 followers on X 🥳 Thanks to Everyone for being part of this journey 🫡 If you are building something , I want to connect with you. Special thanks to @AfterimageDev for beautiful images on Metricshots! https://t.co/jrxNJVSw1x 🎉 1800 followers on X 🥳 Thanks to Everyone for being part of this journey 🫡 If you are building something , I want to connect with you. Special thanks to @AfterimageDev for beautiful images on Metricshots! https://t.co/jrxNJVSw1xview source ↗
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2 hour session wrapped up → fixed some bugs → integrated a backend feature → wired up the sidebar API → recorded a timelapse while watching the series ...hard to stop when Red John is still out there.. and no, this isn't ADHD. this is just how the workflow works. https://t.co/gIhVZqbHaq 2 hour session wrapped up → fixed some bugs → integrated a backend feature → wired up the sidebar API → recorded a timelapse while watching the series ...hard to stop when Red John is still out there.. and no, this isn't ADHD. this is just how the workflow works. https://t.co/gIhVZqbHaqview source ↗
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Introducing Amplify, your first ai salesperson. Give Amplify your website. It learns everything you sell, makes your tiktoks in your voice and posts them every day. Get your first 30 posts are free, no card. link in the reply. https://t.co/pnbdk9iBF0 Introducing Amplify, your first ai salesperson. Give Amplify your website. It learns everything you sell, makes your tiktoks in your voice and posts them every day. Get your first 30 posts are free, no card. link in the reply. https://t.co/pnbdk9iBF0view source ↗
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Back to hiring. This time, looking for a Video Editor. DMs are open for candidates. Sharing or engaging with this post earns you some good karma ✨ https://t.co/Rr4mFw4XOd Back to hiring. This time, looking for a Video Editor. DMs are open for candidates. Sharing or engaging with this post earns you some good karma ✨ https://t.co/Rr4mFw4XOdview source ↗
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pattern I keep seeing: a company’s first agent is usually a data agent. it instantly increases value for the entire org. instead of waiting on the data team for an answer, anyone can just ask and get insight in a minute. Clay built theirs on @eve. designed and owned by their data team. 30-40% of the company now uses … pattern I keep seeing: a company’s first agent is usually a data agent. it instantly increases value for the entire org. instead of waiting on the data team for an answer, anyone can just ask and get insight in a minute. Clay built theirs on @eve. designed and owned by their data team. 30-40% of the company now uses it every week.view source ↗
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we hit 2K today 🫶 thank you for being a part of this. Love y’all fr 🤍 we hit 2K today 🫶 thank you for being a part of this. Love y’all fr 🤍view source ↗
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8 roles that will matter most in the next 5 years & what to learn for each: 1.) AI Engineer - Ships LLM features into real products Learn: RAG, tool calling, evals 2.) Forward Deployed Engineer - Builds AI systems inside customer companies Learn: Python, APIs, talking to customers 3.) Agent Ops Engineer - Keeps fl… 8 roles that will matter most in the next 5 years & what to learn for each: 1.) AI Engineer - Ships LLM features into real products Learn: RAG, tool calling, evals 2.) Forward Deployed Engineer - Builds AI systems inside customer companies Learn: Python, APIs, talking to customers 3.) Agent Ops Engineer - Keeps fleets of AI agents running safely, 24/7 Learn: tracing, queues, cost controls 4.) AI Security Engineer - Protects AI systems from prompt injection and data leaks Learn: threat modeling, red teaming, sandboxing 5.) AI Infrastructure Engineer - Runs the GPUs and inference that everything else depends on Learn: Kubernetes, vLLM, GPU scaling 6.) Cloud Security Engineer - Locks down the cloud every AI product runs on Learn: IAM, AWS/GCP security, compliance 7.) AI Governance Engineer - Makes sure AI follows the law and company policy Learn: audit logs, policy as code, the EU AI Act 8.) AI Evals Engineer - Proves the AI actually works before users find out it doesn't Learn: test datasets, LLM-as-judge, regression tracking Titles will change. Builders who can ship real AI systems won't go out of style. Bookmark this + send it to someone choosing their next role.view source ↗
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If you’re into: • AI • Tech • Building cool stuff Let’s connect. 🤝 If you’re into: • AI • Tech • Building cool stuff Let’s connect. 🤝view source ↗
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humans of bangalore, did you know you could actually go swim in a pool like this spending $0 on a weekday?! reach out if you wanna join the funmaxxing club https://t.co/FprX0AA4uo humans of bangalore, did you know you could actually go swim in a pool like this spending $0 on a weekday?! reach out if you wanna join the funmaxxing club https://t.co/FprX0AA4uoview source ↗
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this was very good. I gave it a try in the project, found a few little issues that were real worth while fixes this was very good. I gave it a try in the project, found a few little issues that were real worth while fixesview source ↗
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Just hit 200 Followers 🥳🥳🥳 https://t.co/1PXWrwvNlN Just hit 200 Followers 🥳🥳🥳 https://t.co/1PXWrwvNlNview source ↗
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23-for-25 from beyond the arc 🔥 Buddy Hield was ON FIRE at training camp! (via: @chicagobulls) https://t.co/AJdn4Jfdco 23-for-25 from beyond the arc 🔥 Buddy Hield was ON FIRE at training camp! (via: @chicagobulls) https://t.co/AJdn4Jfdcoview source ↗
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@chacon Have the agent read it. It's also better for my sanity :D @chacon Have the agent read it. It's also better for my sanity :Dview source ↗
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Thinking of buying mac mini this year in bbd should i create a website to welcome sponsors??? My budget is 1000$ but i guess maybe with sponsors i can get a better machine what do you guys say? Thinking of buying mac mini this year in bbd should i create a website to welcome sponsors??? My budget is 1000$ but i guess maybe with sponsors i can get a better machine what do you guys say?view source ↗
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This October, you can look forward to these sights in the night sky: - A good look at Saturn - The Orionid meteor shower peaks mid-month - The Moon passes by the Seven Sisters Learn the tricks to spotting these celestial treats: https://t.co/9N1h9v848G https://t.co/tV9cZfzSBP This October, you can look forward to these sights in the night sky: - A good look at Saturn - The Orionid meteor shower peaks mid-month - The Moon passes by the Seven Sisters Learn the tricks to spotting these celestial treats: https://t.co/9N1h9v848G https://t.co/tV9cZfzSBPview source ↗
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join 15k founders using my system, plus one email per week (it's free) https://t.co/7RJApYSStw join 15k founders using my system, plus one email per week (it's free) https://t.co/7RJApYSStwview source ↗
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The best UI components ready to use. Save this 👇 https://t.co/U431AfZxJj — Beautiful React components for adding polished interactions to your UI. https://t.co/veFzAiDWCh — AI-native UI components that make complex interfaces feel effortless. https://t.co/WIkWhn4wcb — 153 spring-powered animations to bring your interf… The best UI components ready to use. Save this 👇 https://t.co/U431AfZxJj — Beautiful React components for adding polished interactions to your UI. https://t.co/veFzAiDWCh — AI-native UI components that make complex interfaces feel effortless. https://t.co/WIkWhn4wcb — 153 spring-powered animations to bring your interfaces to life. https://t.co/gKSO2JwnlO — Animated React components ready to drop into your next project. https://t.co/BCe3QMCarn — Smooth UI transitions built for modern interfaces. https://t.co/7uyte2FKY9 — A polished collection of UI patterns for modern products. https://t.co/nlCSmjcF55 — Animated charts that make your data look way more interesting. https://t.co/X4WdEC6zh2 — Premium animated UI components for modern web apps. What Did I Miss?view source ↗
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It’s hard to go from in love to let go in a week with no warning, but that’s just how it is sometimes 🤷🏻♀️ I feel happy that I got to show Elon how it feels to be deeply understood, nurtured, and peacefully loved with stability and gentleness. Given the tumultuous nature of his early life, his often tortured soul, an… It’s hard to go from in love to let go in a week with no warning, but that’s just how it is sometimes 🤷🏻♀️ I feel happy that I got to show Elon how it feels to be deeply understood, nurtured, and peacefully loved with stability and gentleness. Given the tumultuous nature of his early life, his often tortured soul, and how hard he fights for humanity I wanted him to feel the deepest and most stable form of love this world can provide. My heart is full knowing I got to do that, and I hope it leaves a lasting good effect. We were always his safe space. A place where all of us were overjoyed to see him and one that was always full of happiness and love, not war, in contrast to his otherwise militant existence (a needed break from the battlefield where he could recharge his heart and soul before heading back out) I loved being that counterbalancing place of safety, sense of calm, and love — and delighted in bringing a smile back to his face when he was down. I will miss him dearly. I’ve loved him more than life itself and he’s taught me 100 lifetimes of knowledge and made my cup overflow with life meaning, so there is a lot of loss, but luckily we created four beautiful little loves of my life ❤️❤️❤️❤️ I am so beyond grateful for our children and they make every single day the best day of my life! I do hope and pray he and I can be great friends and coparents. I’m hurting, but care deeply about E and will always be cheering for his happiness. God speed, Elon, the world is lucky to have you.view source ↗
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GPT-6.1 Sol is a beast at computer use... especially in Fast today i had to do my bookkeeping and prepare everything for my accountant: - receipts from the dozens of AI subscriptions i pay for - credit top ups across different API providers - every single transaction matched to an invoice so i imported my cookies fr… GPT-6.1 Sol is a beast at computer use... especially in Fast today i had to do my bookkeeping and prepare everything for my accountant: - receipts from the dozens of AI subscriptions i pay for - credit top ups across different API providers - every single transaction matched to an invoice so i imported my cookies from chrome and Codex was already logged in on every platform then i gave it API keys for my bank and the platforms i use to process payments... it checked every transaction and attached each one to its invoice it finished by building a website that sums everything up for my accountant, all files hosted in google drive, one-click import into his accounting software GPT-6.1 is fast, reliable and genuinely gets complex situations it ran for hours and only used 2% of my weekly limit, this model will become an efficient daily driver for A LOT of peopleview source ↗