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my brother-in-law's alfred hitchcock-themed airbnb in small-town california is killing it https://t.co/IdldTZkYWy
my brother-in-law's alfred hitchcock-themed airbnb in small-town california is killing it https://t.co/IdldTZkYWy

Arc Raiders: Game in AI debate in running for top Bafta award https://t.co/TeTFDNTqGU @ARCRaidersGame @tommyr345 @bbcnews
Accenture and Anthropic launch multi-year partnership to move enterprises from AI pilots to production https://t.co/8AFdgWKbMp @accenture @AnthropicAI
๐๏ธ EDIT TEXT is here. Like you always wanted. Accurate Recognition: Reads text in complex layouts, wild fonts, even half-hidden areas. Flexible Editing: Edit, delete, or rewrite any text in the image while keeping the original style, just like a document.
thank you Woke Elon https://t.co/DfPME4LSKU

๐จ POST-QUANTUM CRYPTOGRAPHY: THE ENCRYPTION WAR HAS BEGUN ๐จ Your passwords are not โsafe for yearsโ anymore. Theyโre already broken โ you just donโt know it yet. ๐งจ Right now, powerful actors are using a strategy called โHarvest Now, Decrypt Laterโ: ๐๏ธ 2024: they quietly record your encrypted data โก 2030+: they use quantum computers to crack todayโs encryption in hours โก๏ธ Your secrets today = public knowledge tomorrow Whatโs at risk? 1๏ธโฃ Your bank accounts โ from โsecureโ to โsteal everythingโ ๐ธ 2๏ธโฃ State secrets โ diplomacy, defense, critical infrastructure ๐๏ธ 3๏ธโฃ Your health data โ perfect blackmail material ๐งฌ 4๏ธโฃ Cryptocurrency โ keys broken, assets worthless overnight โฟ๐ฅ The old crypto is not enough. We need new quantum-resistant shields: ๐ง CRYSTALS-Kyber โ encryption defender ๐ถ CRYSTALS-Dilithium โ signature guardian ๐ฆ SPHINCS+ โ strong, stateless signatures ๐งฑ Lattice-based schemes โ math fortresses for the post-quantum era This isnโt sci-fi. Itโs a timeline problem: ๐ Classical decryption: millions of years โ๏ธ Quantum decryption: ~8 hours If you build in: โข AI โข Web3 / Crypto โข Fintech โข Healthcare โข Governments / critical infrastructure โฆyou cannot ignore post-quantum cryptography anymore. Now is the time to: โ Audit your encryption โ Track PQC standards (CRYSTALS-Kyber, Dilithium, SPHINCS+, lattice-based) โ Start a migration roadmap before itโs too late The Quantum Apocalypse is not a movie. Itโs a roadmap โ and the countdown has already started. โณ Save & share this post with someone who still thinks โSSL padlock = safe foreverโ. #QuantumComputing #Cybersecurity #AI #Web3 #Blockchain
Nearly a third of American teens interact with AI chatbots daily, study finds https://t.co/SnSTc6sau0 @claresduffy
When a chatbotโs advice is a matter of life or death, how can we leave AI to the free market wild west? https://t.co/O5lG8nbvNf
Introducing Jais-2 - a major leap for Arabic AI.ย Co-developed with @G42ai , Inception, and @mbzuai, Jais-2 is a family of Arabic models built end-to-end on Cerebras from pretraining to inference. Jais-2 70B runs at 2,000 tokens/sec โ 20x faster than leading LLMs. It brings deep cultural grounding and dialect awareness to more than 400 million Arabic speakers worldwide. Learn more: https://t.co/eej9cyti8K

the future of software is personal. as personal as bird watching. if the app you want doesn't exist, make it. software isn't owned by programmers anymore. it's owned by people who know exactly what they need. bird watchers. knitters. runners. parents tracking their kids' art. people cataloging their vinyl. the more niche, the better. n=1 software. made by you, for you.
Minimax @Hailuo_AI 2.3 has seemed to fly under the radar, but at the moment it is one of our favorite models available. Here we ran a test comparing it with @Kling_ai 2.6 because we wanted to see how it performs in a side by side test with a model we believe is one of the best on the market. Here are the different prompts we ranโฆ Prompt 1: Slow camera push-in as a futuristic flying transport vehicle lifts off from a platform. Prompt 2: Cinematic, medium-shot of a woman frantically running away from something in the forest, the camera is tracking the woman as she runs. Prompt 3: close-up shot of an orangutang eating a banana at a zoo Prompt 4: two scientists are working in a laboratory. Suddenly, something in front of them begins smoking and burning. Both scientists run out of the shot as they run for their lives. Prompt 5: two knights (on horseback) gallop across an open field, as the knights ride across the field the camera cranes up (revealing more of the wide open landscape). Verdict ๐: I was intentional about testing each model thoroughly in a unique way with each prompt, whether it was testing physics with a lab fire or action shots with a jungle chase, before drawing my conclusions. I was impressed with how Hailuo handled skin texture and prompt adherence. Similarly, I continued to be impressed with Klingโs physics and camera movements. Surprisingly, Hailuo 2.3 won 2 out of 3 tests; making it the technical winner. However, I would still lean towards Kling as the greater model given what it has to offer compared to Minimax Hailuo. Needless to say, the competition was closer than I expected. If you havenโt been paying attention to Minimax Hailuo 2.3, it might be worth a look.
lmao Woke Elon got my back https://t.co/o61iJrCk8O

๐ Introducing VoxCPM 1.5! We are taking realistic speech generation to the next level with major upgrades in audio quality and stability. ๐งโจ What's new: ๐ 44.1kHz Hi-Fi Audio: Now supports high-sampling-rate waveform decoding (up from 16kHz). โก High Efficiency: Generates 1s of audio with only 6.25 tokens (prev. 12.5), maintaining speed with higher quality. ๐ Dev-Friendly: New scripts for LoRA & Full Fine-tuning to enable deep customization. ๐ Enhanced Stability: Minimized artifacts and improved performance on long-form audio. Experience the new standard for TTS. ๐ Huggingface: https://t.co/eBcaVeD6ba Github: https://t.co/VjpJxoyoLr #VoxCPM #TTS #AI #OpenSource #OpenBMB

Pipecat 0.0.97 release. Some highlights: Support for @GradiumAI's new speech-to-text and text-to-speech models. Gradium is a voice-focused AI lab that spun out of the non-profit Kyutai Labs, which has been doing architecturally innovative work on neural codecs and speech-language models for the last two years. Continued improvements in the core text aggregator and interruption handling classes, both to fix small corner cases and to make behavior as configurable as possible. This is the kind of often-invisible work that underpins Pipecat's ability to support a wide range of models and pipeline "shapes." Models stream (or don't stream) tokens differently. Different use cases need to make different engineering trade-offs in the service of natural, low-latency interactions. Similarly, continued steps towards full support of reasoning models. Mostly, reasoning models haven't been used in voice AI pipelines, because we are generally prioritizing low latency. But, increasingly, we are using multiple models in parallel in voice agents. Thinking fast and slow, as it were. Using reasoning models requires updating `LLMContext` abstractions to thread thought signatures into the conversation context, and handling function call internals slightly differently. Access to word timestamps from the @cartesia_ai speech-to-text model. The Smart Turn model service now defaults to the new v3.1 weights and uses the full current utterance rather than only the most recent fragment.
Last month, Google dropped something interesting: five AI Agent papers released across five consecutive days, one per day, each digging into a different part of how agents should be built, evaluated, secured, and deployed. No big splash, just a steady rollout of more than 250 pages of highly technical material. Hereโs the distilled version of what those five drops covered: Read. Learn. Bookmark.
Put together some notes on Mistral Vibe, Mistral's new CLI coding agent (think Claude Code / OpenAI Codex) which is Apache 2 licensed, written in Python+Pydantic+Textual and has a neat set of system and tool definition prompts that are fun to read https://t.co/PccM3HkMKr
One month ago, we released a 41-page ebook on context engineering. Turns out, we had way more to say. Our new blog post dives deeper into the discipline of treating the context window as a scarce resource and designing everything around it (retrieval, memory, tools, prompts) so your LLM spends its limited attention budget only on high-signal tokens. ๐ง๐ต๐ฒ ๐ฆ๐ถ๐ ๐ฃ๐ถ๐น๐น๐ฎ๐ฟ๐ ๐ผ๐ณ ๐๐ผ๐ป๐๐ฒ๐ ๐ ๐๐ป๐ด๐ถ๐ป๐ฒ๐ฒ๐ฟ๐ถ๐ป๐ด: 1๏ธโฃ ๐๐ด๐ฒ๐ป๐๐: Orchestrate decisions and manage information flow dynamically 2๏ธโฃ ๐ค๐๐ฒ๐ฟ๐ ๐๐๐ด๐บ๐ฒ๐ป๐๐ฎ๐๐ถ๐ผ๐ป: Refine user input for different downstream tasks 3๏ธโฃ ๐ฅ๐ฒ๐๐ฟ๐ถ๐ฒ๐๐ฎ๐น: Optimize chunking strategies to balance precision and context 4๏ธโฃ ๐ฃ๐ฟ๐ผ๐บ๐ฝ๐๐ถ๐ป๐ด ๐ง๐ฒ๐ฐ๐ต๐ป๐ถ๐พ๐๐ฒ๐: Guide the model on how to use retrieved information 5๏ธโฃ ๐ ๐ฒ๐บ๐ผ๐ฟ๐: Design layered systems (short-term, long-term, working) that don't pollute context 6๏ธโฃ ๐ง๐ผ๐ผ๐น๐: Enable real-world action through the Thought-Action-Observation cycle The blog includes a complete walkthrough of building a real-world agent with ๐๐น๐๐๐ถ๐ฎ, our open source agentic RAG framework. You'll see how built-in tools (query, aggregate, cited_summarize) and custom tools work together in a decision-tree architecture with global context awareness. Read the full blog post here: https://t.co/uuDcf3o0K2
If you found this helpful, follow us @AINativeF for more insights. A like or share on the first tweet would mean a lotโthank you for your support! Image Credit: Flux https://t.co/RF8pCvxzz6

If you found this helpful, follow us @AINativeF for more insights. A like or share on the first tweet would mean a lotโthank you for your support! Image Credit: Flux https://t.co/Vb0lWSzWfv

Gemini Nano Banana 3 Pro. Prompt ๐ facelock_identity": "true", "accuracy": "100%", scene"Colorful Y2K scrapbook poster aesthetic, vibrant stickers, multiple subjects wearing the same outfit and hairstyle with different poses and cutouts, colorful strokes and lines, frameless collage style. Includes: close-up shot with heart-shape fingers, full-body squatting pose supporting chin while holding a white polaroid camera, mid-shot touching cheek while blowing pink bubblegum, mid-shot smiling elegantly while holding a cat ,seated elegantly with one eye winking and peace sign, and mid-shot holding daisy flowers. Holographic textures, pastel gradients, glitter accents, playful doodles, magazine cut-out graphics, chaotic yet balanced layout, extremely artistic and visually engaging", main_subject": { "description": "A young Y2K-styled woman as the main focus in the center of the scrapbook collage.", "style_pose": "Playful and confident Y2K pose โ slight side hip pop, one hand holding a lens-flare keychain, face toward the camera with a cute-cool expression, slight pout, candid early-2000s photo vibe." outfit": { "top": "Cropped oversized sweater in pastel color with embroidered patches", "bottom": "pastel skirt with a white belt", "socks": "White ankle socks with colorful pastel stripes", "shoes": "white sneakers", "accessories": [ "Colorful plastic bracelets", "Chunky colorful rings", "Sparkling belly chain", "hairstyle": "type": "Y2K half-up half-down", "details": "Pastel flowers clips,thin front tendrils, wavy dark brown hair with bubblegum-pink tint on the lower strands, iconic early-2000s look." additional_visuals": "Heart, star, and butterfly stickers", "Retro sparkles", "Polaroid frames", "Neon outlines", "Doodle borders", "Magazine cutout texts: 'SO CUTE!', '199X!', 'GIRL VIBES'", "Pastel lighting", "Glossy dreamy retro glow", "Ultra-aesthetic scrapbook layout" photography_rendering": { "color_grading": "Cinematic neon Y2K", "lighting": "Soft flash lighting","skin_texture": "Smooth glossy finish", "rendering": "High-detail hyperrealistic Y2K scrapbook tone", "quality": "8K", "composition": "Perfectly balanced and artistic" negative_prompt": "no realism that breaks Y2K aesthetic, no modern 2020s clothing, no messy composition, no blurry face, no distorted hands, no extra limbs, no face warping, no low resolution, no grain, no muted colors, no watermark, no AI artifacts"
Gemini Nano Banana ใใใใขใใใญใผใใใ็ปๅใงๅฎ่กใใPromptใซๅคๆด ๏ผๆใใฎ็ปๅใใขใใใญใผใใใฆ็ๆใใ็ตๆใ๏ผๆใ #AIart #nanobanana https://t.co/cj5mVrJw4W
Gemini Nano Banana 3 Pro. Prompt ๐ facelock_identity": "true", "accuracy": "100%", scene"Colorful Y2K scrapbook poster aesthetic, vibrant stickers, multiple subjects wearing the same outfit and hairstyle with different poses and cutouts, colorful strokes and lines, frameless c

If you found this helpful, follow us @AINativeF for more insights. A like or share on the first tweet would mean a lotโthank you for your support! Image Credit: Flux https://t.co/ZeL1E2kyam

Rien de nouveau mais filer une photo ร GPT (ou mรชme via un Make / n8n) en lui disant de prompter en JSON pour une IA gรฉnรฉrative et la faire faire ร Nano Banana รงa marche super bien et super rapidement. ๐ Photo d'origine et image nano banana du 1er jet sans rien d'autre que ce que GPT m'a donnรฉ. 40s pour faire รงa. Pas parfait, perfectible... mais dans un N8N c'est super efficace pour de la prod de contenu.

Je crois avoir trouvรฉ un truc cool suite ร la rรฉponse de @Rudy_dlt2 en commentaire. La photo ci dessous je l'ai eu en one shot en : - passant la mรชme photo que dans le tweet initial - mettant mon nouveau prompt plus complet - le passant ร nano banana Complรจtement automatisable. Vous en dites quoi de l'image par rapport ร celle pondue avec le prompt GPT turbo basique initial ?
Rien de nouveau mais filer une photo ร GPT (ou mรชme via un Make / n8n) en lui disant de prompter en JSON pour une IA gรฉnรฉrative et la faire faire ร Nano Banana รงa marche super bien et super rapidement. ๐ Photo d'origine et image nano banana du 1er jet sans rien d'autre que ce q
If you found this helpful, follow us @AINativeF for more insights. A like or share on the first tweet would mean a lotโthank you for your support! Image Credit: Flux https://t.co/oCYKSgSIS4

ๅใปใฏใทใงใณใใจใฎๅ ๅฎนใ่งฃ้ใใฆใ่จไบๅ ใซๅทฎใ่พผใ็ปๅใๅ จใฆ็ๆใใฆใใใ ใใฎ็ปๅๅ ใงใฎๆฅๆฌ่ช่กจ็พใNano Banana Proใชใฎใงๅฎๅฟ https://t.co/N5OfLukaJ7

Nano Banana Pro ๆ็คบ่ฏ๏ผ ็ๆๅพ็๏ผๆๅฎๆๅฐๅบๆฅ๏ผ็ถๅ็จ็บขๅขจๆฐด็ฏ็ๅฐๅ ไธๆๅไธญๆๆนๆณจใๆถ้ธฆใไนฑ็ป๏ผๅฆๆไฝ ๆณ็่ฏ๏ผๆฃ็ดข่ฟไธช่ดฆๆทๅ ๅฎน๏ผๆถ้ธฆ็ๅ ๅฎนไธป่ฆไธบๅๆงฝไป๏ผ่ฟๅฏไปฅๅ ็นๅฐๅช่ดด็ป ๆๅฐๅบๆฅ็ๆถๅ๏ผไฝ ่ฆไฟ็่ฟไธชๆจๆ็่ฟไธชๅคดๅๅ๏ผๅๅญๅใๆถ้ดๅ๏ผๅฐฑๅฅฝๅๅจ่ฟไธชๆจๆไธ้ขๆๅฐไธๆ ท๏ผไฝๆฏๅ่ฟไธชๆฏๆๅฅฝ https://t.co/F0TBQzQXgd
Prisma vs Drizzle ๅฆไฝ้ๆฉ๏ผ โข Prisma๏ผๅฆๆไฝ ๆฏๅๅญฆ่ ๏ผๆณๅฟซ้ไธๆ๏ผ5 ๅ้ schema ๅฐฑ่ท่ตทๆฅ๏ผ๏ผ้กน็ฎ็ฎๅ/ๅๅ้ถๆฎต๏ผไผๅ ๅ ณ็ณปๅค็ๅ่ฟ็งป่ชๅจๅใ2025 ๅนดไปๆฏๆๆต่ก ORM๏ผไฝ้ฟๅผ v7 ๅ็บง๏ผ้ค้ไฝ ๆต่ฏ่ฟใ โข ้ Drizzle ๏ผ่ฟฝๆฑๆง่ฝใ็ฑปๅๅฎๅ จๅ SQL ๆงๅถ๏ผๅฆ่ชๅฎไน JOIN๏ผ๏ผ้กน็ฎๆ้ซๅนถๅ/ๅคงๆฅ่ฏขใ

If you found this helpful, follow us @AINativeF for more insights. A like or share on the first tweet would mean a lotโthank you for your support! Image Credit: Flux https://t.co/rjPA1rYbM8

Swipe to steal my prompts ๐ Created with Nano Banana Pro inside https://t.co/8GQmVDnwxv Upgrade to Premium now to unlock UNLIMITED Nano Banana Pro generations โจ #Mediaio #aiprompts #nanobananapro #promptsharing #HolidaySale 1. https://t.co/X6SiifRVJt

Amazing Nano Banana ๐ Prompts to create stunning images! ๐จโจ Just follow me & comment โPromptโ โ Iโll DM you the full list! โ ๐ https://t.co/qrRzNU6jkl

Excited to announce a diffusion text-to-speech model Iโve been working on, Echo ! Blog: https://t.co/MlPiMLqsNg Demo: https://t.co/BbWJNtmpgf This project was made possible by the TPU Research Cloud.