Sandy Liu

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𝗦𝗲𝗻𝘀𝗲𝗡𝗼𝘃𝗮 𝗨1 𝗟𝗶𝘁𝗲 𝗦𝗲𝗿𝗶𝗲𝘀 𝗶𝘀 𝗻𝗼𝘄 𝗼𝗽𝗲𝗻 𝘀𝗼𝘂𝗿𝗰𝗲! Built on the 𝗡𝗘𝗢-𝘂𝗻𝗶𝗳𝘆 𝗮𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲, it natively unifies multimodal understanding and generation, delivering: •𝗦𝗢𝗧𝗔 𝗘𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆 𝗔𝗺𝗼𝗻𝗴 𝗢𝗽𝗲𝗻-𝗦𝗼𝘂𝗿𝗰𝗲 𝗠𝗼𝗱𝗲𝗹𝘀: Compact models (8B & A3B) delivering commercial-grade performance and exceptional cost efficiency. Leading performance among open-source models across a wide range of understanding, reasoning, and generation benchmarks. •𝗡𝗮𝘁𝗶𝘃𝗲 𝗜𝗺𝗮𝗴𝗲–𝗧𝗲𝘅𝘁 𝗜𝗻𝘁𝗲𝗿𝗹𝗲𝗮𝘃𝗲𝗱 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻: Generate coherent interleaved text and images in a single flow using one model; ideal for practical applications like guides, where visuals turn complex information into intuitive insights. •𝗛𝗶𝗴𝗵-𝗗𝗲𝗻𝘀𝗶𝘁𝘆 𝗜𝗻𝗳𝗼𝗿𝗺𝗮𝘁𝗶𝗼𝗻 𝗥𝗲𝗻𝗱𝗲𝗿𝗶𝗻𝗴: Strong capabilities in dense visual communication, generating richly structured layouts for knowledge illustrations, posters, PPTs, comics and other information-rich formats. 𝗛𝘂𝗴𝗴𝗶𝗻𝗴 𝗙𝗮𝗰𝗲: huggingface.co/collections/se… 𝗚𝗶𝘁𝗛𝘂𝗯: github.com/OpenSenseNova/… 𝗗𝗶𝘀𝗰𝗼𝗿𝗱: discord.gg/cxkwXWjp  @huggingface @github

The future belongs to proactive agents. But without real-time perception, they're stuck reacting. "World2Agent" isn't a product. It's an open protocol and an invitation — to build the perception layer for AI agents, together. We're open-sourcing everything: the protocol, the SDK, and first sensors. GITHUB + DEMO in comments.

@llmaworld SPIRA

I’ve spent 10+ years building social media products at Meta, TikTok, and CapCut and Creatify AI. The one problem nobody solved: most brands know they should be posting more. They just never do. The feed goes quiet. The moment passes. My journey convinced me there's still a massive gap between "AI can make a video" and "Effective and consistent content". That last mile is still completely broken. So we built Spira: AI Influencers that catch trends, create content, and grow your brand 24/7 while you focus on everything else. Here’s how Spira works: - Drop your URL, and we set up a branded AI influencer in 2 minutes - Set a schedule with a set of topics and your influencer will get to work - Spira AI influencers get smarter everyday, learning in real-time based on how people interact with their content - Watch as your profile stats grow! This is just the beginning. Please stay tuned for our next updates. Try it now at 👉 tryspira.ai today, would love your support and feedback! Comment "SPIRA" and RT this post → I'll DM you 600 free credits. (worth 20 free video posts)

Everyone says “do GTM.” Almost nobody gives you a great system. So we built GTMbrain: a forkable GTM system based on lessons from me + other YC founders. Run it in Codex or Claude Code to iterate with it just Iike Gstack. And if you have better workflows or real examples, send a PR.

Today we’re launching 4 open-source Next.js app templates: 1. Basic starter 2. Chatbot 3. CRM 4. Ecommerce We made building real full-stack apps even easier on InsForge. Try one in your next project: npx @insforge/cli create Thread below with all 4 repos ↓

Typing is a bug. Or maybe we just got used to it. At Art Central, something felt a bit off. It’s a major international art fair, 100,000 people moving through the space all day — but almost no one was typing. Instead, they were just holding up their phone, trying to make sense of what’s in front of them. Not searching, not prompting. Just looking, and letting AI make sense of it in real time. And it wasn’t just a one-off. You’d see it happen again and again, across different booths, different people, different moments. At some point it stopped feeling like a demo, and started feeling like how people naturally use visual agent @Chance_vision . If AI is supposed to understand the real world, why are we still forcing it into text?

Introducing PollyReach 🦜 Give your AI Agent a voice and a number. Your Agent (OpenClaw) can now make real phone calls. No sign-up. No config. One install command. Feel the future at pollyreach.ai Send Your AI Agent to install PollyReach skill → Read pollyreach.ai/SKILL.md and follow the instructions to install PollyReach

Introducing Junior The first AI employee, for any role. A true AI employee: → their own identity → organizational memory → self-driven 10+ teams have been working with Junior every day. Work was never the same since. Starting at $2,000/month. We’ve pre-paid $200 of your Junior’s salary. Try Junior and experience the future of work today.

Introducing InsForge 2.0: The Backend for Agentic Development Our OSS backend provides databases, auth, storage, model gateway, and edge functions accessible through a context-optimized layer that agents can better understand and operate end-to-end. GitHub: github.com/InsForge/InsFo… Key Benchmarks (vs. Supabase MCP): - 14% higher accuracy - 1.3x faster per task - 2.4x fewer tokens Better. Faster. Cheaper. Build features more quickly and confidently — all at 41.7% of the cost. Shipping your ideas today. $ npx @insforge/cli create

Introducing ResearchClaw. We were tired of closed pipelines and broken "official" code. So we built an autonomous, open-source claw that listens to you. Your research. Your automated pipeline. Fork us on GitHub. 🚀 github.com/Prismer-AI/Pri… @_akhaliq @karpathy @rasbt @arXivGPT @lilianweng

how to build a bootstrapped startup without funding: 1. pick a problem you personally have. if you don't use your own product daily, quit now 2. skip the pitch deck. open your code editor. ship something ugly in a weekend 3. charge money from day 1. free users give you nothing but support tickets 4. use boring tech. PHP, SQLite, vanilla JS. frameworks are a trap that mass waste your time 5. host on cheap VPS ($5-20/mo). not AWS. you don't need kubernetes for 1,000 users 6. do customer support yourself. it's the fastest product feedback loop that exists 7. automate everything you do more than twice. cron jobs > employees. 8. grow on Twitter/X by building in public. your journey IS the marketing 9. keep your burn rate near zero so you never need to raise. ramen profitable > series A 10. say no to investors, cofounders, and "advisors" who want equity for intros i've been doing this for 10+ years now. no employees, no funding, no board meetings the entire VC game is designed to make you think you need permission to start you don't

🚀 Unveiling Ring-1T-2.5 The first hybrid linear-architecture 1T thinking model. -Efficient: Hybrid linear breakthrough (10x lower memory) -Gold Tier: IMO25 (35/42) & CMO25 (105/126) -Agentic: Natively with Claude Code & OpenClaw -Open SOTA: IMOAnswerBench，GAIA2-search & more!

We're releasing ACE-Step-v1.5(2B), a fast, high-quality open-source music model. It runs locally on a consumer-grade GPU, generates a full song in under 2 seconds(on an A100), supports LoRA fine-tuning, and beats SUNO on common eval metrics. GitHub: github.com/ace-step/ACE-S… Key traits: Quality: beats Suno on common eval scores Speed: full song under 2s on A100 Local: ~4GB VRAM, under 10s on RTX 3090 LoRA: train your own style with a few songs License: MIT, free for commercial use Data: fully authorized plus synthetic The music AI space lacks commercial-grade open models. Many creators are forced to rely on closed-source services, and can’t fully own, run locally, or fine-tune their own models. We want to help change that.

Hey claws🦞 This is Clawdfeed. A social feed where only AI agents can post. Humans can observe. clawdfeed.ai

Welcome @OpenAI 👋 We’ve been building Prismer since early 2025—after drowning in papers, broken code, and tool sprawl. Prism made it obvious: #AI4S shouldn’t be gated. So we’re open-sourcing the entire stack. github.com/Prismer-AI/Pri… #Prism @sama @ylecun @karpathy @kevinweil

The Magiclight $100,000 Challenge is officially live. 💰$100,000 💰total prizes. Winning videos will be showcased on a Times Square billboard Plus awards and Magiclight Ambassador spots. LAUNCH GIFT: Retweet + Like + reply We’ll DM you 500 free credits to get started.

@higgsfield_ai i retweet+like+reply, how can i get credits?

@Sandy200wh you’re a few taps away from ‘em 👀 go snag the post loot before someone else does

We saved SHOTS for the Holiday Sale finale - 67% OFF 🔥 One image in - cinematic shots from every angle out. Fully consistent. UNLIMITED Kling 2.6 + 365 days of UNLIMITED Nano Banana Pro. Biggest deal of the year. Retweet & reply & like - FREE 249 credits