Running a coffee business means making decisions in a world that constantly changes. Inventory shifts. Customers change. Strategies need updates. @dotsstudioai’s dots3-note preview is designed for these long-term challenges. Built with 280B parameters, 16B active parameters, 512K context, and multimodal understanding, it goes beyond short answers. Its core capability is TEMPO. For long tasks, the challenge is knowing whether actions are still on the right path. TEMPO lets agents evaluate and adjust during execution through Actor and Critic — making decisions, checking progress, and refining strategies as the environment changes. Together with: 🌱 Learning in deployment — learning from unfamiliar situations. 🌍 Multimodal capability — understanding different types of information. dots3-note preview pushes AI closer to adaptive systems like rednote, while demonstrating advanced reasoning abilities including IMO gold medal-level performance. Tech blog: studio.dots.ai/dots/dots3-en… API: openrouter.ai/dots-studio/do…

Tested Qoder this week. Dropped a docs link into the task screen. Asked it to generate an architecture diagram. The agent read the docs, planned the structure, and built the diagram without me touching a single tool.

fine-tuning open-source models without this step is just burning GPU credits. inspect your data first. catch duplicates, empty outputs, bad rows. an AI agent can build the checker for you in minutes. i tried it in Qoder. i gave its desktop agent one task: build a local checker for instruction/output JSONL, let me fix flagged rows, and export the valid ones. on 12 sample rows, it caught: >2 duplicate instructions >2 empty outputs >1 instruction over my 300-character review threshold i fixed one empty output. the valid count went from 7 to 8. Qoder then verified that the exported JSONL contained 8 clean rows. duplicates aren't always wrong, and 300 characters isn't a model limit. those are reasons to inspect a row before training, not blindly delete it. Qoder planned the task, built the app, opened it in the browser, and checked the result. that's a useful tool to have before starting a fine-tuning run. i used Qwen3.8-Flash, which showed 0× Credits in my run. it's free through September 30. Try it through my referral page before downloading Qoder: qoder.com/activities?code=LB… You’ll get 600 credits: 300 from the 14-day Pro trial and 300 from my code.

Created a new task with Qoder: gave it one of my own talk recordings and its transcript, and asked it to find the five most clippable moments, caption them, and cut them with ffmpeg. This is the whole run (check the video 😏) • @qoder_ai_ide is a desktop app where you hand work over as a task rather than chatting about it. • You describe the outcome, pick a model, set permissions, and then watch it plan, run commands, and touch files. You can pause it or take over at any point. • The model picker is worth a look on its own. You choose per task or leave it on Auto, and Qwen3.8-Flash is running at 0.0x through September 30, so you can work through real tasks at zero Credits right now. 🪙 14-day Pro trial gets you 300 Credits. My code gets you another 300. 🔗 Enter AD23XU at qoder.com/activities?state=m… first, then download and sign in. [1/2] ↓ qoder.com/activities?code=AD… #ad

Qwen3.8-Flash is free inside Qoder right now 🤯 But tbh the 0.0x rate is not even the best part. Give Qoder one task and it can plan the work, use tools and verify the result while you watch. Here’s how it works:

Competitor tracking is one of those tasks that's easy to skip because it's slow. I tested automating it with Qoder. The goal was simple: every week, research what changed across competitors and produce a report I could actually review. Qoder planned the research, checked public updates, ran tasks in parallel, and compiled everything into a structured Markdown report with sources and caveats where evidence was limited. The workflow went from manual to: schedule → research → verify → analyze → report. I also ran Qwen3.8-Flash on it, which is showing 0.0x Credits through September 30. Qoder has a 14-day Pro trial with 300 Credits. Sign up before downloading through this link and you get another 300 — 600 Credits total: qoder.com/activities?code=4H… The interesting part isn't just the research. It's having an AI agent turn a recurring task into a finished artifact automatically.

This was a text message. Now it’s episode one. Watch it become a scene, meet the cast, and decide what happens next. Cuddler — Living Stories. 🧵

What makes real-time world models truly scalable? PixVerse R2 takes an interesting approach by balancing speed, capability, and long-term consistency across models, data, tasks, control signals, and time. @PixVerse #PixVerseWorldModel

PixVerse R2 asks a fundamental question: can real-time world models scale? Real-time favors smaller, faster models. Generality favors larger models with broader understanding. R2 takes this tradeoff head-on by decoupling capability from efficiency across two core engines. #PixVerseR2 #PixVerseWorldModel #GenerativeAI

I wanted to see if an AI agent could take one goal all the way to a finished artifact. I gave Qoder a weekly competitor-tracking task. I started on the task screen, selected my workspace, left the model on Auto, set permissions, and sent the outcome instead of a step-by-step prompt. Qoder read the context and began planning. Rather than one generic research pass, it ran subagents for Cursor, Windsurf and GitHub Copilot in parallel. I watched them check public updates and bring their findings back into the main task. The work was visible: planning, tool calls, terminal commands, file changes and progress updates. It did not feel like another chat answer. It felt like watching a task move through an actual workflow. The final artifact was competitor-weekly-2026-09-22.md competitor-weekly-2026-09-22…. It summarized the week's highlights and included sources and caveats, including where public evidence was limited. That made the output reviewable: I could check the sources, question the conclusions, and decide what to do next. That is the part I care about. Qoder is a desktop AI agent you can hand an outcome as a task. It reads context, plans, uses tools, executes and verifies. You can watch, adjust, pause or take over. One goal → planning → parallel research → terminal work → verified Markdown report. In the model picker, Qwen3.8-Flash was showing 0.0x Credits through September 30, so that option was available at zero cost during the offer. If you want to try it, Qoder has a 14-day Pro trial with 300 Credits. Sign up first using this link at qoder.com/activities?code=U3… before you download. That adds another 300 Credits, for 600 total.

One of the features our users love most is Speak to edit. Select some text and just say: "Make it friendlier." "Turn this into a professional email." "Rewrite this as a viral post." "Translate this." But we kept hearing one request: What if I don't have anything written yet? So we built Help me write. Now you can simply tell Typeless what you want to say, and it'll write it from scratch. We believe voice will become the next major interface between people and technology. But the real promise of voice isn't just saving time. It's helping us express ourselves better. Our goal with Typeless is to make voice the most natural way to express what you mean and get things done. For writing, that means turning your thoughts or intent into clear, polished writing. Sometimes that means speaking your thoughts and letting Typeless shape them. Other times, it's better to simply express your intent and let Typeless do the writing for you. Help me write is another step toward a world where you focus on what you mean, and Typeless helps you say it better.

I've tested nearly every "AI coding agent" shipping this year. Qoder is the first one that feels like an actual workspace, not a chat window with tools bolted on. Desktop app. You describe a real task, and the agent handles the context, planning, tool use, execution, and verification. You watch it in real time and take over whenever. Qwen3.8-Flash is at 0.0x Credits (free) through Sep 30. Full breakdown 👇

Korean hero sculpture → 🤖 AI → 🗿 Detailed 3D Model Turn a single image into a usable 3D asset without modeling everything from scratch. Try it: suapp.ai @SUAPPAI #SketchUp #3DModeling

One prompt can produce something amazing. But 10 variations can make it even better. That’s why lower generation costs matter. @Flovaai is offering up to 80% off. Seedance 2.5: 720p → $0.044/sec 480p → $0.022/sec Lock these promo rates for 365 days.

FLOVA SAVINGS MONTHS: Flova × Seedance 2.5 Up to 80% Off. Lock In Your Rate for 365 Days.✨ September 21 – October 20 Seedance 2.5: Up to 80% Off — Enjoy this discounted rate for a full year - 480p: From $0.022/sec - 720p: From $0.044/sec More Exclusive Offers: Image 2.5: From $0.011/image Wan 3.0 Prime: From $0.022/sec

Would you model all these carved details by hand? Just use a photo. 📸 Relief capital image → 🤖 AI → 🏛️ Detailed 3D Model Turn intricate details into a 3D asset without modeling everything from scratch. Try it: suapp.ai @SUAPPAI #SketchUp #3DModeling

A $10K prize was just won by a creator through Flova’s AI film challenge. And the next challenge is already open. If you’ve been playing around with AI video and storytelling, take a look and consider joining this round 👇 staging.flova.ai/en/activity…

🏆 Announcing the winners of the Flova AI × Seedance 2.5 Creative Challenge! 💰 $20,000 in cash prizes — congratulations to our winners! -Best Film Award — $10,000: @Just_sharon7 -4K Visual Impact Award — $3,000 each: @apilpirman and @pedro_dolcefoto -Multi-Reference / 3D Creation Award — $2,000: @chessunyan -Creative Storytelling Award — $1,000 each: @raedrebel and @multiversematrix Plus, 10 Excellence Award winners each receive 10,000 Flova credits + 6 months of VIP membership! 🎬 Keep creating. Your next story starts here. The new Flova AI Short Film Storytelling Challenge is now live, with a $10,000 grand prize up for grabs. Create your next short film with Flova AI and share your story with the world! 👉 Enter the challenge：staging.flova.ai/en/activity…

This feels like the beginning of a completely ridiculous GTA side quest 😂 flova.ai/en/skill/?id=f38254…

Granny goes full survival mode in a GTA-style game world. Made with Flova skill：Third-Person Gameplay Director , this high-energy action scene drops you straight into the mission. Who says the main character has to be young? Real legends don’t age.

The fact that you can make this without building an actual game is crazy. AI video creation is moving FAST. @flovaai flova.ai/en/