When generated video responds: NVIDIA Cosmos3-H-Dreams and interactive AI scenes
A research simulator connects instrument actions to continuing generated images. We explain the difference from a pre-rendered video, the hardware barrier and what creators should—and should not—infer.
Does an unreliable AI support agent need a bigger model—or a better playbook?
IBM’s ALTK-Evolve research offers a practical question for small businesses: can guidance learned from past attempts make the same model more dependable? Here is what the scores mean, and what to test before deployment.
Gemini’s goofy-dragon comeback: can Argon really beat Opus 5.5 and GPT-6 Astra?
Gemini Argon vs Opus 5.5 and GPT-6 Astra: scores, independent benchmarks and public 3D projects reveal why the tools matter as much as the model.
Trump renames AI to SI: six tech firms sign, but what about responsibility?
Why Trump prefers SI, what the White House safety pledge means, and how Seedance, Suno and Fable 5 reveal the tension between freedom and safeguards.
When the Studio Goes Dark, Who Keeps Working? A Tale of Dots and Grok Bot
At midnight, two letters arrive at a studio overflowing with unfinished work. One says Dots; the other, Grok Bot. Both offer help—but which keys should their owner hand over?
NVIDIA Maps Viral Proteins in 3D: What Comes After AI Prediction?
NVIDIA, Google DeepMind and EMBL-EBI are opening predicted viral protein complexes to researchers. These models can guide new questions, but experimental evidence and medical applications still require further work.
TangYi Studio at 11: AI, Film, Web & App Development
Explore TangYi Studio’s film and VFX work, AI workflows, SaaS and App Store app development, and practical training, based in Kaohsiung, Taiwan.
GPT-6 Astra, Sol or Luna? Prompts, Games, Work and Travel
Choose GPT-6 Astra, Sol or Luna for image and video prompts, games, documents and travel. Includes six reusable prompts and 20 everyday use cases.
Fifteen Years Later, I Finally Brought My Story to Life with AI: Making SECONDHAND
I brought a 2011 script to life as SECONDHAND for under NT$50,000. Explore my AI filmmaking process, Blender previs, music and invisible edits.
From Local Needs to Global Connections: Tangyi Studio and Wenzao USR at UPM SEEDS Showcase 2026
Tangyi Studio joins Wenzao’s USR team at Universiti Putra Malaysia for SEEDS Showcase 2026: SDGs, design exchange and interactive AI storybooks.
GPT-6 Astra Made Me Realize I’d Been Settling
I thought a new AI lamp would catch a few more bugs. Then GPT-6 Astra uncovered issues in our website and apps and brought my Blender scene closer to its design. Suddenly, I was questioning how quickly I had accepted “good enough.”
A Party on the Edge: One Person, One AI, Shipping a Party Game to Cloudflare Workers
A shipping app with 1,428 cards, 17 tables and real-time multiplayer, built on Cloudflare Workers with Claude. Four traps nobody warns you about, and where the AI confidently gets it wrong. Every number measured, not estimated.
AI Built Me an App, and Got It Wrong Dozens of Times
This isn't a complaint post. Those dozens of mistakes prove exactly one thing: in this era, the most valuable skill isn't "knowing how to code" — it's "being able to spot what's wrong." And chances are, you already have it.
Battle of the AI Lamps: Fable 5.1 vs GPT-6 Astra — Which One Should I Rub?
Two new AI lamps launched at once, and the real question isn't who scored higher. Claude Code or Codex? How far does $20 actually get you? And the upgrade order nobody tells you about.
OpenRouter's Numbers: AI Agents Now Use 5× More Tokens Than Humans — What 7.3 Trillion Tells Us
In six months, tokens burned by agents went from 0.51 trillion to 7.3 trillion — five times direct human use. You think you're using AI; you're just the one who pressed the first button. Why agents burn so much, and who defines AI's direction once AI is its own biggest user.
Qwen3.8-Max vs Qwen3.8-27B: A 25× Gap, and We Picked Wrong Once
Running a model locally comes down to two numbers: the file's GB and your card's GB. Starting from the day we nearly told readers to download a 2.4-trillion-parameter model — which 27B quant to pick, how to set up RAG, and how to tell the AI isn't making it up.
From Copyright Suits to Studio 2.0: Suno Is Rebuilding Itself from a Gacha Machine into a Workstation
Warner settled, Sony and Universal are still suing, GEMA won in Germany, BMG signed an alliance — that's Suno in August 2026. The same month Studio 2.0 shipped: MIDI, stems, automation, a session-aware assistant. Here's how people who make video should use it.
We Built a Scroll-Driven Frame-Sequence System — and Open-Sourced It for Free
The background that scrolls with you on the tangyi.mx homepage isn't a video. It's scroll-frame-sequence: 535 lines, zero dependencies. How to budget mobile memory, order three-tier loading, and fix AI footage that won't loop — all measured numbers.
How One Person Built and Shipped a Card Game App from Zero in Three Months
A deck of question cards made seven years ago so interviews wouldn't go quiet became a game that passed App Store review. No engineer in between. Why an app instead of merch, how the three months went, and the holes — including three Apple rejections.
Qwen3.6-Plus vs Seedance 2.0: One Writes Code, One Makes Video — Stop Putting Them in the Same Table
The first version of this piece compared a language model with a video model in one table. Wrong. Rewritten to say what actually helps: how a small Taiwanese business sorts its work into "text-brain" and "image-brain" piles — confidential work runs at home, good-looking work rents from outside.
Seedance 2.5: 30 Seconds of Native 4K from One Prompt, and 50 References to Feed It
ByteDance's Seedance 2.5, announced in late June: 30 seconds of native 4K, up to 50 reference inputs, 10-bit colour, sound generated in sync with picture. For people who make video the point isn't resolution — it's that characters finally stay consistent.