Cameron Liu

Digital Entrepreneur | Empowering income growth through AI, tech tools, and online business.

[Cameron Liu @hey_cameronn]

The best AI tools help people move from idea to execution faster.

Generating editable CAD programs instead of fixed models feels like exactly the right direction.

Looking forward to trying it in Sparkoh.

📄 Paper: https://t.co/T24FFdnWL2

⚡ Try Sparkoh: https://t.co/LSNaDVkNEE

[Sparkoh.ai @sparkohai]

Introducing Arko-T — a 4B model that turns natural-language intent into executable, parametric Physical-3D programs.

Most text-to-3D models generate shapes.
Arko-T generates designs.
We benchmarked Arko-T against 7 frontier LLMs across 12 metrics on Text2CAD-Bench.
#1 on 8 of 12 metrics.
#2 on 3 more.

Arko-T is not yet available in Sparkoh. Product integration will come in a future update.
In the meantime, we’d also love for you to explore Sparkoh and try our current product.

Read the paper: https://t.co/nkRmr1uuXE
Project page: https://t.co/EpLZoLqwhP
Try Arko-T in Sparkoh: https://t.co/3v3aivzKum
📷

[Cameron Liu @hey_cameronn]

Most video models prioritize making videos look better.

LingBot-Video instead emphasizes understanding how the physical world behaves.

That shift feels especially important for the future of embodied intelligence.

[Robbyant @robbyant_brain]

Today we open-source LingBot-Video — the first MoE-based video foundation model built for embodied intelligence.
🔹30B params, only 3B active at inference.
🔹Augmented with 70K hours of embodied data on top of large-scale internet video pretraining.
🔹Already outperforming Wan2.6, Seedance 1.5 Pro, and Cosmos3 Super on RBench.
🧵👇

[Robbyant @robbyant_brain]

Today we open-source LingBot-Video — the first MoE-based video foundation model built for embodied intelligence.
🔹30B params, only 3B active at inference.
🔹Augmented with 70K hours of embodied data on top of large-scale internet video pretraining.
🔹Already outperforming Wan2.6, Seedance 1.5 Pro, and Cosmos3 Super on RBench.
🧵👇

[Cameron Liu @hey_cameronn]

AI feels more engaging when it responds to you instead of simply playing back a generated sequence.

LingBot-World 2.0 moves in that direction by making interaction part of the experience.

[Robbyant @robbyant_brain]

🌍 10 minutes was just the beginning. What if a world model could run forever — responding to your every action, generating new events, and never losing coherence?

Today, we open-source LingBot-World 2.0 (Infinity) 🔥

The first interactive world model with:
🔷 Hour-long generation with zero quality drift
🔷 Rich actions & events — attack, cast spells, shoot, summon storms
🔷 Agentic world — a Director Agent drives real-time world evolution

720p/60fps. Playable like a game. 🎮 Try it now on @reactorworld — or deploy it yourself with SGLang day-0 support. @lmsysorg

#WorldModel #EmbodiedAI #OpenSource #Robotics

[Cameron Liu @hey_cameronn]

@rsraisul_islam Amazing resources

[Cameron Liu @hey_cameronn]

@Sakibul_ai Sound like a amazing share

[Cameron Liu @hey_cameronn]

@Jackson_00j Sound good

[Huang Song @huang_song_]

Every message has a hidden cost — paid before you type a single word.

We call it the Mental Drafting Toll.

Before a message, an email, or a document leaves your mind, you first draft it internally.

You organize your thoughts.
Find the right words.
Structure the message.
Rewrite it until it sounds right.

It happens every time you communicate.

And we've accepted it as "just thinking."

But it's not thinking.

Thinking is the fast, messy, creative part.

Mental drafting is the invisible work of making those thoughts presentable.

And traditional dictation never removed it.

Voice typing only freed your fingers.

You still had to draft it in your head first — then say it out loud.

That's the problem we set out to solve with Typeless 2.0.

For the first time, you can skip the mental draft — and just think out loud:

Speak in whatever order thoughts come.
Add context as it comes to you.
Change your mind halfway through.
Forget a name? Describe it — Typeless fills in the exact one.
It never makes things up.

Typeless doesn't just understand your words. It understands your thoughts before they become words — and turns them into clear writing.

You think it once.

Typeless writes what you meant.

Available today on Mac, Windows, iOS & Android.

Messy thoughts in. Clear writing out.

[Cameron Liu @hey_cameronn]

@faruk_coder Incredible Resourse

[Cameron Liu @hey_cameronn]

@Talha131598 Fantastic resources

[Cameron Liu @hey_cameronn]

@rafi_coder Fantastic share

[Cameron Liu @hey_cameronn]

@hey_rabeya Amazing resources

[Cameron Liu @hey_cameronn]

@Moriom1056010 Great post

[Cameron Liu @hey_cameronn]

@raya_coder Incredible Resourse

[Cameron Liu @hey_cameronn]

@TheAiGirl0 Fantastic resources

[Cameron Liu @hey_cameronn]

@Usra_Chaudhry0 Fantastic share

[Cameron Liu @hey_cameronn]

@Jackson_00j Sound like a amazing share

[Cameron Liu @hey_cameronn]

@Jackson_00jk Thanks for sharing

[Cameron Liu @hey_cameronn]

@hey_hamida Sound like a great share