I think we're approaching a point where having a good model won't be enough to differentiate an AI product.
The experience around the model matters just as much: timing, context, interface, memory, and how well everything flows together.
The intelligence is important. So is how you experience it.
This is one of the best consumer AI apps I've seen.
Most AI apps remain static chat wrappers: text input ➔ spinner ➔ text output. But real learning is a dynamic, stateful "Interaction Flow" with intent, pacing, and rhythm.
Building an AI Agent that keeps users in a live learning loop requires moving from a reactive "replier" to an active "Interaction Conductor."
Orchestrating voice, canvas, and memory in real time is an entirely different engineering challenge:
1. Pacing over wall-of-text output: Instead of dumping everything at once, the system controls pacing, i.e., knowing when to speak, render UI cards, or pause for user input like a seasoned coach.
2. Interactive, live-generated workspace: The AI’s voice, canvas elements, and visual cards evolve in millisecond-aligned sync as you speak, creating a live, immersive session.
3. Full-duplex audio & interaction checkpoint recovery: Uses continuous streaming and syntactic completion so you can think without being cut off. More importantly, when you break away to ask side questions, the entire multimodal flow seamlessly resumes from your exact checkpoint in the core session.
4. Stateful memory graph: Friction points and milestones compile into persistent state across sessions to drive targeted reinforcement instead of starting from scratch.
Moving from content-driven generation to interaction-driven orchestration - building stateful, multimodal partners with agency and pacing - is where interface design is heading.
@dr_cintas Agreed. Two products can use similarly capable models and still feel completely different to use. The interaction design is often what makes one stick.
This is CRIS-0, Aether AI's first causal robotic intelligence system, operating in a real home. It reasons about how its actions will change the world, checks what actually happened, and adapts when reality doesn't go as expected.
With Apob AI, you can finally scale your video ad strategy without scaling your budget.
Get the performance of authentic UGC with the efficiency of AI. It's the ultimate unfair advantage for DTC marketers.
Ready to try it? 👉 https://t.co/CbTowGJLGe
🚨 BREAKING: I stopped paying for UGC edits.
This AI now turns 1 clip into 10 unique videos in 10 minutes.
No editors.
No revisions.
Just AI.
Here’s exactly how I did it ↓
Imagine the possibilities...
→ A/B test the same script with 10 different creator demographics to find the winning “face.”
→ Localize your ads for international markets with culturally relevant characters.
→ Refresh your ad creatives every week without a single reshoot.
Maximum performance, minimum effort.
The great part about this demo is that it starts with a constraint everyone understands: the shot is good, but the feeling is wrong. DRAMA is solving a much more human problem than “make me a video.”
Faking just got better.
Acting is solved! Just shoot the video, add performance later.
Officially launching DRAMA 1.0: Our cinematic expression-editing model.
Change the emotion. Dial up the intensity and make performances more convincing. No shoot goes to waste now!!
DRAMA edits acting performance in existing footage while preserving identity, facial features, lighting, and camera angles. 10 emotions accessible at one click.
Rather than regenerating the scene, DRAMA targets only the expression layer.
It is designed to minimize visual drift and temporal artifacts while retaining the original shot's cinematic quality. Our proprietary model disentangles performance from identity and pose, thereby achieving extremely high fidelity compared to state of the art text to video models.
From a subtle reaction to a scene-stealing performance. You control how far it goes.
Today DRAMA comes out of Beta. Creators have been using Drama for all sorts of cases and are excited to share the public version today.
Try DRAMA → https://t.co/VexstcM8on
@trydrama_io@mandar2404@deepakpathak@onzonebanerjee@Shaileshg21@RMantri@mohitrakhade20@agrahari18@ExfinityVP@navamcapital
You can start with an idea in your head and turn it into something people can actually watch.
Try https://t.co/9dohEgzKrP: https://t.co/EI4L3qyT1z
#Mediaio#AIvideo#contentcreation#AItool
Imagine a student getting instructions from their lecturer, working on an assignment, and turning those instructions into a complete video without spending hours editing.
I tested this workflow with https://t.co/9dohEgzKrP.
Here’s how it turned out 👇
The best part? I didn’t need to build everything manually.
From a simple idea to a structured video to a finished visual that actually tells a story.
That’s what makes AI video creation interesting.
AI shouldn't replace artistry; it should amplify it.
Mureka V8 is proof that technology can empower us to be more human, not less.
Join the movement and let's create music with a soul, together.
https://t.co/7izC1eMAv1
🚨BREAKING: Tired of AI music that sounds…robotic?
What if AI could capture the soul of your ideas?
Mureka V8 is here to prove it can.
This isn't just about generating tracks; it's about creating music that breathes with life, emotion, and authentic human-like artistry.
Your stories deserve a soundtrack as unique as you are.
It's time to turn your inspiration into art.
Visit our website and experience the future of music creation with Mureka V8.
What will you create first?
Introducing GlobalGPT @GlbGPT: Your all-in-one AI assistant.
→ Write better, faster, smarter
→ Create stunning images & videos
→ Switch across 100+ AI Tools
Now powered by:
GPT-5.2, Gemini 3 Pro, Nano Banana Pro, Claude 4.5, Sora 2 Pro..
🚨 Forget everything you know about video editing.
Veo 3.1 is here to make your editing process 100x faster and flawlessly perfect.
💥 No more syncing headaches, just professional-quality content, instantly.
👉 Create like never before.
✅ Still using Google instead of Perplexity Pro?
→ Real time answers with sources
→ Faster research and cleaner summaries
→ Great for learning, writing, and market intel
→ Ask anything and get a clear next step
Also available on @GlbGPT 👉 https://t.co/TKbruETRFu