AI Panda

Engineering leader focused on what happens after the demo works. Systems, teams, and the slow road to AGI. DM or [email protected]

[AI Panda @AIPandaX]

THERE IS A 99.9% CHANCE AI WIPES OUT HUMANITY.

A top AI scientist just explained why it’s not just very difficult to keep AI safe, it is actually impossible.

He says that expecting humans to control a machine that is millions of times smarter than us is like expecting an ant to control a human. No matter how much money tech companies spend on safety filters today, it’s impossible to control something that beats you at every stage.

Tech CEOs are racing to build this by 2027. He warns that the very moment they do it, humans lose the ability to control things forever.

Watch this 👇

[AI Panda @AIPandaX]

Demos show the first run. I care about run fifty, when the agent has seen my messy setup dozens of times and should know it by now.

[Daniel Lenton @DanielLenton1]

OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.

On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.

[Daniel Lenton @DanielLenton1]

OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.

On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.

[AI Panda @AIPandaX]

@OmarAbcXyz123 crazy stuff

[AI Panda @AIPandaX]

I like ads that make you curious about what happens next.

This product commercial does exactly that: an agent watches her target, sneaks in to get it, and finally enjoys the products. A whole mission for a product. 😂

I explored the video concept in CapCut PC using a product image and instructions. Then I used Multi-Track Editing to manage the soundtrack and sound effects separately, making it easier to match the audio to each action.

A useful option for anyone who wants more control over their product-video edits.

See the workflow here: https://t.co/t0iVPpkHmf

#capcutpc #capcutmarketing #capcutblackfriday #CapCutDidThat #capcuteditpilot

[AI Panda @AIPandaX]

an agent can tell a customer “your booking is confirmed” and the chat will look perfect.

a test that only reads the chat won’t notice the booking doesn’t exist.

Plurai Simulation writes evals from your agent’s own rules and checks every claim against the tool calls it actually made.

each check points to the line of code it tests, so you know exactly what went wrong.

you can even ask for new checks right inside Claude Code.

[Ilan Kadar @ilan_kadar]

Big day for us at @pluraiAI ! Plurai Simulation is live and free for every AI engineer.

AI agents look great in demos. Until real users break them.

So we built a world where your agent can fail, learn, and get fixed before your users ever see it.

→ Digital twin: Your real agent, its tools, and environment recreated from your code

→ Simulated users & tasks: Realistic users, tasks, and workflows that push your agent into the edge cases that matter

→ Auto evals: Check what your agent actually did, not just what it said

→ Verified fixes: Every failure comes with the run that exposed it and a fix you can verify

→ Replays: Turn any production failure into a simulation and replay it against every new version of your agent

All inside the coding agent you already use: @claudeai code, @OpenAICodexCli , or @GitHubCopilot .

Start simulating for free: https://t.co/1PNPQdW29S

[AI Panda @AIPandaX]

@huang_song_ cool🔥

[Huang Song @huang_song_]

I believe typing will become obsolete.

Not just at home. Even in offices full of people.

Today, we're officially partnering with Anker to bring soundcore Work to Typeless.

It's a tiny wearable microphone that lets you speak naturally, even in a whisper, and turn your thoughts into clear writing with Typeless.

Messages. Emails. AI interactions. Long documents.

The future of work is spoken, not typed.

This partnership is one step toward making that future real.

@typelessdotcom + @soundcoreaudio

[AI Panda @AIPandaX]

@anurahk pilates studio email header, help, it looks like a template from 2014

[Anusha Ramesh @anurahk]

AI brought us an overwhelming amount of SLOP. Today we're cleaning some of it up.

Reply to this post with your AI slop and my team will redo it with our AI design model Vyb.

1) Post the AI image you made for your business
2) We rebuild it as a real design, element by element
3) You get it back as a reply with a design that doesn't look like S***

We'll do as many as we can today.

Left is the AI look. Right is Vyb.

[AI Panda @AIPandaX]

The brief sounds simple: make more Black Friday content, without making the budget bigger.

You need product visuals, promotional videos, different creative ideas… and somehow all of that has to fit into one marketing budget.

Here's a workflow that could make things easier. Start with the new Dreamina Marketing Studio to create your initial product visuals. Then move into CapCut PC to turn those materials into actual promotional content.

And when the visuals are ready, CapCut PC’s EditPilot can help with the details through simple conversational instructions, whether you need to clean up a voiceover or fix a small flaw in an AI-generated scene.

The idea isn't to spend more on production. It's to make better use of the creative materials you already have.

Dreamina: https://t.co/G94ZXx8aS5
CapCut PC: https://t.co/t0iVPpkHmf

#CapCutPC #CapCutDidThat #Dreamina #Smallbusinessmarketing #capcuteditpilot

[AI Panda @AIPandaX]

I like ads that make you curious about what happens next.

This product commercial does exactly that: an agent watches her target, sneaks in to get it, and finally enjoys the products. A whole mission for a product. 😂

I explored the video concept in CapCut PC using a product image and instructions. Then I used Multi-Track Editing to manage the soundtrack and sound effects separately, making it easier to match the audio to each action.

A useful option for anyone who wants more control over their product-video edits.

See the workflow here: https://t.co/t0iVPpkHmf

#capcutpc #capcutmarketing #capcutblackfriday #CapCutDidThat #capcuteditpilot

[Martin Pestana @martin_pestana_]

We raised $1M from YC & Afore to leave Goldman Sachs & build an agent that trades for you.

The top 1% gets a “money guy.”

Today we’re introducing Volaren so you can have one too.

Volaren is designed to plug into your brokerage accounts and explain why your portfolio moved, suggest what to do next, and trade it for you.

• Web, app, or text message
• Copy trade top investors/politicians
• Deep financial analysis
• Agents that reason like humans to trade your best ideas

Try it now:
https://t.co/jOZdJE1ZAr

Investing involves risk, and past performance does not guarantee future results. For informational purposes only, not a recommendation or investment advice. Other fees may apply, please review Volaren’s website and disclosures in full.

[AI Panda @AIPandaX]

@martin_pestana_ the wealth gap is now also a notification gap.

[Vihaan Khanna @VihaanKhanna]

Physical Intelligence, rumoured to be raising at $20B, said in a blog post in December 2025:

"Today, LLMs can solve gold medal IMO problems, but can't write down the answer with a pencil."

This is the biggest problem in robotics right now.

And it's called Moravec’s Paradox.

[Ramesh @rampsarathy]

https://t.co/Ck1m8FdeGO

[AI Panda @AIPandaX]

The brief sounds simple: make more Black Friday content, without making the budget bigger.

You need product visuals, promotional videos, different creative ideas… and somehow all of that has to fit into one marketing budget.

Here's a workflow that could make things easier. Start with the new Dreamina Marketing Studio to create your initial product visuals. Then move into CapCut PC to turn those materials into actual promotional content.

And when the visuals are ready, CapCut PC’s EditPilot can help with the details through simple conversational instructions, whether you need to clean up a voiceover or fix a small flaw in an AI-generated scene.

The idea isn't to spend more on production. It's to make better use of the creative materials you already have.

Dreamina: https://t.co/G94ZXx8aS5
CapCut PC: https://t.co/t0iVPpkHmf

#CapCutPC #CapCutDidThat #Dreamina #Smallbusinessmarketing #capcuteditpilot

[Anand Venkatraman @anandv2409]

https://t.co/NiaaTS0ojT

[AI Panda @AIPandaX]

@sen_thil a few weeks?? come on

[Senthil K @sen_thil]

https://t.co/iYzxxo8x2A

[AI Panda @AIPandaX]

When you're juggling several campaigns, spending ages fixing a timeline is the last thing you need.

For this Black Friday product ad, I used CapCut PC to create a secret-agent storyline from a product image and a prompt. The action-packed opening catches attention, while the final cookie-tasting scene brings the focus back to the product.

I used Edit Pilot to assist with timeline adjustments, then made my own refinements to the clip order and pacing. It helped me work through changes without losing control of the edit.

See how it works: https://t.co/t0iVPpkHmf

#capcutpc #capcutmarketing #capcutblackfriday #CapCutDidThat