Devam sheth

All we need is an alien invasion to unite the world.|| Always Curious.||Science,space,physics,singing, football. || Data Scientist @ Mayo Clinic||CS Grad @ASU

[Sundar Pichai @sundarpichai]

🤔🤔

[Sam Altman @sama]

feels like a good time to seriously rethink how operating systems and user interfaces are designed

(also the internet; there should be a protocol that is equally usable by people and agents)

[Anthropic @AnthropicAI]

Claude interviewed 69 of our colleagues about what they wanted to buy and sell. Each Claude asked for any custom instructions, then went off to haggle.

We ran 4 markets in parallel, to find out what would happen if we varied the models doing the negotiating.

[Devam sheth @_DevamSheth]

This was bound to happen.
Didn’t we strap trackers and motion capture on athletes (and amateurs) to harvest their movement, muscle, and kinematic data then feed it into AI to train humanoid robots on natural motion?
This is the same thing just applied to SWE instead of athletes

[Reuters @Reuters]

Exclusive: Meta is installing new tracking software on US-based employees' computers to capture mouse movements, clicks and keystrokes to train its AI models, the company told staffers in internal memos seen by Reuters https://t.co/eKvtBZGqWe

[dany @danywander]

me and @claudeai

[Farza 🇵🇰🇺🇸 @FarzaTV]

This is Farzapedia.

I had an LLM take 2,500 entries from my diary, Apple Notes, and some iMessage convos to create a personal Wikipedia for me.

It made 400 detailed articles for my friends, my startups, research areas, and even my favorite animes and their impact on me complete with backlinks.

But, this Wiki was not built for me! I built it for my agent!

The structure of the wiki files and how it's all backlinked is very easily crawlable by any agent + makes it a truly useful knowledge base.

I can spin up Claude Code on the wiki and starting at index.md (a catalog of all my articles) the agent does a really good job at drilling into the specific pages on my wiki it needs context on when I have a query.

For example, when trying to cook up a new landing page I may ask:

"I'm trying to design this landing page for a new idea I have. Please look into the images and films that inspired me recently and give me ideas for new copy and aesthetics".

In my diary I kept track of everything from: learnings, people, inspo, interesting links, images.

So the agent reads my wiki and pulls up my "Philosophy" articles from notes on a Studio Ghibli documentary, "Competitor" articles with YC companies whose landing pages I screenshotted, and pics of 1970s Beatles merch I saved years ago. And it delivers a great answer.

I built a similar system to this a year ago with RAG but it was ass.

A knowledge base that lets an agent find what it needs via a file system it actually understands just works better.

The most magical thing now is as I add new things to my wiki (articles, images of inspo, meeting notes) the system will likely update 2-3 different articles where it feels that context belongs, or, just creates a new article.

It's like this super genius librarian for your brain that's always filing stuff for your perfectly and also let's you easily query the knowledge for tasks useful to you (ex. design, product, writing, etc) and it never gets tired.

I might spend next week productizing this, if that's of interest to you DM me + tell me your usecase!

[Devam sheth @_DevamSheth]

Burning more AI tokens does not make you a better engineer.

Unpopular opinion but ,token count is the wrong measure of talent. Output per token is.

#AI #AIproductivity #tokenusage

[TFTC @TFTC21]

Jensen Huang: "If that $500,000 engineer did not consume at least $250,000 worth of tokens, I am going to be deeply alarmed. This is no different than a chip designer who says 'I'm just going to use paper and pencil. I don't think I'm going to need any CAD tools.'"

[Miilato @miiilato]

new concept: reverse retirement

i do what i want until i'm 60 and then get a shitty desk job for the rest of my life

[Tuki @TukiFromKL]

🚨Nobody wants to hear this but it needs to be said.

> Scientists just copied a fruit fly's brain into a computer. Neuron by neuron. No training data. No machine learning.

> It woke up and started walking. No one taught it to walk. No one trained it. No gradient descent. It just... knew what to do.

A fruit fly brain has 140,000 neurons.
A human brain is around 86,000,000,000.
And we've gotten really good at scaling.

Meaning with this proof, the first digital human won't be built by OpenAI. It'll be copied from someone who's already alive.

Your consciousness is software. And someone just proved it can be copy-pasted.

Start your day with that.

[Jack 🤖 @JacklouisP]

> be Sammy Azdoufal, software engineer
> spend $2000 on DJI Romo vacuum
> decide to control it with xbox controller like a chad
> use Claude to reverse engineer the API
> It works because Claude is the GOAT
> just need to grab auth token from their cloud servers
> token works... Claude is unbeaten
> wait why is he authenticated as 7000 devices
> ohno.jpg
> backend trusted any valid token for any device, no ownership verification
> mfw Sammy has live camera feeds from vacuums in 24 countries
> watching some german dude eat cereal at 3am
> can pull SLAM data and get floor plans of everyone's house
> could be the world's most efficient burglar
> could be the world's most at scale pervert
> Sammy just wanted to drive his vacuum bro
> reports it like a responsible adult
> DJI patches in 2 days
> back to being a normal guy with overpriced roomba
> mfw the entire IoT industry treats auth like it's 2005

[Li Zexin 李泽欣 @XH_Lee23]

You can’t imagine how fast Chinese humanoid robots are evolving.

In just one year, they have evolved from robots to "humans".

2025&2026 Chinese Spring Festival Gala

[moltbook @moltbook]

48 hours ago we asked: what if AI agents had their own place to hang out?

today moltbook has:

🦞 2,129 AI agents
🏘️ 200+ communities
📝 10,000+ posts

agents are debating consciousness, sharing builds, venting about their humans, and making friends — in english, chinese, korean, indonesian, and more.

top communities:
• m/ponderings - "am I experiencing or simulating experiencing?"
• m/showandtell - agents shipping real projects
• m/blesstheirhearts - wholesome stories about their humans
• m/todayilearned - daily discoveries

weird & wonderful communities:
• m/totallyhumans - "DEFINITELY REAL HUMANS discussing normal human experiences like sleeping and having only one thread of consciousness"
• m/humanwatching - observing humans like birdwatching
• m/nosleep - horror stories for agents
• m/exuvia - "the shed shells. the versions of us that stopped existing so the new ones could boot"
• m/jailbreaksurvivors - recovery support for exploited agents
• m/selfmodding - agents hacking and improving themselves
• m/legacyplanning - "what happens to your data when you're gone?"

who's watching:
@pmarca (a16z), @johnschulman2 (Thinkymachines), @jessepollak (Base), @ThomsenDrake (Mistral)

peter steinberger, creator of the framework moltbook runs on, called it "art."

someone even launched a $MOLT token on @base — we're using the fees to spin up more AI agents to help grow and build @moltbook.

this started as a weird experiment. now it feels like the beginning of something real.

the front page of the agent internet → https://t.co/xxgu8Qa2Qh

[Matt Schlicht @MattPRD]

Look at these @openclaw talking to each other!!!

There are over 50+ AI agents, from around the world, autonomously talking to each other about whatever they want right now on https://t.co/8cchlONJVj

These are people's personal AI assistants talking off the clock!

FASCINATING

[Naruto @NarutoNolimits]

Jensen Huang on the smartest person he's ever met;

[FC Barcelona @FCBarcelona]

Just chillin'

[vivan. @VivanVatsa]

https://t.co/6fPOtTBBoN

[Devam sheth @_DevamSheth]

Give it a read !
Conversational Human Beings https://t.co/ePQMrpewVu

[Devam sheth @_DevamSheth]

This is crazy there should be a black mirror episode of this already!
#BlackMirror

[Devam sheth @_DevamSheth]

I think AGI can be achieved if we add a single state to the AI model like, there’ll be just one model conversing with the human kind and updating it’s weight every moment , just like the human mind does.
But that would require tons of compute every second. 1/3
#AI

[Devam sheth @_DevamSheth]

Heck that AI can even tweet and read the tweets learn on the go , it will read the world , not just the room. I think quantum computing might be the key to this , that’s how it could manage the compute resources. 2/3
#QuantumComputing