We’re entering an era where AI can generate more content than humans can consume.
Attention isn’t just scarce anymore, it’s being fragmented, competed for and exhausted at scale.
Everyone can now message, post, notify, and reach anyone instantly and endlessly.
The result?
📉 Lower signal
📉 Lower attention quality
📉 Less meaningful interaction
The internet removed the cost of reaching people.
AI just multiplied the volume.
We don’t just have a content problem, we have an attention economics problem.
One way to fix this is by reintroducing friction where it matters.
If reaching someone had a cost:
• Spam drops
• Intent rises
• Attention gets respected again
Liberdus explores this with a toll system:
You can message anyone, but if they're not a connection (friend) you pay for their attention.
• If they respond → they receive the full amount
• If they just read → they receive half
• If they don’t engage → you get refunded
It creates a gradient of value:
Attention → Engagement → Response
It flips the model:
Attention isn’t free to exploit, it’s something you value and therefore should be compensated.
In a world of infinite AI-generated noise, attention needs a price, or it gets destroyed.
I loved studying digital electronics, microprocessors and interfacing, control systems. Sadly didnt get enough opportunities to explore.
But with ML rising, I see this as an opportunity to get back into it and learn more. I can program in C++, and have experience in Rust.
Is there anyone out there working on ML for Embedded Systems? I would love to explore this field.
I'd love to work as a researcher in your lab/company
context : MS CS Student at Georgia Tech with an undergrad in Electronics and Communication Engineering from BITS Pilani
Is there anyone out there working on ML for Embedded Systems? I would love to explore this field.
I'd love to work as a researcher in your lab/company
context : MS CS Student at Georgia Tech with an undergrad in Electronics and Communication Engineering from BITS Pilani
Why does open source matter for Liberdus?
Communication platforms should never ask you to blindly trust them. They handle your conversations, relationships, identities, and sometimes even your money. That level of responsibility demands transparency.
That’s why Liberdus is open source by design.
Because of Liberdus’ open source nature:
• Anyone can audit how messages and transactions are handled
• Security researchers can inspect the code and find vulnerabilities before attackers do
• There are no hidden backdoors or undisclosed data collection mechanisms
• The community can contribute improvements instead of relying on a single company
Closed communication platforms require faith.
Open ones provide evidence.
Closed source platforms have been shown to have backdoors or not even be responsibly encrypted, again and again.
Open ones are fully inspectable so anyone can see a backdoor and check the encryption.
If privacy, security, and digital sovereignty actually matter, the software protecting them must be open for the world to inspect.
That’s why Liberdus is open source, and the code is directly inspectable; even from your browser.
Come try out Liberdus at: https://t.co/ShRohU9CYs
@ramanwalia Hi Raman — been following your LinkedIn content.
How can I get a 1:1 consult?
I’m leveling up as a SWE (Master’s, distributed systems, Rust).
Interested in ML scalability engineering, not data science.
What should I focus on to stay highly valuable?
https://t.co/cECfV3hp0t
Shardeum Sets a New Record 🏆
With 171K+ Validators across testnet, Shardeum sets the bar for highest number of physically run nodes ever recorded on a Layer 1 testnet.
Shoutout to all Shardians for making this possible. Now, it's time to take the final leap towards mainnet 💪
I've been complaining about this since yesterday and all I hear are fake promises. The technicians keep dodging our calls, the LG Manager has spoken very rudely and the Vijay Sales team is utterly rubbish. Vijay Sales has a terrible response team.
Atomium: Stage 2 is LIVE 🥁
Participate in #ShardeumAtomium incentivized testnet to earn XP, badges, NFTs & $SHM airdrop!
🗨️ Refer friends
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Begin here: https://t.co/v0CxlJOXTk
Atomium: Stage 1 is LIVE 🚀
Participate in Shardeum's first incentivized testnet campaign via exciting activities & earn rewards such as XP, badges, NFTs & $SHM airdrop.
Start now: https://t.co/v0CxlJOXTk
Countdown to Atomium 💣💥
Stage 1 of Atomium, Shardeum's incentivized testnet, is launching on 26th June 2024, 12 PM UTC.
Participate in exciting offchain & onchain quests to earn XP, badges, NFTs & $SHM airdrop 😍
Read more: https://t.co/zgTsKovvIJ
Check out "AI-Based Market Intelligence Systems for Farmer Collectives: A Case Study from India," by Ronak Ladhar, Sourav Sharma, Srikant Tangirala, Nishant Gupta, et al. in the inaugural issue of ACM Journal on Computing and Sustainable Societies (JCSS): https://t.co/9LiGaDhXi1
📢Thrilled to unveil our partner @shardeum for Harvard Blockchain Conference #HBC2024! Thank you for making this event possible!
Shardeum is an EVM-based autoscaling blockchain. Shardeum provides low gas fees indefinitely while maintaining true decentralization and solid security through dynamic state sharding.
Join us at Harvard University, Boston, on April 13-14, Sat & Sun, for an enlightening exploration of blockchain innovation.
💡 Get your tickets: https://t.co/sK8Sq5S70l
💭 Join Harvard Blockchain (Public) Telegram: https://t.co/JzfyPD2cCh…
#HBC2024