A problem not getting enough attention:
AI agents are getting smarter. But they're also forgetting everything. ���
Every conversation, every preference, every decision a user has ever made: it goes into a database. And then it sits there. Unread. Too slow and too expensive to query in real time. 🗄️
So the agent starts fresh. Again and again.
The instinct across the industry has been to find one clever retrieval method and apply it to everything. But "what's this person's email?" and "summarize everything this user worked on over three years" are not the same operation. One tool for every job means being mediocre at all of them. 😐
We're working on something currently called "Supra Cognitive Modes": infrastructure that gives AI agents a proper context window.
Five retrieval strategies, each built for a different shape of question, routed by a fast classifier that sends each query where it actually belongs. ⚡️
But beyond just making the retrieval faster, we're solving reliability too.
Reliable data requires provenance. Provenance requires an immutable record. Blockchain solves this: and it's exactly what Supra's L1 and oracle network are built for. ✅
You may well know that AI has a memory problem. But did you know it has an oracle problem, too?
The oracle problem is a well-understood one in blockchain:
A ledger is a perfect machine for agreeing on what's already inside it. The moment it needs to know something about the outside world, it has to trust an external source. Get that data wrong and the most secure system in the world faithfully records a lie. 📝
Structurally, AI is extremely similar. When an agent needs current information, the accepted workaround is this: query dozens of web pages, reconcile the contradictions, synthesize an answer. Three to five minutes later, you get a response. ⏰✅
Now multiply that by everyone: Ten people asking the same question. Ten agents crawling the same sites. Ten independent attempts to decide what's true, with no memory of the nine that came before. 🧐
LLMs are rebuilding the same knowledge from scratch, billions of times a day. And we still can't fully trust the result!
The answer is a shared, verifiable substrate of truth.
Agent conclusions anchored on-chain with a hash and a timestamp. Fast to retrieve. Immutable to verify. The redundant work done once, and reused.
Supra is already in the business of verifying external truth at scale. Our oracle network is live across 50+ blockchain ecosystems. "Supra Cognitive Modes" completes the retrieval layer. The L1 anchors the proofs. ⚓️
One stack. All three layers. Already being built. 🏗️
Just under 48 hours left to vote on Kernel Media’s 2nd Governance Proposal!
We start a weekly crypto & tech news livestream, and want your input on WHEN. ⏰
Links in that below post. 👇
Please note that Josh’s X account was secured a few hours after the initial incident, and is now back in his authority.
The incident is a stark reminder for all of us at Supra to revisit every security measure, and tighten these measures to the highest degree possible.
While it was a Social Media based incident, and in no way connected to chain, data, or fund security, it is still taken immensely seriously, and all security protocols have been further strengthened.
The incident highlights why onchain identity and encrypted verification is essential in the world of AI agents. It would be disastrous if an AI agent, with access to a user or company’s wallets etc, were to ever be compromised by a malicious attacker.
This is why we believe an AI Management System like @supraosai stands out amongst the rest: Verifiable onchain encryption providing an industry-leading protection layer for its users.
Security is of paramount importance to us, and resolving Friday’s Social Media incident and subsequently learning from it as quick as possible was a non-negotiable.
Onward!
Repolia keeps leveling up!
With our new Training Grounds page, training is now way more fun and engaging.
Train hard → Gain power → Dominate the wars.
The most complete MMO strategy simulation on the #Supra blockchain, with full mobile support.
Join the testnet now and start unlocking your #airdrop.
Got my X account back and secured now.
Story goes: received fake copyright violation email.
Link was Something like *https://t.co/l2dBWGlhjF (*don't click its fake)
On cell, url view appeared like https://t.co/hyILDFHzfu
They showed real past post. I contested the violation. To submit, I had to login and 2FA, which ironically I thought was securing me (SMS text on other phone).
Had a bunch of these attack attempts via fake Microsoft/Google Meet and Zoom links in the past. Always spotted it...
Hacker email ransom note $5K, I sent the authorities to them instead, sharing any digital finger prints, urls etc. Spent the weekend security focused, changing passwords et al., tedious, boring, but important work.
Most if not all of the recent massive hacks in DeFi lately (Drift, LayerZero/Kelp, and Humanity) literally appear to have been completely avoidable by having more distributed signers. Really basic...
It's a task to split keys, but it's the least you can do to protect yourself or your org... This is also why we have Split Key Recovery built into the https://t.co/xXYgShBMzW wallet -- to make that process more streamlined.
Organizations literally have no excuse in my book to not have their leaders secure their keys in a split key/multi-key manner and to have a large set of signers for anything significant, i.e. anything over $250K, "K" not "M" -- thousands, not millions.
We regressed as an industry. Worshipped the golden calf, played short-term games. And now we're getting our asses kicked by our own ineptitude. SMH.
Sometimes I feel like I'm surrounded by a bunch of morons in a treacherous mine field.
Anyways, still here, still grinding, still inventing.
p.s.
We have designed world-class algos in Web3 and we're about to ship something world-class in the AI space too -- hint: we're winning on industry benchmark tests.
More on this Supra Soon.
📢Big update for company owners!
You can now monitor and manage your entire item/NFT production on a 2.5D map.
Better visibility, better control, and way more fun.
Go build and run your companies new interface, new GameFi experience.
Repolia is evolving fast.
The much-anticipated Prediction Market from @toonswapsupra Labs is here! 🔮
→ @HypeMarketTrade is now live on mainnet, just in time for the World Cup. ⚽️
→ With 6.4m in $SUPRA for incentives and deeply liquid markets, this is set to cook. 🔥
→ Not only are these markets fun & engaging, they're super fast & low in fees thanks to Supra's Layer-1 infra.
Capitalise on your knowledge and get predicting on mainnet now:
👇👇
https://t.co/ooeYNadUAd
The SUP E72 features new Web3 Content Creator @MoxLeonhard!
He's been working closely with $SUPRA based MMO War Game @Repoliaonline 🪖
We'll be talking about the game, and giving away in-game assets to 3 lucky viewers! 🥇
⏰ Tomorrow (Thur) 3pm UTC
📍 X and YT
Notice anything new about https://t.co/7EyFSRGBw0? 👀
We’ve introduced a few new items to the homepage dashboard:
→ Live validators
→ Latest $SUPRA price
→ Block Rate
→ Epoch
→ TPS
→ Ave. Gas
→ Supply tokenomics
→ Ave. block production time
→ Live Round countdown
→ Market Cap
→ Total Supply
→ Staking Rewards Distributed by Epoch
Check it out! 🔭
Big news.
Repolia, our MMO strategy and simulation #game, is now live on the #Supra Testnet.
Create your citizen profile, join the world, and help us test the game as we continue building the future of Repolia.
Hey Supra community! 🚀
Share your very first decentralized post on GlorpySocial and let the admin tip you with SUPRA. 💸
It’s tip time!
❤️ Like + 🔁 RT so everyone can see it.
👉 GlorpySocial on https://t.co/jC8JstIT4Q
We're researching and developing the integration of SupraOS artificial intelligence into the Repolia universe.
We’re highly motivated to revolutionize the MMO space by bringing next-level innovations through #Supra.
Hey #Supra community, let's rise up! 🚀
Have you tried Glorpy SocialFi yet?
Enjoy truly decentralized messaging on the blockchain with the Glorpy app.
We keep building for you.
We're right here behind the scenes. 💪
#Supra#SocialFi