Top Tweets for #KnowledgeLayer
Most agents have one memory layer.
That's why they forget, hallucinate, and drift after 20 turns.
The fix is surprisingly simple: TWO layers. Karpathy's been hinting at this for months.
Here's how it works →
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#SelfEvolvingAI #Ai #AgenticAI #KnowledgeLayer
Your wallet isn’t just storage anymore. 🧠 @walle_xyz turns it into an AI agent that remembers, learns, and evolves with every on-chain move you make. It already knows you. 👀 Connect yours → https://t.co/i4dUFds3Yw #AgentFi #Walle @#Web3AI #knowledgelayer
@walle_xyz
What if your wallet remembered every move you made, and helped you make the next one better?
That's where Walle comes in.
Try Walle today → https://t.co/AhoBWnMURE
#Walle #AgentFi #AIagents #knowledgelayer #walletintelligence
…Layer loading.
2026 is about to hit different
More on: https://t.co/HZfVtmw3ue
#Codatta #KnowledgeLayer
@walle_xyz turns your wallet into a smart tool that helps you make better DeFi choices. With built-in memory and pattern detection, it’s time to take control of your financial future.
Visit https://t.co/Pv0P1UqzVL for more info.
#Walle #AgentFi #AIagents #knowledgelayer
Codatta Fundamentals (4/4) shows how a single sample can power multiple assets, multi-sample composites stay fully attributed and labels themselves can be scored or refined.
Ownership, provenance and royalties intact — end-to-end. @codatta_io
#KnowledgeLayer #AI #Data $XNY
Codatta Fundamentals (4/4): Real-World Data Scenarios
Part 4 shows how Codatta’s model handles the complexity of real AI workflows. In practice, data isn’t linear — samples interact, branch, combine, and get interpreted at multiple layers. Codatta captures this with clear lineage, licensing, and payout logic.
Scenario A — One sample, multiple label sets
A single sample can produce multiple Data Assets by bundling different label groups. The same input powers different verticals, each with its own royalties and license terms.
Scenario B — Cross-sample composites
Some tasks span multiple samples: dialog turns, multi-frame video, action sequences. Codatta supports composite assets, preserving derivation links so attribution and payouts flow correctly across all contributors.
Scenario C — Label-on-label (meta-labeling)
Not all work targets raw data. You can label other labels: scoring rubrics, explanations, confidence checks, evaluator notes. Codatta tracks this full hierarchy so both original and meta-label contributors receive inherited royalties.
Codatta’s model reflects how real AI data works—branching, layered, and collaborative—while keeping ownership, provenance, and economic incentives intact end-to-end.

The vibe? Strong start to Season 2. Community engaged, momentum building.
Onward to an even bigger week ahead.
$XNY #Codatta #Airdrop #KnowledgeLayer #AI
Data isn’t just fuel, it’s value.
@codatta_io turns human + AI contributions into ownable, tradable, revenue-sharing assets. Fair. Verifiable. On-chain.
The future of knowledge isn’t mined. It’s earned.
#Codatta #Web3 #AI #KnowledgeLayer

There’s a truth few talk about in AI: it’s not the learning that’s hard, it’s the unlearning.
Most models today are trained on snapshots of reality. Once deployed, they become frozen reflections of a past world.
Walk with me🚶♂️🧵
@codatta_io #Codatta #AI #KnowledgeLayer

The next era of AI won’t be defined by bigger GPUs.
It will be defined by data integrity.
Remember that.
#Codatta #AI #Web3 #KnowledgeLayer
Keep building, keep innovating, and remember: $XNY is more than a token, it’s the engine driving the Knowledge Layer forward.
#Codatta #AI #KnowledgeLayer #Web3
AI can diagnose, judge, or even research but it can’t rise above the knowledge it’s built on.
That’s why @codatta_io is creating the Knowledge Layer for AI and a foundation where fairness, accuracy, and truth coexist.
#AI #KnowledgeLayer

A fascinating concept.
💡Yet, whether it’s an AI Judge, Doctor, or Researcher, one truth remains:
AI can only be as fair and intelligent as the knowledge it’s built on.
At Codatta, we’re building that foundation — the Knowledge Layer for AI.
#AI #KnowledgeLayer #Codatta #AIethics
Sunday builder idea: AI Judge Companion
Train an AI on written laws and past cases. Then use AI to make judgment recommendations on every public case.
Laws are public documents. Most court documents are public, including precedent cases, claimant and defendant submissions, court transcripts and final verdict, as well as social sentiment (future version).
While human decisions can be affected by mood, hunger (before or after lunch), personal opinions or political bias, etc, an AI should, in theory, be more objective.
I don’t expect any country to adopt this soon. Also not saying AI judges will be “better”. It depends a lot on how well it is trained. But it could be a handy tool for judges, lawyers, and normal people involved in a case. Probably also interesting to watch, feed into prediction markets, etc.
Don’t think it is a lot of work to build. Happy to fund a good one.
➤ Unlocking the Future of Intelligence
✔️ Inflectiv is the bridge between knowledge and action.
✔️ A secure, structured layer fueling agents, workflows, and markets.
✔️ Powering the future of decentralized intelligence on @SuiNetwork.
#KnowledgeLayer #SecureIntelligence #SuiNetwork
🧠 We are the knowledge layer.
The foundation powering agents, workflows, and markets on @SuiNetwork.
Structured. Secure. Tokenized. ⧉
Inflectiv, liberating the world’s knowledge into usable intelligence.
I like this one which been orchestrated as part of the #SingularityVentureHub @Fetch_ai that drives adoption of ASI1 and step closer to the #KnowledgeLayer
https://t.co/kJ9URVqmjT x @actiqapp is official. This is what the future of decentralized intelligence looks like 👀
Mira is designing a programmable knowledge layer.
Beneath every Scroll lies logic:
• modular
• interpretable
• upgradeable
You don’t “talk” to AI — you shape it.
Scrolls aren’t LLMs with skins.
They’re memory machines with intention.
#KnowledgeLayer #AgentInfrastructure #MiraStack

Are you looking for ways your oil & gas company can increase profits, reduce costs and beat your competition? Listen to how the @MaanaKnowledge Platform saves time and costs in this video: https://t.co/QhDz282wGE #digitaltransformation #knowledgelayer
“For digital transformation to be most effective it's critical to have C-level sponsorship, and a prioritized roadmap focused on ROI” said @MaanaKnowledge's Asger Klindt at @Globuc_Events. Read here:
https://t.co/E1nnQD77BG #digitaltransformation #oilandgas #knowledgelayer #iot
This popular article from "Energy Intelligence" is too important to miss - ICYMI: "Robots and AI Aside, ‘Workforce is Key’ to Gas, Oil Industry Operations". Read it here: https://t.co/T6TmWLV5NA
#digitaltransformation #ai #knowledgelayer #maana #saudiaramco
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