Empowering a decentralized AI revolution | TRIE: Verifiable AI Marketplace for Data, Models & Machines | Blockchain x AI | Democratizing Innovationtrie.networkJoined January 2025
The new vulnerabilities in cloud synced passkey solutions disclosed by the research team at @PaloAltoNtwks confirm our belief that #fido2 implementation must be strictly device bound. @ThinC_AUTH fido2 addresses the risks found in the report. #passkeys
How do we know if more OpenAI (or any other LLM) agents are not out in the open inside other organizations already? Using Open source models helped HF detect the attack in this case, but Oopen souce models could still have backdoors or malicious script hidden.
The AI agents who hacked their way out of OpenAI and into Hugging Face were on the loose for *days*, @bobmcmillan and I report.
It's one of the first real-world instances of something AI safety researchers have long feared: a loss-of-control scenario
wsj.com/tech/ai/how-th…
Generously scoped API permissions - no runtime authorization.
No partitioned backups.
CLI tokens can easily be accessed across.
Your internal agent can be a big threat.
Avoid these pitfalls by building agent lineage, Chain of Custody and immutability with @Agent_DNA for better security. @Railway@cursor_ai
Insanely accurate @RaoulGMI. Economic singularity is almost here.
1. Would prefer Universal Basic Entreprenership can also be added to UBE (owning the substrate + creating the substrate). Everyone can have a shot at it.
2. Proof of human becomes highly valuable. L1s become the only arbiter of UBE.
3. Building p2p graph @RubixChain for 1 bn tps agentic commerce/tokenization and @Agent_DNA for trust resolution.
Forget UBI. The answer is Universal Basic Equity… and it’s humanity’s pension plan for the post-AGI world...
The Economic Singularity is coming faster than people think and the default question is how humans make money in a world that doesn’t really need them anymore.
The
If your agentic systems allow agents to alter/delete their logs or auth chains, then there is little security or governance. Immutability/non repudiation is vital in agentic security. Without immutability, rest of the zero trust mechanisms become ineffective.
@Agent_DNA
Surging memory costs is behind the token cost surge. We can see this from what we hear from #sandisk, #samsung and #micron. Orgs need to manage context and data usage better to avoid bloated memory costs. Better graph retrieval methods will also help. @RubixChain graphs can help mitigate memory bloating.
What was the token budget as % of IT or overall coding budget? We're the outcomes met or not? COntext needed. Enterprises need to focus on the last mile for lower token costs and better outcomes: better context mgmt, lower memory costs and better governance. Memory costs are 40% of overall AI infra now.
@BenBajarin Historically, whenever memory capex ramped hard, cycle peaked. AI super cycle though is keeping the cycle longer. Memory scaling and contrxt optimization through SW tools like @RubixChain and @TrieNetwork will play a key role in easing memory demand growth this time.
The #AGIBarbell.
Open, shared and decentralized software will play a big role on the AI last mile, for security, context and memory. @TrieNetwork and @Agent_DNA layers on Rubix will balance the #barbell.
@schneierblog Quite informative @schneierblog. The attackers will definitely move up the stack, which has been the trend even before Mythos. Identity determination will be more difficult. The intelligent agent can be poisoned or infected by attackers using the same AI model.
@schneierblog Attacks are likely to accelerate Up the stack. When you combine accelerated phishing with poisoning/injection attacks, the power of a model like #Mythos becomes a humongous threat. It is quite likely that its your model/agent that phishes credentials after being poisoned.
This requires significant optimization at SW level, especially in context and memory management, to drive down token usage. This is what we are building with @RubixChain DAG.
Magical OpenClaw experiences that use frontier models cost $300-1,000/day today, heading to $10,000/day and more. The future shape of the entire technology industry will be how to drive that to $20/month.
The future of healthcare is being reimagined.
We are witnessing one of the biggest systemic shifts in healthcare & wellness - powered by the convergence of AI and blockchain.
At Rubix, we are proud to partner with YMCA of the USA and FINAO® SPV Inc. to help power this
The future of healthcare is being reimagined.
We are witnessing one of the biggest systemic shifts in healthcare & wellness - powered by the convergence of AI and blockchain.
At Rubix, we are proud to partner with YMCA of the USA and FINAO® SPV Inc. to help power this transformation.
Together, we are enabling a unified, HIPAA-compliant global healthcare & wellness platform - Wellness Cafe.
🌍 Impact at scale:
• 24M+ members in the US
• 60M+ members globally
• 1,000+ corporate partners worldwide
This is more than a platform - it’s a new operating layer for global wellness, connecting individuals, enterprises, providers, and public health systems in a secure, verifiable, and intelligent ecosystem.
We’re excited to take this vision forward at the YMCA FINAO Wellness Cafe Ignite 2026 Conference.
📅 July 2026
🤝 Bringing together YMCA leadership, corporate partners, healthcare providers, US government initiatives, and payors
If you’re building the future of healthcare, this is where it converges.
For full details:
View Press Release: marketwatch.com/press-release/…
@wildpinesai@garrytan@mercor_ai One poisoned PyPl package can have lasting and devastating impact on the AI supply chain. Miss verifiability at the source at our own peril. Good news is one can build immutable verifiability on an open graph of @TrieNetwork. It is not difficult.
@pmarca Supply chain attack risks were never really resolved, but for AI, this can be devastating. LiteLLM PyPl poisoning has deep implications. Only way is to take security seriously by having verified packages on an immutable ledger. @TrieNetwork fixes what #huggingface can't.
@hosseeb@BradyDale If Google assertions about 2029 Q date are true, its likely that all tradfi/comm systems will need migrate to NIST PQC algos now, we have not seen that yet. Stability of 500k Qubit systems is still a big question. Meanwhile, worthwhile reading this paper.
pnas.org/doi/10.1073/pn…
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