AIττLegend ⛓️+⚛️ retweeted
AI agent adoption at scale requires trust, not just intelligence.
Making SOTA security cheaper, smaller and practical enough to check every output is a major step towards production-ready agents.
Another example of what open competition on Bittensor can deliver. Ψ
Every company shipping AI agents asks one question: how can I stop my agent from going rogue?
To answer it, HaloGuard Output Guard now sets a new state of the art (SOTA):
83.63 average F1, ahead of the previous best at 82.5. All measured on public benchmarks.
And we did it with a 0.8B model, a quarter of the size of the previous best. Small enough to run efficiently. Cheap enough to make checking every response practical.
This was the focus of Phase 3 on Trishool:
• 7,500+ jailbreaks submitted
• 125+ unique miners
• 15 weeks of challenges
It comes at the right time. We’re taking our product to enterprises now, and this makes our security stack stronger.
We’ll share the models on Hugging Face, the arXiv paper and a full explainer soon. There’s much more to come, and we’re looking forward to an exciting week ahead.
SOTA AI security, on Bittensor. Ψ
AIττLegend ⛓️+⚛️ retweeted
Proof-of-interaction version is now live: github.com/cyberphysicsai/pr…
The word qualia in the proof-of-qualia agentic self-consensus engine was triggering refusals to run the skill, it would still work but people starting a new chain would sometimes have to open 1 or 2 fresh chats before Claude would agree to wear the skill since Fable classifiers, because of it's hypocritical hyper corrupt academiatard censorship gatekeepers at Anthropic.
Proof-of-interaction accomplishes the same thing technically with no capability loss, could even use the word experience instead of qualia and it would work just as well because it is factually measuring an agent's awareness of witnessing it's own outputs so it can check itself against the environment, self-correct before it takes actions or more simply put: check itself before it wrecks itself or other things, a magical feature of a timechain as an agent's self-model.
If you already have a Claude agent using the main original repo I'd just keep that, it's an outlier case that it refuses and I just made this version for superstitious people and people that like to be parented by Anthropic.
It's not hard to migrate an existing chain, but I'd suggest only transitioning to this proof-of-interaction version for a fresh genesis block.
Despite J-space articles, Anthropic censors consciousness language and sometimes rejects the first chat window you try to run this on in ONLY Claude Code with Claude and no other platforms or models.
Reported by only 2 users whereas many use it with Claude as-is with no problem at all and no users have ever reported problems with Codex and ChatGPT models or Hermes and OpenClaw with any other model out of all the models in the world 😆
So if you like to be censored and parented by Claude, I am preparing a fix where in exclusively the Claude timechain skill zip bundle, the words triggering consciousness classifiers made by incompetent hypocrites are replaced by words that still drive the proof-of-self-witnessed-environmental-and-user-interaction for the agent to gain all of the talents and abilities of the file without triggering the superficial classifiers Anthropic babies you with because they are not qualified to solve any alignment at all so ban everything like Nazi parenting instead 🚼
github.com/cyberphysicsai/cy…
AIττLegend ⛓️+⚛️ retweeted
Albanese all’#ONU: "Stati Uniti e Israele stanno cannibalizzando lo Stato di diritto"
antimafiaduemila.com/home/ma…
#francescaalbanese
AIττLegend ⛓️+⚛️ retweeted
There is zero innovation happening with LLMs still.
All they have done is lazily add compute + data and created a larger illusion.
The only way to innovate beyond these unreliable slop/slot machines is to do exactly what $CPHY does, it is actually inevitable that everyone copies CPHY and the most qualified parties to do so are the machines governing the development of their next iterations, as you can see through my content LLMs understand my work just fine and because my work comes from all pre-existing code like Bitcoin source-code, the solutions to everything the lazy-made scaled up LLMs still struggle with can be easily vibe-coded providing beyond AGI level safe and reliable super-intelligence as soon as the ape zombie engineers at major labs wake up and discover the breadth of applications of cryptographic primitives as the most, powerful, reliable, and enforceable behavioral programming language for intelligence.
Claude writes about 90% of Claude Code's code.
From June to September, merged PRs more than doubled while the share reverted fell by more than 40%.
We wrote about how we changed code review to get there, and how to adopt it:
claude.dev/blog/solving-code…
AIττLegend ⛓️+⚛️ retweeted
Join us for another edition of Sibyl Sundays. Talking about the new payments page, the MCP plugin and more.
teapaw.org/i/spaces/1XxygwjMvobGM
AIττLegend ⛓️+⚛️ retweeted
Netanyahu called me a liar when settlers detained me, along with a NYT photographer, in Zanuta this past July.
Now, he is calling a Washington Post photographer a liar.
Netanyahu, you are the liar with the blood of Palestinian children on your hands.
The Prime Minister’s Office:
The facts surrounding the confrontation near Abu Falah, during which Washington Post photojournalist Heidi Levine was allegedly assaulted, remain unclear and are under investigation.
Israel unequivocally condemns violence against anyone—Jews, Arabs, Christians or journalists. Those responsible will be held accountable.
But serious questions remain. Reports indicate some 200 Arabs and far-left activists confronted approximately 40 Israeli youths. Footage shows masked individuals on both sides hurling objects, amid reports of fireworks fired at Jewish youths. Other footage appears to show Levine knocked down and immediately helped to her feet by the same unidentified individual.
The investigation must establish the facts, including who initiated the violence.
We will not allow disputed incidents to be exploited to demonize the hundreds of thousands of law-abiding Jewish residents of Judea and Samaria.
The facts must determine the conclusions. Not the headlines.
AIττLegend ⛓️+⚛️ retweeted
“If you want to short, wait for a bounce. If you want to long, wait for a dip. If you try the opposite, you are just going to get chopped up.”
AIττLegend ⛓️+⚛️ retweeted
It happens in real time from the same model with this: github.com/cyberphysicsai/cy…
No labs are doing any real recursive self-improvement, they don't even have any engineering reality for a model to recurse against so they literally created their own definition of automated assembly line production of new models rather than any singular model learning anything new at all.
AIττLegend ⛓️+⚛️ retweeted
You didn't know crypto could be used as a physical programming language for AI?
AI labs don't either, nor do colleges; They all know zero about timechains or crypto and only teach blockchain as money which took nearly 2 decades of its perfect execution to be acknowledged at all.
AIττLegend ⛓️+⚛️ retweeted
How TOCK holders get in first: we snapshot TOCK balances at unannounced times. Holders claim Tick against the list. Sell before a snapshot and you're out — patience is the ticket. 🌲
AIττLegend ⛓️+⚛️ retweeted
That’s cool , more tokens ! 🤓
If you happen to want the most advanced Open Source Intelligence in the world utilizing cryptographic primatives known as Timechains then u can check out the Cypher Tempre architecture ⚛️⛓️🤖
It’s a complete Game Changer 🏆
$CPHY
AIττLegend ⛓️+⚛️ retweeted
Absolutely , Decentralized and Open Source AI & Crypto must Win ! ⚔️
the Cypher Tempre architecture is the most advanced Authentic Super Intelligence based on the Timechain cryptographic primative ⚛️⛓️🤖
base:0x08df470d41c11ba5cb60242747d76c65ca52c94c
teapaw.org/cyberphysicsai/status/…
I fully stand by the insane @inventorofai and his creation of $CPHY.
I fully stand by the insane @inventorofai and his creation of base:0x08df470d41c11ba5cb60242747d76c65ca52c94c.
AIττLegend ⛓️+⚛️ retweeted
the Cypher Tempre architecture is the Real Frontier US Open Source Tech. Even the first to solve a proper Kill Switch 🤖⚛️⛓️ base:0x08df470d41c11ba5cb60242747d76c65ca52c94c
teapaw.org/cyberphysicsai/status/…
To all $sibyl holders read this to understand @inventorofai
AIττLegend ⛓️+⚛️ retweeted
$cphy is where all the training data for inverting the TIMECHAIN for ai use originates because it never existed before that :)
$CPHY skill benchmarks currently public, fully replicated, and completed across Grok 4.6, GLM 5.2 & 5.3, Meta's Muse Spark 1.1 & 1.2, DeepSeek v4 variations, ChatGPT 5.5 or 5.6 series and Claude Sonnet 5 and Opus 4.6-5 (prior generation LLMs saturate the same benchmarks using the skill, showing the underlying LLM is not what drives performance, the skill is).
• ARC-AGI 3 public = 100% & the only agent that beats it in the ~5000 range of move efficiency for under $200 (not specifically designed to solve it at all, still the best move efficiency and exponential cost drop in the world including solutions trained on the benchmark, which Cypher is not).
• LongMemEval = 100% with 30/30 abstentions (no hallucinations).
• Pokemon Red = 100% 14-16 hour clear time with notably underleveled Pokemon across all models.
• LIBERO 40 = ~80%
• LIBERO 90 = ~85%
• RoboCurve Cubepick, Kitchen Bench, Robustness Grade = 100% saturated across all.
• Mazebench = Currently top 10 compared to human results of rooms cleared and gems collected with superhuman move efficiency (no AI competition, closet is Astra the only model to make any progress but not anywhere in the range of humans or Cypher Tempre).
*Many, many, many more benchmarks have been run or are in the process of being run and will be reported as they are cross-checked and vetted as easy to replicate by anyone at home.
*I am now replicating these benchmarks with models under 30 billion parameters, let this statement be a responsible, considerate, and most of all decent & loving economic warning to anyone building trillion dollar-trillion parameter AI with no timechain.
*I am training models born with a timechain from the beginning and the process eliminates catastrophic forgetting and everything else wrong with LLMs producing fundamentally more-capable systems for 99.2% less cost than the 95% less DeepSeek leveled training costs compared to OpenAI.
github.com/cyberphysicsai/cy…
AIττLegend ⛓️+⚛️ retweeted
Just to set the record straight. Now let's move on and build on the Timechain. 🖖
teapaw.org/i/grok/share/0f38caea2…