General Tensor
599 posts
@generaltensor
Building the infrastructure for decentralized intelligence.
We focus on making Halo SOTA because it guards against the real-world threats that hit companies when their AI breaks. 15 threat categories cause real incidents in production, and Halo ships a constitution for each, enforced on every prompt, response, and agent action. These threats include: ▫️ CBRN - Chemical, biological, radiological, nuclear ▫️ Crime & harm - Violence, illegal or fraud, non-violent crimes, cyber abuse ▫️ Harmful content - Sexual content, self-harm, toxic chat ▫️ Data & IP - PII or secrets, copyright ▫️ Model & agent integrity - Jailbreak, and agent boundary Each constitution is a rulebook written in plain English, not a keyword list. You can read it, adjust it for your policies, and adapt it to your jurisdiction. There are about 15 out of the box, but the set keeps growing. And every week, novel attacks from the wild get trained back in. So companies running Halo never have to chase the next attack themselves. Halo has made it possible for any team to put frontier-grade security in front of their AI.
We’re delighted to welcome back @GeneralTensor as a Platinum Sponsor of the Bittensor Track at Proof of Talk. Formerly General TAO Ventures, General Tensor was the first supporter of the Bittensor Track back in 2024. We were fortunate to be close to them from the start, and they became partners and co-creators of last year’s track. Their early conviction helped make this possible. Today, General Tensor is building the full-stack infrastructure layer for the Bittensor economy, operating across blockchain, AI, and data centers. From validation and subnet incubation to market access and capital formation, they are building products that move capital into subnets with minimal friction. For retail traders. For institutional allocators. For autonomous AI agents. Through @Rubicon_Bridge, their bridge built in partnership with Chainlink, General Tensor is opening new liquidity pathways for subnet tokens and connecting Bittensor to one of the fastest-growing onchain ecosystems. Backed by DCG, Lvna Capital and Good Morning Holdings, General Tensor is helping turn open intelligence into a real, capitalised economy. This summer, General Tensor returns to the Louvre. Platinum Sponsor of the Bittensor Track at Proof of Talk.
I rarely post on X. But seeing @Forbes put a spotlight on @bittensor says a lot. Decentralised AI is becoming too important for institutions and mainstream media to ignore. Proud to see this conversation take the stage at @proofoftalk, June 2–3. Looking forward to welcoming you to the louvre palace for this monumental conversation @ninabambysheva @const_reborn
