Ben Stein
15.9K posts

Ben Stein
@BenAltstein
Why is it like this?

Next Phase: Privacy AI Privacy is the trillion-dollar gate to enterprise AI. We are kicking it open with full agent-inference auditability, already live with the UAE government. End-to-end encryption ships next. Batch 2 of the invite-only Beta rolling out now, hundreds on the waitlist. From here, it compounds. Public API. Private inference for enterprises and governments. Then our own SERV-native models. Full stack below. SERV Reasoning ROADMAP: P0: Enhancement Engine (done) P1: Private Beta (now) P2: Public API (next) 2.1 Enterprise Private Inference (TEE + E2EE) 2.2 Shadow Agents 2.3 Verification Hints 2.4 Graph Sharding P3: SERV-native fine-tuned models P4: Purpose-built SERV model from scratch P5: maLLM - morpheme-aware LLM (R&D) Detailed article coming.



Greg Ivanov joins SERV as key advisor. ex-Head of Partnerships at Google, GP at 227 - early backers of Pendle, Bittensor, RNDR. He grew Google Play into one of the largest developer ecosystems on the planet - now working with us to scale SERV Reasoning across large enterprises.













