Stealth startup launches Jev, claiming 20-200x faster and 40-400x cheaper than frontier models with free output tokens
hardimanjames · x · 2026-09-16
An account claiming to be a ChatGPT co-inventor has emerged from two years of stealth to launch RLCD, a new training method, and Jev, a frontier model described as composable intelligence optimized for decisions.
- 20-200x faster than existing models
- 40-400x cheaper, with free output tokens
- Pitched as "the shortest path to an AI-based economic revolution"
The quote-tweeter argues going all-in on structured output is the killer use case: cheap model intelligence filling schemas and driving backend logic, with Jev's free output economics potentially taking over smart automation. All claims are unverified vendor marketing — treat with skepticism until independent benchmarks appear.
Related event: TypeSafe exits stealth with decision model Jev and RLCD training method(86 posts)→
More from Models
- Anthropic's server-side rule reignites the case for owning open models over renting AI — alex_verem · 2026-11-02
- Epoch AI: open-weight GLM 5.3 exploited the patch gap to hack 6 Firefox releases at ~$1,000 each — rohanpaul_ai · 2026-11-02
- SemiAnalysis: safety classifiers sandbag scores of Opus 5.5 and GPT-6 Astra — morqon · 2026-11-02
- Liquid AI's 1.7B LFM3 becomes first local model to nail live fixtures lookup on a MacBook — NielsRogge · 2026-11-02
- Claude upgrade-page traffic rebounded to 17.6M in September, near May's 18.6M peak — firstadopter · 2026-11-02
- Open-source GLiNER-PII scrubs 13 identifiers from a discharge note in 550ms on GPU — MaziyarPanahi · 2026-11-02