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The AI Daily Brief · Wednesday, September 16, 2026

Typesafe Launches 'Jeff' AI Model Trained with Reinforcement Learning for Calibrated Decisions

Diego Almeida, a co-inventor of ChatGPT, has launched a new AI model called 'Jeff' through his company Typesafe, utilizing a novel training method called Reinforcement Learning for Calibrated Decisions (RLCD). This approach aims to provide answers with 'epistemically honest probabilities' for decision-making, offering outputs 20-200 times faster and 40-400 times cheaper than traditional LLMs.

personDiego AlmeidacompanyTypesafe

The tape

3 quotes
“After co-inventing ChatGPT, I kept asking myself, why have superhuman chat models not led to AGI? I've spent the last two years in stealth building a new way to train models, RLCD, or reinforcement learning for calibrated decisions, and a new type of frontier AI model that we are releasing today.”
Diego Almeida
“Jeff: 20 to 200 times faster, 40 to 400 times cheaper, with output tokens free, frontier composes intelligence optimized for decisions.”
Diego Almeida
“We built a new stack entirely focused on automation, with a new model architecture, parallel sampler for maximum efficiency, and training method we call reinforcement learning for calibrated decisions.”
narrator
Heard on The AI Daily Brief — “Why a New Class of AI “Judgment Models” Could Have Big Business Implications”, published Wednesday, September 16, 2026. Heardvine summarizes and quotes with attribution and timestamps, and links to the original everywhere.
Transcribed via Gemini audio transcription · $0.02
Typesafe Launches 'Jeff' AI Model Trained with Reinforcement Learning for Calibrated Decisions — Heardvine