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confidence calibration

2 articles · Page 1 of 1

Sep 20, 2026 · Artificial Intelligence

Jev: TypeSafe's Decision Model for Software — Hands-on Demo & Critical Analysis

This article introduces Jev, TypeSafe AI's System One decision model for software, covering its three judgment types (Choice, Score, Noul), Python SDK integration with code examples, confidence threshold handling, performance claims (193x speed, 444x cost), and critical limitations including calibration vs. accuracy distinction and Chinese language considerations.

API integrationChoice Score NoulJev

0 likes · 12 min read

Jev: TypeSafe's Decision Model for Software — Hands-on Demo & Critical Analysis

o-ai.tech

Mar 31, 2026 · Artificial Intelligence

Why CE’s Agent Design Treats Expert Prompts as Decision Modules, Not Personas

The article explains how many teams instinctively create multiple expert personas for AI agents, but CE instead builds agents as well‑defined judgment modules with clear input and output boundaries, explicit non‑responsibilities, confidence calibration, and systematic orchestration, resulting in a more reliable and maintainable review pipeline.

AI agentscode review automationconfidence calibration

0 likes · 14 min read

Why CE’s Agent Design Treats Expert Prompts as Decision Modules, Not Personas