Production Ready on Tech Foundations

Ai Spec

Mon, 01 Jan 0001 00:00:00 +0000

How to build production-ready framework adjusted specifically for your use case?

what AI brings? LLM-specific things; MLOPs; data; NLP and dialogue; agentic and tools domains;

Background And Definitions

Mon, 01 Jan 0001 00:00:00 +0000

Background and Review of Production-Readiness Definitions

Scope and terminology

This document reviews the conceptual clarity of several definitions of production readiness. It does not attempt to define a complete assessment method, design process, release gate, or governance framework. Those concerns will be addressed by the production-readiness framework developed later.

Building

Mon, 01 Jan 0001 00:00:00 +0000

To build a useful framework for AI production readiness, I first needed a conceptual model of “production-ready” grounded in software engineering.

Production Readiness Framework

Mon, 01 Jan 0001 00:00:00 +0000

[WIP] Production Readiness Framework

An organizational system for applying the production-readiness model

1. Purpose

The production-readiness framework turns the production-readiness model into repeatable engineering and decision practice.

Production Readiness Model

Mon, 01 Jan 0001 00:00:00 +0000

Definition

Production readiness is the state in which a defined system or change, its production environment, and the organization responsible for it are together sufficient for a specified production use (and based on the available evidence and within the defined limits of uncertainty and residual risk).