Tagged articles

acceptance criteria

9 articles · Page 1 of 1

Sep 27, 2026 · Product Management

Beyond the Demo: Five-Layer Architecture for Production-Ready AI Products

This article argues that moving AI products from demos to reliable B2B production requires a five-layer architecture — model, knowledge, rules, system, and process — rather than just a stronger model, detailing each layer's responsibilities, three collaboration scenarios, a task definition card for requirements, cross-functional team alignment, layered acceptance criteria, and common architectural imbalances to avoid.

AI product architectureB2B AIKnowledge Management

0 likes · 17 min read

Beyond the Demo: Five-Layer Architecture for Production-Ready AI Products

ITPUB

Sep 20, 2026 · Industry Insights

Digital Transformation Isn't Gone—It's Awaiting Its Acceptance Slip

The article argues that the term 'digital transformation' is fading not because the work stopped, but because organizations now demand concrete, verifiable results—acceptance slips—rather than vague slogans, highlighting the gap between project completion and business value, and proposing accountability mechanisms to avoid repeating the cycle with AI.

AI readinessPing An case studyacceptance criteria

0 likes · 28 min read

Digital Transformation Isn't Gone—It's Awaiting Its Acceptance Slip

PMTalk Product Manager Community

Sep 12, 2026 · Product Management

The One Flaw Shared by Inefficient Product Managers: Requirement Docs as Feature Lists

This article explains why treating requirement documents as mere feature lists leads to endless revisions, and introduces a three-dimensional framework — user value, business logic, system implementation — plus AI-assisted analysis and a rigorous definition of done to produce executable, high-quality specs.

AI-assisted analysisacceptance criteriabusiness logic

0 likes · 5 min read

The One Flaw Shared by Inefficient Product Managers: Requirement Docs as Feature Lists

Data Bricklaying Diary

Sep 10, 2026 · R&D Management

Agent Runs Tests ≠ Trustworthy Results: Building Independent Verification in AI-Native Development

The article explains why AI agents running tests doesn't ensure reliable verification, proposing a five-layer system — self-verification, independent verifier, test role, CI toolchain, and business acceptance — with version-linked evidence, protected acceptance criteria, design cross-checks, and clear human judgment boundaries for semantic, risk, and authorization decisions.

AI-Native DevelopmentCI/CDacceptance criteria

0 likes · 13 min read

Agent Runs Tests ≠ Trustworthy Results: Building Independent Verification in AI-Native Development

Tech Ocean

Aug 11, 2026 · Product Management

Beyond PRDs: The Six Product Facts AI‑Ready Product Managers Must Deliver

Product managers must replace lengthy PRDs with a concise, executable product intent that includes problem definition, rules, interactive prototypes, domain models, acceptance criteria, and decision context, enabling both humans and AI agents to understand, implement, and verify requirements consistently across design, development, and testing.

AIacceptance criteriacontext package

0 likes · 19 min read

Beyond PRDs: The Six Product Facts AI‑Ready Product Managers Must Deliver

DevOps

Jan 4, 2023 · Fundamentals

Understanding Test‑Driven Development: From TDD Mindset to Contract Testing and Standards

The article explains how Test‑Driven Development is fundamentally a mindset that emphasizes predefined standards and expectations, explores related practices such as contract testing, acceptance criteria, and standard‑driven development, and discusses the challenges of defining, maintaining, and motivating adherence to these standards within agile teams.

AgileContract TestingTDD

0 likes · 6 min read

Understanding Test‑Driven Development: From TDD Mindset to Contract Testing and Standards

DevOps

Jun 24, 2020 · Product Management

Essential Knowledge for Scrum Product Owners: From Project‑to‑Product Mindset to Acceptance Criteria

This article explains the fundamental concepts a Scrum Product Owner should master, including the shift from project to product thinking, the PO role and mission, product vision techniques, backlog grooming, persona creation, user story format, and the importance of well‑written acceptance criteria.

Product Owneracceptance criteriaproduct management

0 likes · 11 min read

Essential Knowledge for Scrum Product Owners: From Project‑to‑Product Mindset to Acceptance Criteria

DevOps

Oct 24, 2018 · Operations

Improving Delivery Efficiency with Suppliers through Agile Principles and Work‑in‑Progress Limits

The article describes how a financial institution applied agile concepts such as limiting work‑in‑progress, daily progress meetings, clear requirement definition, and acceptance criteria to a supplier‑driven project, resulting in higher delivery speed, better focus on high‑priority items, and continuous improvement of the collaboration process.

DevOps RecruitmentWork-in-Progressacceptance criteria

0 likes · 10 min read

Improving Delivery Efficiency with Suppliers through Agile Principles and Work‑in‑Progress Limits

DevOps

Dec 3, 2017 · R&D Management

Understanding Definition of Done (DoD) and Acceptance Criteria (AC) in Scrum

This article explains Scrum's Definition of Done (DoD) and Acceptance Criteria (AC), illustrates common pitfalls through daily stand‑up examples, presents excerpts from the Scrum Guide, compares DoD and AC, and offers practical recommendations for teams to establish clear definitions before the first sprint.

R&D managementacceptance criteriadefinition of done

0 likes · 8 min read

Understanding Definition of Done (DoD) and Acceptance Criteria (AC) in Scrum