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Continuous Delivery 2.0
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Continuous Delivery 2.0

Tech and case studies on organizational management, team management, and engineering efficiency

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Recent Articles

Latest from Continuous Delivery 2.0

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Continuous Delivery 2.0
Continuous Delivery 2.0
Sep 26, 2025 · Artificial Intelligence

Why a New AI Programming Manifesto Is Needed – Lessons from the Agile Revolution

The article argues that after 24 years since the Agile Manifesto, AI-driven programming has created a fresh crisis of role confusion, unpredictability, and security risks, and proposes a new AI Programming Manifesto to guide developers toward responsible, human‑centered, and safe AI‑assisted software engineering.

AI programmingAI safetyagile
0 likes · 18 min read
Why a New AI Programming Manifesto Is Needed – Lessons from the Agile Revolution
Continuous Delivery 2.0
Continuous Delivery 2.0
Sep 25, 2025 · Fundamentals

How to Stay Irreplaceable as a Developer in the AI Era

In the AI era, developers who master big‑picture thinking, build automated delivery pipelines, quantify business impact, and use AI as a tool rather than a crutch become truly indispensable, outpacing those who rely solely on raw coding speed.

AI eraDevOpsSoftware Architecture
0 likes · 10 min read
How to Stay Irreplaceable as a Developer in the AI Era
Continuous Delivery 2.0
Continuous Delivery 2.0
Sep 11, 2025 · Artificial Intelligence

Building Scalable Enterprise RAG: Lessons, Pitfalls, and Proven Solutions

This article shares practical lessons from building a large‑scale enterprise RAG system, covering imperfect data, document quality scoring, hierarchical chunking, metadata design, semantic‑search failures, open‑source model choices, and table handling to achieve reliable AI‑driven search.

Enterprise AIOpen-source modelsRAG
0 likes · 13 min read
Building Scalable Enterprise RAG: Lessons, Pitfalls, and Proven Solutions
Continuous Delivery 2.0
Continuous Delivery 2.0
Sep 1, 2025 · Artificial Intelligence

How Spotify Uses Multi‑Model Voting to Give GenAI a Trustworthy Confidence Score

Spotify’s finance engineering team tackled the challenge of reliable GenAI outputs for invoice parsing by testing three confidence‑scoring methods, discarding two, and refining a multi‑model voting approach with weighted votes, calibration, and practical implementation details for high‑risk, SOX‑compliant scenarios.

GenAISOX complianceconfidence scoring
0 likes · 9 min read
How Spotify Uses Multi‑Model Voting to Give GenAI a Trustworthy Confidence Score
Continuous Delivery 2.0
Continuous Delivery 2.0
Aug 28, 2025 · Artificial Intelligence

How Agentic AI Is Transforming Software Engineering and Startup Success

In a deep interview, AI pioneer Andrew Ng explains that AI progress will follow multiple parallel paths beyond scaling, highlights the talent bottleneck for building Agentic AI, and shows how AI‑driven coding tools are shifting startup bottlenecks from engineering to product management while reshaping team structures and founder priorities.

AI developmentAI talent bottleneckagentic AI
0 likes · 15 min read
How Agentic AI Is Transforming Software Engineering and Startup Success
Continuous Delivery 2.0
Continuous Delivery 2.0
Aug 4, 2025 · Artificial Intelligence

How Google’s T5‑Powered AI Cuts Code Review Time by 60 Minutes per PR

Google’s T5‑based machine‑learning tool transforms code‑review comments into automatic edit suggestions, reducing the average 60‑minute per‑review effort, boosting resolution rates from 4.9 % to 7.5 %, and delivering multi‑role efficiency gains that translate into hundreds of person‑years saved annually.

AI assistanceCode ReviewDevOps
0 likes · 10 min read
How Google’s T5‑Powered AI Cuts Code Review Time by 60 Minutes per PR
Continuous Delivery 2.0
Continuous Delivery 2.0
Jul 17, 2025 · Artificial Intelligence

Why AI Coding Tools May Slow You Down: Uncovering the Efficiency Illusion

This article examines why AI‑assisted coding tools often create an illusion of speed, revealing research that shows senior developers may spend up to 19% more time, and outlines three key insights: the efficiency illusion, the supremacy of context, and a roadmap for building a human‑AI quality flywheel.

AI programmingContext Engineeringefficiency illusion
0 likes · 11 min read
Why AI Coding Tools May Slow You Down: Uncovering the Efficiency Illusion
Continuous Delivery 2.0
Continuous Delivery 2.0
Jul 14, 2025 · Product Management

Unlock Product Success: How Google’s HEART Model Turns UX Into Measurable Growth

This article explains Google’s HEART measurement model and the GSM (Goal‑Signal‑Metric) framework, showing how product teams can translate vague user experience feelings into concrete, actionable metrics across Happiness, Engagement, Adoption, Retention, and Task Success, with real‑world case studies.

EngagementGSM frameworkHEART model
0 likes · 9 min read
Unlock Product Success: How Google’s HEART Model Turns UX Into Measurable Growth