BestHub
Sign in
Software Engineering 3.0 Era
Author

Software Engineering 3.0 Era

With large models (LLMs) reshaping countless industries, software engineering is leading the charge into the Software Engineering 3.0 era—model-driven development and operations. This account focuses on the new paradigms, theories, and methods of SE 3.0, and showcases its tools and practices.

130
Articles
0
Likes
38
Views
0
Comments
Recent Articles

Latest from Software Engineering 3.0 Era

100 recent articles max
Software Engineering 3.0 Era
Software Engineering 3.0 Era
Aug 2, 2025 · Artificial Intelligence

How ByteDance’s TRAE Agent Redefines AI-Powered Software Engineering

ByteDance’s TRAE Agent achieves a record 75.20% success on the SWE‑bench benchmark by bridging the “complexity gap” between function‑level and repository‑level tasks through a three‑stage pipeline—patch generation, pruning, and selection—augmented with ensemble reasoning, multi‑model integration, and a novel test‑time scaling mechanism.

AI agentsSWE-benchTRAE
0 likes · 14 min read
How ByteDance’s TRAE Agent Redefines AI-Powered Software Engineering
Software Engineering 3.0 Era
Software Engineering 3.0 Era
Jul 31, 2025 · Fundamentals

Generating a Software Testing Knowledge Graph with a Large Language Model

The article recounts a 2016 hand‑crafted software testing panorama, then shows how the Claude 4 Sonnet Think model can automatically produce several versions of a software testing knowledge graph, analyzes its entity hierarchy and relationships, critiques gaps, and outlines future plans to store the graph in a database for enhanced testing education.

Claude 4 SonnetSoftware Testingknowledge graph
0 likes · 6 min read
Generating a Software Testing Knowledge Graph with a Large Language Model
Software Engineering 3.0 Era
Software Engineering 3.0 Era
Jul 28, 2025 · Artificial Intelligence

How Enterprise AI Agents Move From Efficiency Silos to Value Resonance

The article explains how enterprise AI agents shift from a command‑response model to a goal‑execution paradigm, outlines a layered LLM architecture, tool integration, and memory systems, and demonstrates three practical use cases that create clear value loops for R&D, marketing, and customer service.

AI agentsLLM architectureautomation
0 likes · 13 min read
How Enterprise AI Agents Move From Efficiency Silos to Value Resonance
Software Engineering 3.0 Era
Software Engineering 3.0 Era
Jul 20, 2025 · Artificial Intelligence

From Vibe Coding to Kiro Spec-Driven Development: Bringing Engineering Determinism to AI Projects

The article contrasts the chaotic, prompt‑driven "Vibe coding" approach with Kiro's Spec‑driven development, explaining how a two‑session model—Vibe for creative exploration and Spec for deterministic engineering—structures AI projects from project‑level documentation to runtime execution, improving reliability and traceability.

AI engineeringKiroRunner
0 likes · 10 min read
From Vibe Coding to Kiro Spec-Driven Development: Bringing Engineering Determinism to AI Projects
Software Engineering 3.0 Era
Software Engineering 3.0 Era
Jul 18, 2025 · Artificial Intelligence

OpenAI Unveils Unified ChatGPT Agent—How a 10‑20 Person Startup Can Rival Tech Giants

OpenAI combined Operator, Deep Research, and ChatGPT into a single agent that can browse the web, run code, and generate PPT or Excel files, achieving record scores on HLE, FrontierMath, BrowseComp and SpreadsheetBench, while demonstrating real‑world tasks like wedding planning and sticker ordering, highlighting AI as a productivity lever for small teams.

AI agentsAI leverageChatGPT
0 likes · 11 min read
OpenAI Unveils Unified ChatGPT Agent—How a 10‑20 Person Startup Can Rival Tech Giants
Software Engineering 3.0 Era
Software Engineering 3.0 Era
Jul 12, 2025 · Product Management

Breaking the Requirement Engineering Deadlock: 3 Practical Strategies for Software Teams

The article outlines three concrete steps—using a Y‑model to uncover true user goals, turning vague requirements into testable scripts with evidence (and AI assistance), and treating the system like a fitness program—to help software teams stop requirement chaos and deliver real business value.

AI assistanceY modelfeature fitness
0 likes · 9 min read
Breaking the Requirement Engineering Deadlock: 3 Practical Strategies for Software Teams
Software Engineering 3.0 Era
Software Engineering 3.0 Era
Jun 30, 2025 · Artificial Intelligence

How Large Language Models Are Revolutionizing Web UI Test Script Generation

This 2025 research report examines how large language models dramatically boost Web UI test script creation, cutting development time by 10‑20×, slashing maintenance effort by up to 80%, and reshaping testing teams, while also outlining recent academic breakthroughs, industry tools, and future challenges.

AI testingLLMPrompt Engineering
0 likes · 16 min read
How Large Language Models Are Revolutionizing Web UI Test Script Generation
Software Engineering 3.0 Era
Software Engineering 3.0 Era
Jun 27, 2025 · Industry Insights

Should You Choose a Computer Science Major in the Age of AI?

The article examines whether to pursue a computer science degree amid rapid AI advances, presenting data on unemployment rates, predicting that AI will generate most code, and recommending top students consider research while ordinary students weigh interdisciplinary alternatives unless driven by genuine passion.

Artificial IntelligenceCareer GuidanceComputer Science
0 likes · 10 min read
Should You Choose a Computer Science Major in the Age of AI?