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CI pipeline

5 articles · Page 1 of 1
Advanced AI Application Practice
Advanced AI Application Practice
Jul 10, 2026 · Operations

Why More Test Cases Can Increase Bugs and How This AI Skill Closes Testing Gaps

The article explains that writing many test cases does not guarantee bug reduction because missing test points create blind spots, and introduces the AI‑powered test‑point‑generator skill that systematically scans requirements across 14 dimensions to produce comprehensive, verifiable test points and reduce P1 incidents.

AI testingAutomationCI pipeline
0 likes · 17 min read
Why More Test Cases Can Increase Bugs and How This AI Skill Closes Testing Gaps
Architect
Architect
Jun 27, 2026 · Backend Development

From Task Cycles to a Maintainable, Observable, Replayable Agent Loop

The article explains how Loop Engineering turns multi‑round Agent execution into a maintainable, observable, and replayable closed‑loop by defining six core components, reusing traditional development patterns, presenting a CI‑failure triage demo, and highlighting architectural and practical pitfalls.

Agent LoopCI pipelineobservability
0 likes · 19 min read
From Task Cycles to a Maintainable, Observable, Replayable Agent Loop
Weekly Large Model Application
Weekly Large Model Application
Jun 16, 2026 · Artificial Intelligence

Building an Open‑Source TTS Evaluation Framework with ZipVoice, OmniVoice & Latest Benchmarks

This guide explains why TTS evaluation requires a three‑metric “iron triangle” (WER/CER, speaker similarity, and naturalness), introduces community benchmarks such as Seed‑TTS‑eval, TTSDS2, TTS Arena and TTSD‑eval, and provides a concrete six‑stage pipeline and best‑practice checklist for reproducible, production‑ready assessment.

CI pipelineOpen-source benchmarksSeed-TTS-eval
0 likes · 11 min read
Building an Open‑Source TTS Evaluation Framework with ZipVoice, OmniVoice & Latest Benchmarks