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causal graph

2 articles · Page 1 of 1

Sep 14, 2026 · Operations

2026 AI-Driven CI/CD Tools Compared: GitHub Copilot, Harness, GitLab Duo & ZhiLiu

This article compares four leading AI-driven CI/CD tools for 2026—GitHub Copilot Enterprise, Harness AI-powered CI, GitLab Duo CI, and ZhiLiu Pipeline v3.2—evaluating their intelligent capabilities, observability, engineering friendliness, and domestic adaptation in Chinese environments.

AI-driven CI/CDDevOps observabilityGitHub Copilot Enterprise

0 likes · 10 min read

2026 AI-Driven CI/CD Tools Compared: GitHub Copilot, Harness, GitLab Duo & ZhiLiu

Machine Heart

Jun 7, 2026 · Artificial Intelligence

How GoS Gives Agents a Shared Belief State for True Multi-Agent Collaboration

The paper introduces Graph of States (GoS), a neural‑symbolic framework that equips multi‑agent systems with an explicit, maintainable belief state, enabling backtracking and drill‑down during long‑horizon abductive tasks such as medical diagnosis and distributed‑system fault analysis, and demonstrates superior Match and Relevant scores over existing baselines.

AIOpsAbductive Reasoningcausal graph

0 likes · 11 min read

How GoS Gives Agents a Shared Belief State for True Multi-Agent Collaboration