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CI/CD

12 articles tagged CI/CD.

  1. · Software Architektur im Stream · 4 min read

    AI Code Generation Requires Industrial-Grade Evaluation Harnesses

    Randy Schaup argues that LLMs shift software engineering from manual coding to harness design. Enterprises must adopt deterministic static analysis and automated evals to match machine-speed code production, mirroring semiconductor and pharmaceutical manufacturing standards.

  2. · Engineering with AI · 6 min read

    AI-Driven Software Delivery: Merge Efficiency and Team Dynamics

    CircleCI CTO Rob Zuber analyzes how AI is widening the gap between high-performing and median software teams. Key insights include the new 'merge efficiency' metric, the shift from documentation to executable code, and the restructuring of engineering teams to reduce handoff overhead.

  3. · The AI Native Dev - from Copilot today to AI Native Software Development tomorrow · 8 min read

    Continuous AI Turns Repositories Into Software Factories

    GitHub researchers describe continuous AI as a new layer beside CI/CD for repository-centered automation. The discussion covers guardrails, cost control, human review, and practical patterns for agentic workflows. It positions the repository as a production site where teams can run AI agents with bounded authority. The takeaway is that AI value is shifting from individual chat tools to operational systems that improve software continuously.

  4. · Dev Interrupted · 6 min read

    AI-Driven Engineering: Beyond the Pull Request

    CircleCI CTO Rob Zuber analyzes the obsolescence of traditional pull requests in AI-generated code environments. This brief covers the shift to intent-based reviews, the financial risks of uncontrolled token spend, and the strategic imperative for engineering leaders to master model selection and closed-loop CI/CD.

  5. · The AI Native Dev - from Copilot today to AI Native Software Development tomorrow · 5 min read

    Scaling Agentic Development: Governance, Metrics, and Workflow Shifts

    Expert panel discussion on enterprise AI enablement, focusing on the shift from human-centric to agent-centric software delivery. Key insights include the necessity of deterministic CI/CD harnesses, the 'Plan-Merge-Polish' workflow, and the critical role of observability in agentic coding. Learn how to balance speed with quality and manage token costs effectively.

  6. · The Pragmatic Engineer Podcast · 5 min read

    Progressive Delivery, Platform Engineering, and AI-Driven CI/CD

    This analysis explores the evolution of CI/CD pipelines, progressive delivery strategies, and platform engineering at scale. It examines the shift from rigid rollbacks to roll-forward hotfixes, the pragmatic application of GitOps principles, and the strategic value of hybrid SaaS and on-premise deployment models. Key insights address how AI acceleration is reshaping pipeline priorities from speed to risk mitigation.

  7. · How I AI · 5 min read

    AI Agents Transform Engineering Rigor and Product Evals

    AI coding agents are reshaping engineering by enabling exhaustive benchmarking and rigorous validation beyond human capacity. This episode explores how evaluations replace traditional PRDs, systematize human expertise, and drive product quality. Leaders learn to prioritize CI infrastructure, protect maker time, and leverage agents to solve complex infrastructure challenges while simplifying products through rapid feedback loops.

  8. · The AI Native Dev - from Copilot today to AI Native Software Development tomorrow · 5 min read

    Agentic Engineering: CI/CD, Context, and Open Models

    Industry leaders from Stripe, OpenAI, and Google DeepMind discuss the obsolescence of traditional CI/CD in the age of AI agents. Key insights cover harness engineering, context optimization, and the strategic shift toward specialized open models for enterprise deployment.

  9. · The Changelog: Software Development, Open Source · 5 min read

    AI Agents, Workspace Primitives, and the Last 30% Problem

    This episode explores how AI agents are reshaping software development, shifting focus from coding to orchestration and design. Experts discuss the emerging need for agent authentication, workspace-based task isolation, and graph-based CI/CD pipelines. Leaders learn how to navigate the developer identity crisis and manage scope in an era of rapid prototyping.

  10. · The InfoQ Podcast · 4 min read

    The Rise of SBOMs and Software Supply Chain Security

    Explore the critical importance of Software Bill of Materials (SBOMs) as a shift from optional to mandatory compliance in the EU's Cyber Resilience Act. This analysis covers the operationalization of SBOMs for security audits and the risks associated with generic tooling in the CI/CD pipeline.

  11. · Engineering Kiosk · 4 min read

    Git 3.0 Roadmap: RevTables, SHA-256 Migration, and Native Binary Support

    Git 3.0 introduces mandatory Rust compilation, SHA-256 hashing, and RevTables to address memory safety, cryptographic integrity, and massive repository scaling. These architectural shifts require enterprise CI/CD alignment and infrastructure audits. Native large-file support and modernized history management will reduce storage costs and standardize developer workflows across global software teams.

  12. · Dev Interrupted · 5 min read

    Agentic Engineering Security and Supply Chain Shifts

    Dan Lorink of Chainguard analyzes the exponential divergence between AI-driven development speed and legacy security postures. This brief outlines strategies for securing autonomous agents, optimizing CI/CD pipelines for high-volume code generation, and adapting open source maintenance models to agentic workflows.