GitHub REST API 2026-03-10: A Migration Governance Playbook for Platform Teams
How to migrate safely to GitHub REST API version 2026-03-10 with contract tests, rollout rings, and breakage containment for enterprise integrations.
Marcus Wright
Cloud infrastructure and DevOps practitioner. Kubernetes, FinOps, and supply chain security.
143 articles
When Version Enforcement Pauses: Self-Hosted Runner Resilience Playbook
How enterprise DevOps teams should respond when GitHub self-hosted runner minimum version enforcement is paused.
From E2E to Security Signals: Integrating Playwright, ZAP, and Coding Agents in CI
A practical CI design that combines browser automation, DAST scanning, and agent-assisted triage without overwhelming teams.
Defense-Tech AI Procurement in 2026: Risk Controls for Fast Contracts
A procurement and engineering control framework for organizations adopting defense-tech AI platforms under accelerated contract timelines.
GitHub Copilot Agent Approval Bypass: Governance Patterns Before You Enable It
A practical control model for teams evaluating GitHub's new option to skip approvals in Copilot coding agent Actions workflows.
Valkey Global Datastore DR Drills: Operating Cross-Region Failover Without Surprises
A practical runbook for validating replication lag, failover timing, and application behavior in managed Valkey global setups.
Valkey Global Datastore DR Game Days: A Zero-to-Ops Playbook for 2026
How to design, execute, and institutionalize cross-region disaster recovery drills with Valkey Global Datastore and service-level cache contracts.
Cloudflare AI Security for Apps GA: A Rollout Playbook for Platform Teams
How to operationalize Cloudflare AI Security for Apps GA with staged enforcement, prompt-data controls, and SOC-ready telemetry.
GitHub Actions OIDC + Repository Custom Properties: Building Safer Deployment Trust Chains
A concrete policy design for workload identity, least privilege, and auditable multi-environment deployments.
Turning Monthly Secret Scanning Pattern Updates into a Repeatable Security Control
How to operationalize GitHub secret scanning pattern updates as monthly security deltas with measurable exposure reduction.
Cloudflare AI Security for Apps GA: Adoption Playbook for Real-World Architectures
A deployment-focused guide for integrating Cloudflare AI Security controls into application and agent traffic paths.
Dependabot + Pre-commit Hooks: A Safe Adoption Blueprint for Enterprise Repositories
How to introduce Dependabot pre-commit support without creating CI noise, broken branches, or policy drift.
Energy-Aware AI Scheduling Is Becoming a Platform Engineering Requirement
As AI demand pressures power infrastructure, platform teams need carbon and grid-aware orchestration patterns.
Defending AI Code Review Against Backdoored Dependencies
A pipeline design that prevents AI-assisted coding and review flows from blindly importing malicious open-source patterns.
AI-Generated Code Flood: Building a Review Control Plane
How to redesign code review pipelines for the surge of machine-generated pull requests in 2026.
AI Coding Agents and Supply-Chain Safety: A Playbook After Real-World Close Calls
How to prevent backdoored dependencies and destructive automation behaviors in AI-assisted development workflows.
Copilot Model Routing SLOs in 2026: From Feature Launch to Operational Discipline
How platform teams can operate multi-model Copilot deployments with latency, quality, cost, and policy SLOs instead of ad-hoc defaults.
Dynamic Path MTU + QUIC: A Reliability Playbook for Enterprise SASE Clients
How network and platform teams can reduce silent packet loss and improve remote user experience with adaptive MTU and QUIC-first transport.
GitHub Copilot GPT-5.4 Rollout Playbook for Enterprise Teams
How to introduce GPT-5.4 in Copilot without breaking review quality, security controls, or delivery predictability.
CI-Native Agent Evaluation with SWE-CI: From Demo Wins to Maintenance Reality
How to use CI-grounded benchmarks and internal scorecards to evaluate coding agents on real maintenance work.