AI-Era App Launch Surge: Product Operations Playbook for Sustainable Release Velocity
How teams can respond to the sharp rise in app launches by redesigning experimentation, QA automation, and release governance.
#testing
17 articlesBeyond Tokenmaxxing: How Engineering Teams Measure Real AI Coding Productivity
A measurement framework for distinguishing genuine throughput gains from AI-generated busywork in software teams.
AI Coding Agents in 2026: Building a Multi-Model Verification Loop for Real Delivery
How teams can convert rapid AI coding progress into stable software outcomes with verification-first workflows and role-segmented agents.
AI Coding at Scale Needs Verification Pipelines, Not Just Faster Generation
As agentic coding accelerates output, engineering organizations need verification-first delivery systems with explicit trust boundaries and measurable quality gates.
From SDK Features to Operating Safety: An Enterprise Playbook for Modern Agent Stacks
A practical framework for converting new agent SDK capabilities into measurable reliability, safety, and rollout controls.
From “Security” to “Security & Quality”: A DevSecOps Operating Model for Unified Risk Triage
Practical guidance on using GitHub’s Security & quality view to merge vulnerability response and code-health governance into one workflow.
Code Verification Agents and the New Economics of AI-Generated Software
Why test/review verification agents are becoming core infrastructure as coding output scales, and how to adopt them without slowing delivery.
AI-Generated Code Flood Control: An Enterprise Review Operating Model That Actually Scales
A practical governance and tooling model for handling rising AI-generated PR volume without sacrificing correctness or developer flow.
AI Coding Agents Need Eyes: Designing UI Verification and Evidence Pipelines
How to prevent silent visual regressions by adding screenshot evidence, deterministic checks, and review workflows for coding agents.
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.
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.
REST API Version 2026-03-10: How to Institutionalize Safe Upgrade Cycles
A practical migration pattern for adopting new GitHub REST API versions with contract tests, deprecation budgets, and phased rollout.
Designing Safe Delegation Loops with Copilot Agentic Capabilities in JetBrains IDEs
A practical operating model for teams adopting GitHub Copilot’s expanded agentic features in JetBrains without losing code ownership.
CodeQL and Java 26 Adoption: How to Upgrade Without Weakening Security Gates
A migration strategy for teams adopting Java 26 while maintaining reliable CodeQL coverage and CI confidence.
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.
Prompt Injection Red Teaming for Coding Agents: A Practical Playbook
How engineering teams can test whether coding assistants leak secrets, follow poisoned instructions, or break trust boundaries.
OSS Maintainers Need a Verification Budget for AI-Era Contributions
As AI-generated pull requests increase, open-source projects must formalize triage, validation, and contributor expectations to avoid burnout and quality decay.