Contributed Content
The Agent Failure Your Approval Gate Can’t Catch
An agent that does the wrong thing leaves evidence — a bad diff, a malformed record, a customer complaint. An agent that does nothing and reports success leaves a green checkmark, and ...
Attaching Evidence to Alerts: an Enrichment Sidecar for Alertmanager
Daniil Romashov | | Alertmanager, incident response, log management, observability, Prometheus, SlackEvery on-call engineer knows the ritual. A page lands in Slack: the 5xx rate on a service is above the threshold. The message tells you that something is wrong and nothing about ...
Secrets Sprawl and Rotation: A Practical Vault Management Playbook
Oreoluwa Omoike | | AI security, AI-assisted coding, API Key Security, AWS Secrets Manager, Azure Key Vault, CI/CD security, Cloud Security, credential exposure, Credential Rotation, Data Breaches, devsecops, Dynamic Secrets, GitGuardian, GitHub security, Google Secret Manager, hardcoded secrets, HashiCorp Vault, least-privilege, MCP Security, Model Context Protocol, non-human identities, secrets management, secrets sprawl, Security Boulevard, Terraform securityIn 2025 alone, security firm GitGuardian detected 28.65 million new hardcoded secrets exposed in public GitHub commits — a 34% increase year over year and the largest single-year jump the company has ...
AI Is Taking on Entry-Level Engineering Work. Who Trains the Young Engineers?
David Atanda | | ai, AI automation, developer experience, Engineering Skills, Junior Engineers, technical trainingWhen I started my career on a support desk, I dealt with failed logins, missing permissions and recurring system errors every day. The work was repetitive, but repetition taught me to spot ...
Federated Query at Petabyte Scale: A Deployment Pattern for a Governed AI-Agent Data Layer
Pavan Gatadi | | AI agents, AI Governance, CI/CD, data architecture, data governance, data products, devops, distributed SQL, enterprise data, enterprise GenAI, federated query, HIPAA, kubernetes, MCP, observability, regulated data, role-based access control, semantic layer, Starburst, Terraform, TrinoA federated query architecture can reduce data duplication and latency while creating a governed, auditable data layer that enterprise AI agents can safely access ...
Security Teams Are Fixing Vulnerabilities Faster Than Ever. So Why Is Software Getting Riskier?
Mitchell Johnson | | AI coding agents, AI Development, application security, automated remediation, CI/CD, dependency security, dependency selection, developer experience, devsecops, open source security, secure coding, secure software development, security policy, shift left security, software composition analysis, software risk, Software Supply Chain, technical debt, vulnerability backlog, vulnerability managementAI is speeding up dependency decisions, making point-of-selection security essential for reducing vulnerable components, downstream tickets and avoidable rework ...
Availability Should Follow the Workload, Not the Infrastructure
Don Boxley | | application recovery, automated remediation, cloud resilience, devops, disaster recovery, High availability, incident response, intelligent operations, kubernetes, mttr, operational automation, operational intelligence, platform engineering, platform maturity, production incidents, production resilience, self-healing systems, site reliability engineering, SRE, workload availabilityPlatform engineering has automated deployment but not recovery. The next maturity curve is intelligent operations that automate routine production decisions and resilience ...
Taste, Discernment, and Judgment Have Become Must-Have Engineering Skills
Gautam Korlam | | AI code review, AI coding agents, AI-generated code, autonomous coding, autonomous merge, CI/CD, code quality, code review, deterministic systems, developer productivity, devops, engineering judgment, engineering standards, human judgment, pull requests, quality gates, software architecture, software engineering, software governance, technical debtAI coding agents make code generation cheap, shifting engineering value toward standards, deterministic quality gates, contextual review and human judgment about what should ship ...
QA Automation Frameworks for Enterprise Applications
jivox team | | API testing, automated reporting, ci/cd testing, continuous integration, cross-browser testing, devops, end-to-end testing, enterprise QA, Enterprise software, flaky tests, Page Object Model, parallel testing, QA automation, Quality Engineering, regression testing, Screenplay Pattern, software testing, test automation, test data management, UI automationModern enterprise applications demand testing strategies that can keep pace with continuous delivery, distributed architectures, and increasingly complex deployment pipelines. Traditional manual testing approaches often become a bottleneck as engineering teams scale ...
AI Is Breaking Developers’ Traditional Game Testing Playbook
Anoop Tripathi | | AI game testing, AI-driven games, automated playtesting, crash reporting, dynamic NPCs, game automation, game development, game QA, gaming AI, GTA Online, LiveOps, NPC testing, player behavior, Quality Assurance, regression testing, Roblox, software testing, Square Enix, synthetic players, test automationGame testing has always been an unpredictability problem for developers. Players move in the wrong direction, trigger events out of order, or combine mechanics no designer anticipated. Even so, developers could usually ...
How to Move AI SRE Agents From Demo to Production
Andrey Pokhilko | | agentic AI, AI agents, AIOps, incident response, observability, site reliability engineeringAn AI agent that works on an engineer’s laptop can feel like a breakthrough. It can read logs, query observability tools, inspect cloud resources and connect a failed deployment to a bad ...
From Software Supply Chains to AI Vulnerabilities: Why Neither Solves Enterprise Linux Security
Moshe Bar | | enterprise security, Linux security, patch management, runtime protection, runtime security, vulnerability managementFor nearly a decade, cybersecurity has been dominated by one overarching concern: securing the software supply chain. Organizations invested heavily in Software Bills of Materials (SBOMs), artifact signing, provenance frameworks, reproducible builds, ...
