DevOps.com, Friday, August 21st, 2026
Production-Grade AI Eval Systems: What I Learned Putting LLMs on Call
Traditional SRE metrics stay green while an AI system fails customers, so evals are needed before release, in CI and on live traffic.
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233 articles · page 1 of 5
DevOps.com, Friday, August 21st, 2026
Why Cryptographic Inventory Is the First Step Toward Quantum Readiness
Post-quantum migration starts with discovering where vulnerable cryptography exists, which requires a continuous cryptographic inventory.
more → DevOps.com, Friday, August 21st, 2026
Why API Test Generation Is a Judgment Problem, Not a Code Generation Problem
AI test generators produce too many tests while missing boundary and business-logic cases; separating judgment from mechanics helps.
more → DevOps.com, Friday, August 21st, 2026
Waterfall 2.0: Controlling LLM-Driven Software Development With Stage-Gated Discipline
DevOps.com argues stage-gated waterfall becomes useful again as a lightweight control structure over fast AI-generated work.
more → DevOps.com, Wednesday, August 19th, 2026
What It Really Takes to Run OpenTelemetry
OpenTelemetry delivers vendor-neutral instrumentation but carries significant ongoing operational labor.
more → DevOps.com, Wednesday, August 19th, 2026
Are LLMs Equally Good (or Bad) at Building Secure Software?
A study finds no universal best model for secure code, and higher cost does not mean safer output.
more → DevOps.com, Monday, August 17th, 2026
GitHub Copilot's Latest Update Bets on Model Choice, Not Model Loyalty
GitHub's Copilot update lets developers switch AI models mid-session rather than committing to one.
more → TechTarget, Tuesday, August 19th, 2025
Developer Resistance to AI Isn't Fear - It Is Identity
Developers push back on AI because it redefines the job, not because they fear losing it.
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TechTarget, Tuesday, August 19th, 2025
Reducing MTTR: A Practical Guide to Correlating Incidents With AIOps
When 40 alerts fire for one broken payment service, correlation is the bottleneck, not detection.
more → TechTarget, Tuesday, August 19th, 2025
Developer's Checklist: How to Build an FHE Application
A ten-step guide for developers building fully homomorphic encryption applications that compute on encrypted data.
more → TechTarget, Tuesday, August 19th, 2025
Why CI/CD Security Testing Is Going Autonomous (and Why It Should Stay Local)
Autonomous security testing enables continuous proof-based vulnerability detection while local models protect sensitive data.
more → TechTarget, Tuesday, August 19th, 2025
Survey Surfaces Rising Tide of Production Issues Traced Back to AI Code
80% of executives traced a production incident to AI-generated code in the past year.
more → TechTarget, Tuesday, August 19th, 2025
The Rise of AI-Native DevOps: How AI Is Reshaping Software Delivery in 2026
AI is transforming DevOps by embedding intelligent automation into CI/CD, incident response, and infrastructure management.
more → TechTarget, Tuesday, August 19th, 2025
Why Standardized Developer Environments Still Break DevOps Workflows
Standardized environments alone cannot eliminate inconsistencies across host systems, CI, and external services.
more → DevOps.com, Friday, August 7th, 2026
HackerOne Extends Platform Reach to Remediate Source Code Vulnerabilities
HackerOne launches H1 Remediation to accelerate vulnerability fixing with AI-powered root cause analysis.
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DevOps.com, Friday, July 31st, 2026
Why Log Monitoring Is the Missing Link in Most Incident Response Workflows
Integrating log data into incident response reduces MTTR by providing real-time narrative context alongside metrics and traces.
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DevOps.com, Thursday, July 30th, 2026
Validation Debt That Your Dashboards Are Not Showing
AI coding assistants increase development speed faster than teams can verify code, creating hidden enterprise risk.
more → DevOps.com, Wednesday, July 29th, 2026
AI Code Generation Raises New Quality Risks
AI-driven code generation accelerates productivity but introduces technical debt, security gaps, and quality issues.
more → DevOps.com, Wednesday, July 29th, 2026
The Surprisingly High Cost of 'Free' Search Solutions
Self-managed open-source search platforms hide substantial infrastructure and labor costs that managed alternatives now address.
more → DevOps.com, Wednesday, July 29th, 2026
Why Agentic Coding Needs Governance at Scale
Enterprises must implement centralized governance frameworks to manage AI coding agents at scale safely.
more → DevOps.com, Tuesday, July 28th, 2026
Adoption and Fragmentation of AI in CI/CD-and Operational Readiness
AI adoption in CI/CD pipelines is growing, but most enterprises lack operational readiness and face integration challenges.
more → DevOps.com, Tuesday, July 28th, 2026
DevOps Is Drowning in Updates-and Engineering Is Paying the Price
DevOps teams struggle with information overload; structured weekly reviews help prioritize critical updates from noise.
more → DevOps.com, Monday, July 27th, 2026
Investments in DevOps Tools and Platforms Start to Accelerate in AI Era
Survey shows 54% of organizations use AI across most of the SDLC, but quality concerns and governance gaps persist.
more → DevOps.com, Monday, July 27th, 2026
The Innovation Puzzle 2.0: Connecting Vision and Value
Sustainable enterprise innovation requires architecture, governance, and culture beyond AI adoption.
more → DevOps.com, Friday, July 24th, 2026
These Are 10 CI/CD Pipeline Mistakes That Slow Down Engineering Teams
Common CI/CD pipeline mistakes cause delayed delivery, higher costs and reduced engineering productivity.
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DevOps.com, Friday, July 24th, 2026
From Reactive Monitoring to AI-Driven Operational Intelligence
AWS CloudWatch moves past reactive dashboards with AI-powered anomaly detection and automated incident analysis.
more → DevOps.com, Friday, July 24th, 2026
Black Duck Extends Scope and Reach of Code Scanning Tool
Black Duck enhanced Coverity with AI integrations, security prioritization and new vulnerability detection.
more → DevOps.com, Friday, July 24th, 2026
AI-Assisted Development Under Deadline: What It Takes to Ship Production Code on an Unfamiliar Stack
AI accelerated web feature delivery on an unfamiliar stack in two weeks, but human judgment remained essential.
more → DevOps.com, Friday, July 24th, 2026
AI Agents Are Writing Your Infrastructure Code. Is Anyone Governing It?
AI-generated infrastructure code passes security checks only about 55% of the time, creating governance gaps.
more → DevOps.com, Thursday, July 23rd, 2026
AI-Native Testing Is Now a Core Quality Engineering Discipline
AI agents are automating software testing through frameworks that adapt to application changes automatically.
more → DevOps.com, Tuesday, July 21st, 2026
Zero Trust Starts at the Code: Building Secure Systems With PKI and DevOps Automation
Organizations must integrate PKI automation and secure CI/CD pipelines to enforce zero trust from code inception.
more → DevOps.com, Tuesday, July 21st, 2026
AI Moved the Bottleneck From Writing Code to Understanding and Trusting It
AI accelerates code generation but overwhelms review, shifting the bottleneck to understanding and governance.
more → DevOps.com, Friday, July 17th, 2026
AI-Generated Code Is Cheap But The Context Infrastructure Behind It Is Not
Token costs keep falling, but the retrieval infrastructure that feeds AI models accurate context remains expensive and under-engineered.
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DevOps.com, Thursday, July 16th, 2026
Why You Need AI Agent Security Validation In Software Testing
Autonomous AI testing agents need their own security validation frameworks or they become attack vectors themselves.
more → DevOps.com, Monday, July 13th, 2026
Why Developer Workstations Have Become A Critical Part Of The Software Supply Chain
Developer laptops hold credentials, source code and deploy access, making them a supply-chain attack surface as critical as CI/CD.
more → DevOps.com, Thursday, July 9th, 2026
Why Your Best People Can't Save a Broken Delivery System
Delivery failures stem from systemic organizational problems, not individual team performance.
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DevOps.com, Thursday, July 9th, 2026
Building CI/CD Pipelines for On-Prem Azure DevOps: What the Cloud Docs Don't Tell You
On-prem Azure DevOps needs different CI/CD design than cloud, covering agents, auth, and dependencies.
more → DevOps.com, Thursday, July 9th, 2026
Shadow Mode Continuous Integration: The Missing Test Layer for AI Agents
Shadow mode CI tests AI agents in isolated environments to catch behavioral failures before production.
more → DevOps.com, Thursday, July 9th, 2026
How to Build a DevSecOps CI/CD Pipeline on Azure With GitHub Actions
A practical guide to a seven-stage DevSecOps CI/CD pipeline on Azure using GitHub Actions.
more → DevOps.com, Thursday, July 9th, 2026
Multi-Model AI Debate: The New Way to Design Software Systems
Using multiple AI agents in debate to design software systems as an automated architecture review board.
more → DevOps.com, Tuesday, July 7th, 2026
Most Outages Don't Announce Themselves
Most outages start as gradual degradation, so baselines and user-facing monitoring matter most.
more → DevOps.com, Tuesday, July 7th, 2026
The Next DevOps Bottleneck: When AI Generates More Software Than Organizations Can Manage
AI coding tools shift bottlenecks downstream to review, security, and operations teams.
more → DevOps.com, Tuesday, July 7th, 2026
Beyond Automation: Building Accountability for AI Agents
As AI agents reach production, organizations must build accountability, not just capability.
more → DevOps.com, Tuesday, July 7th, 2026
How AI Is Revamping DevSecOps Processes
AI is shifting DevSecOps from vulnerability detection toward automated remediation and in-line guidance.
more → DevOps.com, Thursday, July 2nd, 2026
When AI Agents Get Production Access: The Next Big DevOps Risk
Giving AI agents production access speeds incident response but multiplies security, escalation, and observability risks.
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DevOps.com, Wednesday, July 1st, 2026
Reliability Comes From the System, Not the Agent
AI agent reliability comes from layered system design and workflows, not from perfecting the individual agent.
more → DevOps.com, Wednesday, July 1st, 2026
Platform Engineering vs. DevOps: Why This Is the Wrong Question
Platform engineering is not a replacement for DevOps but its maturation at enterprise scale.
more → DevOps.com, Tuesday, June 30th, 2026
Your AI Testing Framework Might Be Passing Tests It Should Be Failing
AI in testing pipelines erodes release confidence unless deterministic gates are kept separate from AI-assisted analysis.
more → DevOps.com, Tuesday, June 30th, 2026
The DevOps Practice Most Teams Skip When Adopting AI Agents
Teams adopting AI agents skip the feedback and learning practices needed to stop defects moving through systems at speed.
more → DevOps.com, Tuesday, June 30th, 2026
OpenAI Codex - A New Frontier in Application Modernization
OpenAI Codex can accelerate legacy application modernization, but human oversight remains imperative.
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