A centralized Jenkins control plane can reduce fleet sprawl, automate upgrades and backups, improve observability, and give application teams safe self-service across large multi-cloud CI/CD estates.
Preparing Infrastructure for the Next Phase of Agentic AI
Agentic AI is changing government infrastructure requirements, pushing agencies to rethink workflows, observability, data movement and resource prioritization before investing in new hardware.
Production-Grade AI Eval Systems. What I Learned Putting LLMs on Call
Production-grade AI reliability requires more than uptime and latency. A layered eval system helps teams detect hallucinations, RAG failures and quality regressions before customers do.
Waterfall 2.0: Controlling LLM-Driven Software Development with Stage-Gated Discipline
Waterfall 2.0 reimagines classic stage-gated software development for the LLM era, combining fast AI generation with structured validation, cheap backtracking and a shared knowledge corpus.
Why API Test Generation Is a Judgment Problem, Not a Code Generation Problem
When we started using large language models for API test generation at KushoAI, the results were impressive on the surface. Tests appeared in seconds. Coverage breadth went up. The team […]
Why Cryptographic Inventory Is the First Step Toward Quantum Readiness
Post-quantum readiness starts with visibility. DevOps teams need a continuous cryptographic inventory to map algorithms, keys, certificates, libraries, infrastructure and third-party dependencies before PQC migration begins.
Elevating Technical Documentation: Using Predictive AI to Standardize Visual Knowledge Bases
Every release changes documentation alongside the code. Developers depend on that documentation during implementation, maintenance and troubleshooting. A diagram becomes misleading once services are renamed or integrations change without a […]
How to Avoid Repeating the “Automate Everything” Mistake Due to AI FOMO
The DevOps community has already experienced technological extremes. You might recall the time when automation was thought of as a panacea for all possible engineering issues, and the slogan “Automate […]
Why Self-Healing Tests Need a Deployment Gate
When an end-to-end test fails after a front-end change, the repair often looks routine. A class name changed. A button moved. A selector that used to be unique now matches […]
Are LLMs Equally Good (or Bad) at Building Secure Software?
An SCW study finds a large variance in how frontier and budget LLMs perform across different frameworks, and explains the striking cost variance.
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