Tag: #helm

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• Taking Apart LLM Benchmark Tooling — Why the Same MMLU Gives Different Scores in Different Harnesses ♪ Listenable

  A benchmark score is not a property of the model — it is the result of a measurement performed under specific conditions. The incident where the same LLaMA 65B scored 63.6 and 48.8 on the same MMLU at the same time shows

  2026-08-02 · 21 min read #llm-evaluation#benchmark#lm-evaluation-harness#helm#reproducibility

• Operator vs Helm vs GitOps — Which to Use When ♪ Listenable

  These three operational tools look similar but solve different problems. Helm is packaging, GitOps is declarative synchronization, and an Operator is an active controller. We dig into static deployment versus continuous

  2026-06-15 · 19 min read #kubernetes#operator#helm#gitops#argocd

• Managing Ingress as Code — Helm, Kustomize, and GitOps

  How to put Ingress and controller configuration under version control. Deploy controllers per environment with Helm values, overlay manifests with Kustomize patches, automate delivery and drift detection with Argo CD and

  2026-06-14 · 8 min read #ingress#kubernetes#helm#kustomize#gitops

• Kubernetes Ecosystem 2026 Deep-Dive — Helm, Kustomize, Argo CD, Flux, KEDA, Karpenter, Cluster API, Operator Framework ♪ Listenable

  A complete tour of the Kubernetes ecosystem as of May 2026. We cover manifest tools (Helm 3.18+, Kustomize, Carvel, Jsonnet, cdk8s), the Argo CD vs Flux v2 GitOps split, KEDA and Karpenter autoscaling, Cluster API and CA

  2026-05-16 · 23 min read #kubernetes#helm#kustomize#argocd#flux

• AI Agent & LLM Benchmarks 2026 — SWE-bench Verified / ARC-AGI 2 / GAIA / MMLU-Pro / GPQA / LiveCodeBench / Chatbot Arena Deep Dive ♪ Listenable

  A single-page map of the 30+ AI benchmarks that matter in 2026. From SWE-bench / SWE-bench Verified / SWE-bench Multimodal to AgentBench, WebArena and GAIA, ARC-AGI 2 (Chollet $1M prize), RE-Bench (METR), Frontier Math (

  2026-05-16 · 19 min read #ai-benchmark#llm-evaluation#swe-bench#swe-bench-verified#agentbench

• GitOps Complete Guide 2025: ArgoCD vs Flux, ApplicationSet, Image Updater, Multi-Cluster

  Everything about GitOps! ArgoCD vs Flux comparison, Git as single source of truth, ApplicationSet (Cluster/Git/Matrix generators), Image Updater (automatic image updates), Helm/Kustomize integration, Progressive Delivery

  2026-04-14 · 16 min read #gitops#argocd#flux#continuous-delivery#kubernetes

• Running Databases on K8s -- Complete Guide to CNPG, Percona, Vitess, and Helm Charts

  A comprehensive overview of running databases in Kubernetes environments. We compare CloudNativePG, Percona Operator, Vitess, and major Helm charts, and share practical operational know-how.

  2026-04-11 · 15 min read #database#kubernetes#cnpg#postgresql#mysql

• Cohere Forward Deployed Engineer Complete Guide: Roadmap to Becoming an AI Platform Deployment Specialist ♪ Listenable

  A complete analysis of the Cohere Forward Deployed Engineer (Infrastructure Specialist) JD. From North AI platform deployment, Kubernetes/Helm, hybrid cloud, to enterprise security — tech stack deep dive, 25 interview qu

  2026-03-23 · 35 min read #cohere#forward-deployed-engineer#kubernetes#helm#cloud-infrastructure

• Helm Plugins and Testing Strategies: Extensibility and Quality Assurance

  Analyze Helm plugin system and chart testing strategies. Covers plugin.yaml structure, helm-diff/helm-secrets/helm-unittest plugins, helm test, ct (chart-testing) tool, helm lint, values.schema.json schema validation, an

  2026-03-20 · 14 min read #helm#kubernetes#open-source-internals

• Helm Template Engine Deep Dive: Go Templates, Sprig, Named Templates

  Deep dive into Helm template engine internals. Covers Go template parsing and execution pipeline, Sprig library functions (string, math, date, crypto, list, dict), named templates with define/template/include, flow contr

  2026-03-20 · 6 min read #helm#kubernetes#open-source-internals

• Helm Chart Design Best Practices: Naming, Values Design, GitOps Integration

  Comprehensive Helm chart design best practices. Covers naming conventions and label standards (app.kubernetes.io/), values design strategies, multi-environment management, subcharts vs umbrella charts, GitOps integration

  2026-03-20 · 2 min read #helm#kubernetes#open-source-internals

• Helm Release Lifecycle: install, upgrade, rollback Internals

  Analyze the complete Helm release lifecycle. Covers Secret-based release storage, install/upgrade/rollback flows, Hook system (pre-install, post-install, etc.), Three-way Strategic Merge Patch, atomic installs, and the -

  2026-03-20 · 3 min read #helm#kubernetes#open-source-internals

• Helm Architecture Internals: Design Philosophy and Structure of Helm 3

  Deep dive into Helm 3 architecture internals. Covers the client-only architecture after Tiller removal, Secret/ConfigMap-based release storage, chart structure (Chart.yaml, values.yaml, templates/), Go template engine, a

  2026-03-20 · 7 min read #helm#kubernetes#open-source-internals

• LLM Evaluation and Benchmarking Guide: Measuring What Actually Matters

  A comprehensive guide to LLM evaluation and benchmarking. Covers standard academic benchmarks (MMLU, HELM, MT-Bench), production evaluation pipelines, LLM-as-judge, human evaluation, RAG evaluation, safety testing, and b

  2026-03-17 · 18 min read #llm#evaluation#benchmark#mmlu#helm

• The Complete Guide to Helm Chart Authoring and Deployment Automation

  A hands-on guide covering Helm Chart structure, values.yaml design, template authoring, hooks, dependency management, and CI/CD pipeline integration.

  2026-03-03 · 6 min read #devops#helm#kubernetes#ci-cd#2026-03