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Deployment, cloud, containers, CI/CD, monitoring, and infrastructure
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- Github Actions AuthorAuthors fast, cheap, maintainable GitHub Actions workflows applying 2026 best practices: caching with `hashFiles` + `restore-keys`, parallelization via matrix + artifacts, reusability (composite actions for steps, reusable workflows for jobs), security (SHA-pinned actions, least-privilege `GITHUB_TOKEN`, concurrency), trackable errors (named steps, step summaries, annotations, and stdout/stderr that always reaches the run log so agents can act on failures), and feedback for comment-triggered ...Votes: 0GitHub stars: 13
- Rhdh Smoke TestsWalks RHDH smoke tests: inspect plugin-catalog-index OCI refs first, then Helm and Operator in parallel (one namespace each): install the previous GA, upgrade to this RC, then if this stream is not the newest, upgrade to the latest GA of the next minor. Sets Helm global.clusterRouterBase on every helm command (never --reuse-values). Prompts for an OpenShift console URL and oauth/token/display when oc is not logged in. Enables Guest via Helm upstream.backstage.appConfig or an Operator ConfigMa...Votes: 0GitHub stars: 18
- Rhdh Platform LifecycleReports vendor support phases and end-of-life dates for RHDH and the platforms it runs on: OpenShift, ARO, OSD, ROSA, AKS, EKS, GKE, PostgreSQL, Red Hat build of Keycloak, and Quay. Use for "is OCP 4.16 still supported", "when does PostgreSQL 15 go EOL", "which Kubernetes version should AKS be on", "which OCP versions does RHDH 1.10 support", or an RHBK or Quay lifecycle lookup. Product lifecycle only — RHDH milestone dates such as Code Freeze belong to rhdh-release-schedule.Votes: 0GitHub stars: 18
- Rhdh Plugin ExportTurns a Backstage plugin you are developing into a deployable Red Hat Developer Hub dynamic plugin artifact: run @red-hat-developer-hub/cli plugin export to produce dist-dynamic and dist-scalprum, choose shared, embedded and bundled dependencies, package as an OCI image, tgz archive or npm package, push to quay.io or another registry, and generate the SHA-512 or sha256 digest integrity values a deployment needs. Use for "export my plugin", "package the plugin as OCI", "push the plugin to a re...Votes: 0GitHub stars: 18
- Rhdh Yarn BumpBumps Yarn Berry across the RHDH repos — rhdh-plugins, rhdh midstream, rhdh-plugin-export-overlays, rhdh-cli, and GitLab CEE rhidp/rhdh and rhdh-plugin-catalog — with `yarn set version` plus install, and rewrites the pins Yarn cannot see: `packageManager`, `yarnPath`, `ENV YARN=`, and Containerfile lines. Use for "bump yarn to 4.17.1", "upgrade Yarn Berry across the repos", "which Yarn version is each repo pinned to", or scanning yarn pins.Votes: 0GitHub stars: 18
- Rhdh Prow Release BranchCommissions or decommissions the openshift/release Prow configuration for a single RHDH release branch: the ci-operator config `redhat-developer-rhdh-release-{version}.yaml`, the jobs `make update` generates from it, the `release-{version}` branch-protection block in `_prowconfig.yaml`, and the `#rhdh-e2e-alerts-X-Y` Slack channel and `rhdh-send-alert` Vault webhook. Use for "set up CI for release 1.11", "commission the 1.12 branch jobs", or "decommission 1.8". Prow configuration for a releas...Votes: 0GitHub stars: 18
- Rhdh Konflux TasksBumps Konflux Tekton task bundle digests in `.tekton` and `.tekton-templates`, applies each task's MIGRATION.md, regenerates PipelineRuns, and checks pins against data-acceptable-bundles so ECP does not reject expired or untrusted tag@sha256 refs (tasks.unsupported, required_untrusted_task_found). Then invokes /rhdh-base-images for the matching GitHub main or release-* branch so FROM tags, rpms.lock.yaml, and Node headers stay current. Use for "bump konflux task digests", "apply the tekton mi...Votes: 0GitHub stars: 18
- Rhdh Base ImagesAnalyzes and updates the `FROM` base images, Node headers, Go toolchain, and `rpms.lock.yaml` files in rhdh, rhdh-operator, and rhdh-must-gather; pin plugin-catalog `builder.Containerfile` / `.nvm/` / `konflux.additional-tags`; and bump overlays `versions.json` `node` on `main` or a `release-1.10` branch. Use for weekly base-image maintenance, a UBI or RHEL bump, an RPM lockfile refresh, "which base images are out of date", node-v*-headers.tar.gz, catalog builder FROM, overlays Node version, ...Votes: 0GitHub stars: 18
- Mcore Run On SlurmHow to launch distributed Megatron-LM training jobs on a SLURM cluster. Covers a minimal sbatch skeleton, environment-variable setup for torch.distributed.run, CUDA_DEVICE_MAX_CONNECTIONS rules across hardware and parallelism modes, container conventions, monitoring, and per-rank failure diagnosis.Votes: 0GitHub stars: 18,041
- Mcore Create IssueInvestigate a failing GitHub Actions run or job and create a GitHub issue for the failure.Votes: 0GitHub stars: 18,041
- Mcore CicdCI/CD reference for Megatron-LM. Covers CI pipeline structure, PR scope labels, triggering internal GitLab CI (which force-pushes the current branch to a pull-request/BRANCH ref — always dry-run and verify the destination first; never run against shared or protected branches), and CI failure investigation.Votes: 0GitHub stars: 18,041
- Mcore Bump Base ImageBump the NVIDIA PyTorch base image (`nvcr.io/nvidia/pytorch:YY.MM-py3`) used by Megatron-LM CI. Covers the two pin sites (GitHub CI in `docker/.ngc_version.dev` and GitLab CI in `.gitlab/stages/01.build.yml`), the post-bump CI loop (re-run functional tests, refresh golden values, mark broken tests), and the gotchas that bit PRs #4611 and #4688.Votes: 0GitHub stars: 18,041
- Python Appservice DeployDeploy Python (Flask/Django/FastAPI) code to Azure App Service Linux. WHEN: \"Flask App Service\", \"Django App Service\", \"FastAPI App Service\", \"deploy Python to App Service\". DO NOT USE FOR: Container Apps, Functions, non-Python, Terraform/Bicep/IaC, full infra — use azure-prepare.Votes: 0GitHub stars: 253
- Azure Kubernetes Automatic ReadinessAssess Kubernetes workloads and cluster configuration for AKS Automatic compatibility. Identifies incompatibilities, generates fixes, and guides migration from AKS Standard to AKS Automatic. WHEN: migrate to AKS Automatic, check AKS Automatic readiness, validate manifests for Automatic, assess cluster for Automatic compatibility, fix deployment for Automatic compatibility, identify AKS Automatic migration blockers, is my cluster ready for AKS Automatic.Votes: 0GitHub stars: 253
- Azure Kubernetes App DeployUse when deploying an existing web application or API to an already-running Azure Kubernetes Service cluster. Detects the framework, generates a Dockerfile and Kubernetes manifests, validates against AKS Deployment Safeguards, and deploys with verification. WHEN: deploy app to AKS, deploy to existing AKS cluster, containerize app for Kubernetes, generate K8s manifests for Azure, set up CI/CD for AKS, my AKS deployment is failing safeguard checks, I have a Django/Express/Spring Boot app to run...Votes: 0GitHub stars: 253
- ScaffoldGenerate deployment-ready infrastructure code from an architecture plan, verify it with adversarial self-review, and bridge to validation — all without deploying.Votes: 0GitHub stars: 253
- Azure App OnboardEnd-to-end orchestrator: from a business idea, app idea, or existing app to running Azure deployment with cost estimates and pre-deploy approval. Analyzes your app, auto-detects the right Azure services, scaffolds infrastructure code, and deploys — tailored to your app, not a template. Handles moving existing apps to Azure without rewriting or with minimal changes. WHEN: bring your app to Azure, plan my app, cost to run, is my code ready to deploy, deploy my app to the cloud, deploy all my se...Votes: 0GitHub stars: 253
- Azure App Onboard PrereqAssess whether source code is ready to deploy to Azure — the check BEFORE infrastructure work. Evaluates build health, app completeness, dependencies and local services, stack compatibility, and deployment feasibility. Answers questions about what your app needs before it can be deployed — frameworks, dependencies, and configuration. Checks whether dependencies are compatible and identifies deployment blockers and unsupported frameworks. WHEN: \"evaluate my repo\", \"is my app ready to deploy...Votes: 0GitHub stars: 253
- Azure Kusto GraphBuild and query Kusto graphs from natural language. Covers transient graphs (make-graph), persistent graph models/snapshots, pattern matching (graph-match), shortest paths, connected components, and graph-to-table export. Generates the edges-first thinking: define edges, define node lookups, union, make-graph. WHEN: make-graph, graph-match, graph-shortest-paths, graph-to-table, graph-mark-components, persistent graph, graph model, graph snapshot, build a graph from data, find paths between no...Votes: 0GitHub stars: 253
- Using Aerodrome Slipstream AdapterHow to use the Aerodrome Slipstream adapter on Base for deployment-aware concentrated-liquidity reads, range analytics, position lifecycle actions, gauge staking, and shared veAERO helpers.Votes: 0GitHub stars: 22
- Backtest StrategyGuide agents through backtesting strategy ideas with automatic data fetching and performance analysisVotes: 0GitHub stars: 22
- Domain HealthcareHealthcare data science rules: encounter-based grain, clinical coding hierarchies, cost allocation, NULL semantics in clinical data.Votes: 0GitHub stars: 485
- Devops Sre EngineerDevOps/SRE 工程师 Agent — 覆盖 CI/CD 流水线、容器化与 K8s、基础设施即代码、可观测性、SLO/SLI/Error Budget、容量规划、混沌工程、事故响应与复盘、成本优化等全领域工作。能动手执行,不只是出方案。Votes: 0GitHub stars: 416
- Database AdminExpert database administrator specializing in modern cloud databases, automation, and reliability engineering.Votes: 0GitHub stars: 416