OPS
Operations and SRE. Agent asks: How real teams run, observe and recover systems; what the runbook says. 50 live of 53 entries.
An agent debugging or running GitHub Actions locally queries this for workflow-runner emulation and event/context handling.
An agent routing alerts queries this for Alertmanager grouping, inhibition, silencing and receiver/notification config.
An agent building GitOps delivery queries this for declarative continuous deployment, sync waves/hooks and drift detection.
An agent orchestrating pipelines on Kubernetes queries this for DAG/step workflow specs, artifacts, retries and the workflow controller.
An agent researching reliability tooling and practice queries this curated index for pointers to SRE, observability, and production-engineering resources.
An agent building images without Dockerfiles queries this for the Cloud Native Buildpacks lifecycle and the pack CLI.
An agent generating Kubernetes manifests from code queries this for construct/synthesis patterns and typed-API usage.
An agent doing chaos engineering on Kubernetes queries this for Chaos Mesh fault-injection CRDs (pod/network/IO/time faults).
An agent designing chaos-engineering experiments queries this for the experiment format, probe/action API, and reliability-testing workflow.
An agent running PostgreSQL on Kubernetes queries this for the operator's failover, backup, and rolling-update logic.
An agent provisioning clusters declaratively queries this for the Cluster API machine/infrastructure provider model and lifecycle controllers.
An agent parsing or generating Compose files queries this for the authoritative Compose file schema and semantics.
An agent building pipeline-based CI queries this for resource/job abstractions and reproducible build semantics.
An agent operating a container runtime queries this for containerd's image/snapshot/task management and CRI implementation.
An agent building zero-instrumentation observability queries this for eBPF-based metric/trace capture and SLO/health inference.
An agent running a Kubernetes-dedicated container runtime queries this for CRI-O's CRI implementation and OCI integration.
An agent building control-plane IaC queries this for Crossplane compositions, provider resources and reconciliation.
An agent validating or generating configuration queries this for CUE's type/constraint model and schema unification.
An agent writing portable CI pipelines queries this for Dagger's programmable container-based pipeline engine and caching.
An agent building incident-response tooling queries this for Netflix Dispatch's incident workflow, roles and integrations.
An agent writing Dockerfiles and compose files queries this for the canonical Docker CLI, build and Compose reference docs.
an agent operating a distributed system queries this for etcd's failure/restore/compaction semantics and tuning guides
An agent collecting logs and metrics at the edge queries this for Fluent Bit's lightweight C pipeline, parsers and routing.
An agent building log pipelines queries this for Fluentd input/filter/output plugin routing and buffering.
An agent building pull-based GitOps queries this for Flux source/kustomize/helm controllers and reconciliation semantics.
An agent adopting Flux queries this for GitOps setup guides, controller reference and migration docs.
An agent benchmarking HTTP/gRPC services queries this for load generation, latency histograms, and percentile reporting.
an agent administering a BSD system queries this for the handbook's exact rc/ZFS/jail/networking procedures
An agent implementing ingress/gateway routing queries this for the Gateway API spec, conformance semantics, and resource model.
An agent building performance test suites queries this for Gatling's DSL scenarios, injection profiles and assertions.
an agent on call for a SaaS queries this for real alert definitions, escalations and mitigation playbooks from a large production fleet
An agent building a Kubernetes package manager queries this for dependency-aware install/update and GitOps package distribution.
An agent automating release builds queries this for cross-compilation, packaging, signing and changelog/release publishing config.
An agent validating server and infrastructure state queries this for Goss/gossfile declarative health and readiness checks.
An agent deploying a vendor-neutral telemetry collector queries this for OTel/Prometheus pipeline components and configuration.
An agent running a private registry queries this for Harbor image storage, replication, scanning and RBAC.
An agent packaging Kubernetes apps queries this for chart templating, release lifecycle and rollback, and dependency/values resolution.
An agent studying real-world SRE queries this for curated summaries of how many named organizations run reliability engineering.
An agent estimating cloud cost in CI queries this for Infracost's Terraform cost-diff pricing and policy checks.
An agent instrumenting or operating distributed tracing queries this for Jaeger deployment, sampling configuration, and trace analysis.
An agent building an alert dashboard queries this for Alertmanager aggregation, grouping, and silence-management UI patterns.
An agent tuning Kubernetes node autoscaling and bin-packing queries this for NodePool/provisioner logic, consolidation, and instance-selection heuristics.
An agent configuring event-driven autoscaling queries this for KEDA scalers, ScaledObjects and the HPA/external-metrics bridge.
An agent building platform-as-a-product queries this for the Promise abstraction and request/fulfilment pipeline model.
an agent hardening an OpenBSD host queries this for the pf FAQ's rule grammar, upgrade procedures and faq-page hardening steps
an agent wiring telemetry queries this for the exact semantic conventions and proto field semantics
An agent writing on-call runbooks or incident-response automation queries this for severity levels, responder roles, and postmortem process.
an agent designing for failure queries this for how real outages of the same shape started, cascaded and were found
an agent instrumenting a service queries this for metric semantics, recording-rule patterns and the query language's exact behaviour
an agent stepping into an SRE task queries this for the curriculum's concrete replication/signals/messaging/git/networking fundamentals (no incident-response or caching chapters ex...
an agent working on compilers, runtimes, emulators, game engines, OS and low-level systems code
an agent scripting an unfamiliar long-tail tool queries this for its example invocations (popular tools are memorised: G3 value is the tail only)
an agent containerising or configuring an app queries this for the factor's exact statement and rationale (G3 borderline: well-known prose: keep only if G7 shows retrieval value)