ado

End-to-end workflow to examine and summarize an ado operation — fetch operation and space YAML, summarise configuration, export entities/requests/results to CSV, perform simple analysis, and interpret failures and data quality. Use when the user asks to summarize, analyse, debug, or review an operation; wants insights from measurement data; or provides an operation ID or asks to use --use-latest for the current operation.

Builds a picture of work in an ado project: activity volume, spaces and operations created over time, experiments and operation configs used etc. Use to create a project/context overview report, summarize what the team has been doing in an ado project, report trends across spaces/operations, or to onboard onto an ado project.

End-to-end workflow to examine and summarise an ado discoveryspace — fetch space YAML, describe entity and measurement space structure, assess sampling coverage, export measurement data, and find related resources. Use when the user asks to inspect, summarise, debug, or analyse a discoveryspace; wants to understand dimensions, experiments, or sampling coverage; provides a space ID or asks to use --use-latest for the current space.

Formulates problems for execution with ado by creating discoveryspace and operation YAML files. Guides through experiment selection, space creation, validation, operation configuration, and parameterization. Use when the user wants to create discoveryspace or operation YAML files, configure experiments, set up entity spaces, or formulate research, benchmarking or search problems.

Query ado metadata and measurement data using CLI commands. Use when the user needs to find resources, filter by metadata, retrieve entities and measurements, or get resource schemas. Covers metastore queries (operations, discoveryspaces, samplestores, datacontainers, actuatorconfigurations) and samplestore queries (entities and measurements).

Run ado operations on remote Ray clusters using --remote execution context files. Use when the user wants to create an operation, asks about remote clusters, wants to ship local plugins or data files to a cluster, or asks about execution context YAML files. Also applies proactively when creating an operation if execution context files are present in the workspace.

Review committed changes in the current branch. Use when the user asks to review, audit, or critique a branch — covers code quality, skill quality, bugs, linting issues, and adherence to project guidelines. Produces a structured review report written to a markdown file.

Generate a structured changelog for GitHub release notes from changes since the last release. Use when the user asks to generate release notes, a changelog, or a summary of changes since the last tag/release.

Guidance for creating ado resource YAML files (discoveryspace, operation, actuatorconfiguration, samplestore). Covers metadata conventions, dynamic reference resolution with --use-latest/--with/--set, space design principles, avoiding duplicate resources, and validation. Use when creating or editing any ado resource YAML file.

Reference for ado CLI command syntax, flags, and usage patterns — covers get, create, edit, show, and describe subcommands, output formatting with -o and --output-file, convenience flags (--use-latest, --set, --with), debugging with -l, and run_experiment for local point testing. Use when writing or verifying ado CLI commands, looking up correct command syntax or flags, debugging unexpected CLI output, or explaining ado command patterns.

End-to-end workflow for conducting empirical studies with ado — systematic exploration and analysis of entity spaces. Covers problem formulation, optional implementation of custom experiments/operators, execution (local or remote), and analysing results. Use when the user wants to run experiments, answer research questions empirically, benchmark systems, or perform any study involving systematic data collection across a parameter space.