agent-evals

Build and run DEC Bench scenarios, inspect results, and open the audit UI. Use when a user says "run scenario", "run eval", "benchmark", "run foo-bar-*", "run matrix", "compare agents", or asks about specific scenario results.

Capture a DEC Bench (AXP) comparison run set as a Linear snapshot — required GCS trace upload, parent index issue (with eval-validity / cheating / decbench-DX / Moose-feedback findings), Document, and labeled follow-up sub-issues. Halts if `gcloud` is not authenticated and asks the user to log in. Use when a user says "snapshot the results", "publish this comparison to Linear", "create a snapshot from these runs", "document the latest matrix", or after running a multi-cell harness comparison and asking "now what".

Create a new DEC Bench evaluation scenario from scratch. Use when a user says "create scenario", "new scenario", "add eval", "write a benchmark for", "create a performance test", or describes a data engineering task they want to benchmark.

Substitute a locally-built artifact — a binary (moose-cli, moose-lib, clickhouse, 514 CLI), a directory (Claude skills, template-packages), or a JSON fragment (MCP servers) — into a DEC Bench scenario image so changes can be tested end-to-end without cutting a release. Use when a developer says "test my local moose build", "try my patched moose-lib", "iterate on a skill inside dec-bench", "test a clickhouse patch against scenarios", "run moose-user scenarios against a patched binary", or "override <X> in a scenario".

Validate your DEC Bench setup and run your first scenario. Use when a user says "get started", "first run", "test my setup", or "run a quick benchmark".

Build and run DEC Bench scenarios locally using the Cargo-built CLI and Docker. Use when testing scenario changes, assertion fixes, entrypoint modifications, or harness configurations before pushing to CI.

Apply Eugene Schwartz's "Breakthrough Advertising" framework to write high-converting digital copy. Use for landing pages, Facebook/Google ads, email sequences, sales pages, and conversion funnels. Use when writing persuasive copy, conversion copywriting, sales copy, ad copy, landing page copy, or when optimizing copy for specific audience awareness levels.

Apply William Zinsser's "On Writing Well" principles to produce clear, concise, human nonfiction prose. Use when writing or editing articles, essays, reports, documentation, emails, blog posts, or any nonfiction text. Use when asked for clear writing, concise prose, editing for clarity, making writing more readable, removing clutter, or improving writing quality.