Architecture diagrams for the rask platform as a single self-contained HTML file — interactive click-through flows (animated steps, mode toggles, side panel, drag) OR static export-ready topology snapshots with cloud/cluster/security-group/zone boundaries; both with built-in PNG/PDF/clipboard export. Biased to the RA stack: Ray, Argo Workflows, GitOps, Kubernetes, NATS JetStream, Dapr, Redis, FastAPI, SvelteKit, turborepo, micro-frontends, HF Hub, OpenTelemetry, the HTR pipeline.
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CINECA HPC clusters (Leonardo, Marconi, Galileo100, Pitagora) — 2FA login with Smallstep SSH certificates, Slurm jobs on the Leonardo Booster GPUs, modules and containers, filesystems, budget. Use when the user mentions CINECA or Leonardo, step ssh login, sbatch/srun/squeue on these clusters, saldo, or an HPC login/2FA problem.
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Write Dagger modules and functions in Go — CI/CD pipelines and container builds as typed, composable code that runs identically locally and in CI. Use when the user mentions dagger (module, shell, Daggerverse, dagger.json, Dagger Cloud) or code uses dag.* types (dag.Container, dag.Directory); wants to replace shell scripts or YAML CI configs with Go pipeline code; is building or publishing container images in a build-test-push pipeline (Docker registry, PyPI); or needs pipeline supply-chain security — Trivy vulnerability scans, SBOM generation, provenance attestation, cosign signing.
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Production dockerfiles — multi-stage discipline, BuildKit cache mounts, hadolint, the .docker build-context contract.
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FastAPI best practices, conventions, and production project templates. Use when writing, reviewing, refactoring or testing FastAPI or Pydantic API code, when scaffolding a new FastAPI project, or when building any new Python HTTP/REST service (FastAPI is the house standard).
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GSAP (GreenSock) animation for the SvelteKit frontend — biased to SvelteKit 2 + Svelte 5 (runes): tweens, timelines, ScrollTrigger (scroll reveals, parallax, pinning, scrub), and the now-free plugins (SplitText, Flip, Draggable, MorphSVG, ScrollSmoother). Svelte-first integration via the {@attach} pattern, gsap.context()/matchMedia() cleanup, SSR-safe setup, and Lenis smooth scroll, with copy-paste templates ($lib/gsap.ts, attachment factories, a golden-path component, a root +layout.svelte) and per-topic references. Original work; credits the official GreenSock gsap-skills (MIT).
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