iopsystems

Draft the pull-request body as a guide for the human reviewing it: where to look more closely, what was tested and what was not, which calls were rather than deduction, and what will only show up in production. Use when asked to "draft the PR body", "write…

Use when creating or materially revising system architecture diagrams — a build-time structure chart (units, layers, product composition) or runtime charts (thread model, life-of-a-request flow). Triggers include "architecture diagram", "threading diagram",…

Use when creating or materially revising a project's README, code documentation, CLI help, diagrams, onboarding, or other feature documentation for users or developers.

Use when creating or materially revising a project's README, code documentation, CLI help, diagrams, onboarding, or other feature documentation for users or developers.

Use when creating or materially revising system architecture diagrams — a build-time structure chart (units, layers, product composition) or runtime charts (thread model, life-of-a-request flow). Triggers include "architecture diagram", "threading diagram",…

Draw a dataflow or pipeline diagram for a program that already exists in code — a DAG, a processing chain, a stream topology, a service graph. Use when asked to "diagram the pipeline", "show the dataflow", "chart the DAG", "visualize how the data moves",…

Draw the layout of a memory or wire format that already exists in code — a byte anatomy of one encoded instance, the per-variant conventions of a shared encoding, or the linkage between blocks. Use when asked to "diagram the format", "show the byte layout",…

Use when drawing or materially revising a dataflow or pipeline diagram for a program that already exists in code — a DAG, a processing chain, a stream topology, a service graph. Triggers include "diagram the pipeline", "show the dataflow", "chart the DAG",…

Ensure site/viewer/lib has correct symlinks to src/viewer/assets/lib

Use when adding or changing what the rezolus viewer exposes — an /api/v1 endpoint, a dashboard section, the metric catalog, metadata/description derivation, or the frontend data those depend on — or when editing src/viewer/ or crates/viewer/, or reviewing a…

Use when starting or picking up a non-trivial effort (feature, investigation, perf probe, refactor, migration) in a shared repo where teammates or future agents must coordinate or hand off; when a repo has no durable in-tree record of decisions and dead-ends;…

Use when reviewing a Rezolus sampler change before merge — a new sampler, a change to an existing sampler's probes/refresh/metrics, or core changes that affect samplers; or whenever a sampler's overhead, cadence, or data source is in question.

Write or update the CLI `--help` text and README section for a new or changed rezolus feature (a subcommand, flag, mode, or behavior change), then prove the help is usable by dispatching a fresh subagent that has never seen the code. Use this whenever you add…

Tag and push a prerelease from the current Cargo.toml version. Use when the user wants to cut an alpha/beta/rc prerelease. Aborts on stable versions (no `-` in version string) and if the tag already exists.

Create a feature branch, commit changes, push, and open a PR against iopsystems/rezolus

Create a release PR with version bump and changelog update

Use when adding a new model (or model family) to the llm-calc database (src/data/models.ts). Walks through sourcing fields from HuggingFace config.json, reading papers for novel attention variants, writing tests first, and registering the entry. Invoke this…

Use when adding a new accelerator (GPU/TPU/Trainium/Gaudi), interconnect fabric, or multi-accelerator system to the llm-calc database (src/data/{accelerators,interconnects,systems}.ts). Routes to the right sub-procedure based on whether the SKU is a new chip,…

Create a feature branch, commit changes, push, and open a PR against iopsystems/llm-calc

Use when starting or picking up a non-trivial effort (feature, investigation, perf probe, refactor, migration) in a shared repo where teammates or future agents must coordinate or hand off; when a repo has no durable in-tree record of decisions and dead-ends;…

Create a feature branch, commit changes, push, and open a PR against iopsystems/metriken

Release a single metriken workspace crate — bump its version, update the changelog, tag, and (gated) publish to crates.io

When making code changes or reviewing existing code, check if architecture diagram matches implementation, and keep the diagram in sync.

Prepare outstanding commits on a feature branch for a pull request to upstream

Create a feature branch, commit changes, push, and open a PR against iopsystems/llm-perf

Create a release PR with version bump and changelog update

Formats the codebase using nightly rustfmt. Use when asked to "format the code", "run rustfmt", "cargo fmt", or when formatting is needed after code changes.

Create a release PR with version bump, then auto-tag after merge