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Adds, updates, moves, or removes content on the Dynamo Fern docs site — standard docs pages, catalog-driven recipe and feature-benchmark pages, examples, recipes, and translations — keeping everything in line with the documentation style guide. Use for any…
原文语言：英语
Ensures every piece of work in ai-dynamo/dynamo starts from a tracked issue and every pull request references one. Use when starting new work, opening or editing a pull request, or when the "PR Issue Link" check fails and needs remediation.
原文语言：英语
Reports a defect in the optimization skillpack itself (the skills under .agents/skills/, the documents under agent-docs/, the role contracts under agents/, and the repository AGENTS.md files) as a GitHub issue on ai-dynamo/dynamo, using the repository's…
原文语言：英语
Drafts a candidate baseline DynamoGraphDeployment from interview requirements when no catalog recipe matches the user's model, hardware, and backend, presenting per-decision evidence for the user's confirmation. Use only from user-interviewer at interview…
原文语言：英语
Consults the repository performance rules and applicable Dynamo and engine guides to select one evidence-backed optimization proposal, then writes the generator's knowledge-consult.md reasoning record. Use after perf-analyzer completes a valid AIPerf analysis…
原文语言：英语
Answers "for this model, this hardware, this GPU budget and this workload, what is the best known serving configuration, and how much do I trust it?" by walking an ordered set of recipe catalogs with provenance gates, and writes a recipe dossier recording…
原文语言：英语
Validates and normalizes raw AIPerf outputs, then evaluates valid results against target SLOs and comparable prior candidates. Use after an AIPerf Job completes to produce benchmark audit, summary, and performance analysis artifacts.
原文语言：英语
Selects and freezes a question-driven AIPerf workload, objective, load policy, and Kubernetes execution manifest for a successfully deployed Dynamo candidate. Use when a candidate needs performance characterization or a comparable measurement against a…
原文语言：英语
Works with Dynamo's generated CODEOWNERS - finds out who reviews a change, fixes a failing codeowners CI check, changes review routing, or grants an external contributor area-scoped ownership. Use when the codeowners check fails on a PR, a new directory is…
原文语言：英语
Runs a CI health check on an ai-dynamo/dynamo pull request — report check status, explain why full CI has or has not triggered, root-cause failed job logs, cross-reference failures against main to separate PR-caused regressions from pre-existing flakes, and…
原文语言：英语
Benchmark and profile the Dynamo frontend (dynamo.frontend HTTP + tokenizer + KV router) against mock workers (dynamo.mocker). Use when measuring frontend throughput/latency, A/B-testing a frontend change, or on-CPU/off-CPU profiling the frontend or mock…
原文语言：英语
Deploys one assigned DynamoGraphDeployment and proves it with an OpenAI-compatible smoke test. Use when user-interviewer has captured the user-provided baseline DGD or hypothesis-challenger has approved a later DGD.
原文语言：英语
Adversarially reviews an evidence-backed Dynamo optimization proposal and DGD draft for comparability, duplication, attribution, correctness, feasibility, and worthwhile GPU spend. Use after hypothesis-generator writes knowledge-consult.md and…
原文语言：英语
Materializes one evidence-backed proposal from a flexible knowledge-consult.md into a challenger-ready deploy-draft.yaml by applying only its selected DGD change to the current successful manifest. Use after consult-perf-knowledge writes a proposed…
原文语言：英语
Launches, monitors, debugs, and collects one run-scoped AIPerf Kubernetes benchmark without changing its workload semantics. Use after perf.yaml and aiperf-config.yaml have been configured for a smoke-tested Dynamo deployment.
原文语言：英语
Synthesizes a canonical user_workload.yaml and captures the user's immutable DynamoGraphDeployment from an optimization user's initial request, attachments, and minimal follow-up interview. Use as the first skill in a new Dynamo recipe optimization run, or to…
原文语言：英语
Sets up a structured debugging session for a Dynamo bug — pull the report from a Linear ticket, GitHub issue, or pasted text, capture the environment, create a persistent worklog markdown file, and walk through rebuild, reproduction, and investigation steps.…
原文语言：英语
Audit Dynamo Rust hot-path `.clone()` calls, explain which clones are removable and why, and only apply clone-removal patches when explicitly requested.
原文语言：英语
Validate that a Dynamo deployment's NIXL/UCX/NCCL interconnect is ready for disaggregated serving over RDMA/NVLink. Use after deploy-dynamo-recipe brings a deployment up (especially disagg/multi-node) to confirm the KV transport is correct; use…
原文语言：英语
Start or patch Dynamo router modes and run router endpoint smoke checks. Use for round-robin, KV-aware, least-loaded, or device-aware routing setup; use deploy-dynamo-recipe for recipe deployment and troubleshoot-dynamo for failure diagnosis.
原文语言：英语
Diagnose failed or unhealthy Dynamo deployments. Use when pods, model-cache jobs, PVCs, workers, frontend/router health, endpoints, or benchmark jobs fail; use deploy-dynamo-recipe or dynamo-router-starter before this for normal bring-up.
原文语言：英语
Runs deterministic byte-parity and paired performance campaigns for Dynamo offline KV-aware replay across native-G1 vLLM and SGLang configurations, including forced scheduler-pressure and disaggregated handoff lifecycles. It is used when validating replay…
原文语言：英语
Drives persistent Claude Code, Codex, or OpenCode agent sessions through a Dynamo OpenAI/Anthropic-compatible endpoint over Agent Client Protocol (ACP). Use when an agent must delegate a bounded task to another coding-agent harness running a model served by…
原文语言：英语
Knowledge of Fern's built-in MDX component library (accordions, callouts, cards, steps, tabs, code blocks, API-reference snippets, and more) for authoring docs pages. Use when writing or editing a Fern `.mdx` page and deciding whether a component would…
原文语言：英语
Create self-contained interactive HTML code-review dashboards from GitHub or GitLab pull requests, checked-out branch diffs, or supplied unified diffs, with correctness and safe-to-merge scores, smell indicators, interactive component and finding diagrams,…
原文语言：英语
Knowledge of Fern's site-level navigation and structure configuration — how a docs site is organized in `docs.yml` (and product/version `.yml` files) using sections, pages, folders, tabs, tab variants, versions, products, changelogs, and site-level settings,…
原文语言：英语
Creates or updates Dynamo Enhancement Proposals as GitHub issues, including lightweight DEPs, implementation plans, and retroactive DEPs for ai-dynamo/dynamo. Use when proposing a feature or architecture change, drafting an implementation plan, or filing a…
原文语言：英语
Checks Dynamo Enhancement Proposal issue status, lists DEPs by lifecycle state or area, and finds related DEP issues in ai-dynamo/dynamo. Use when asking where a DEP stands or which DEPs exist for an area.
原文语言：英语
Updates Dynamo Enhancement Proposal lifecycle state in GitHub, including triage, PIC assignment, review, approval, and status label changes. Use when triaging a new DEP, assigning a PIC, or moving a proposal through review and approval.
原文语言：英语
Reviews code changes in the style of Graham King's ai-dynamo/dynamo reviews — exacting Rust and systems-level standards covering error handling, tracing discipline, unnecessary clones, async and concurrency correctness, log levels, and minimal diff surface.…
原文语言：英语
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