Skill Claude CodeCodex
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.
Skill Claude CodeCodex
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 time, at rung 3 of the baseline-source ladder, and never to…
Skill Claude CodeCodex
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 reference.
Skill Claude CodeCodex
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 and before create-optimization-hypothesis materializes a…
Skill Claude CodeCodex
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 consultation in the current deployment iteration's next-candidate…
Skill Claude CodeCodex
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. Use when starting to investigate a reported Dynamo bug or…
Skill Claude CodeCodex
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 retroactive DEP.
Skill Claude CodeCodex
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.
Skill Claude CodeCodex
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.
Skill Claude CodeCodex
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.
Skill Claude CodeCodex
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 Dynamo, continue that harness across multiple turns, exercise…
Skill Claude CodeCodex
Audit Dynamo Rust hot-path .clone() calls, explain which clones are removable and why, and only apply clone-removal patches when explicitly requested.
Skill Claude CodeCodex
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 change under docs/, recipes/, or examples/ (new page, edit…
Skill Claude CodeCodex
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 workers to find bottlenecks. Covers topology setup, CPU…
Skill Claude CodeCodex
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 troubleshoot-dynamo for diagnosing already-failed pods.
Skill Claude CodeCodex
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 refactors, routing changes, scheduler-event changes, or…
Skill Claude CodeCodex
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.
Skill Claude CodeCodex
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 present content better than plain Markdown, when a user asks "what…
Skill Claude CodeCodex
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, plus per-page frontmatter. Use when designing or changing the…
Skill Claude CodeCodex
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. Use when reviewing Rust changes, code under lib/ or…
Skill Claude CodeCodex
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 deploy-draft.yaml and before recipe-deployer creates the next deployment…
Skill Claude CodeCodex
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 flag unexpected skips. Use when asked whether a PR's CI is…
Skill Claude CodeCodex
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.
Skill Claude CodeCodex
Synthesizes a canonical userworkload.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 validate supplied workload and DGD inputs before deployment…