Professional mixing methodology for audio engineering. Guides through pre-mix analysis, phase checking, gain staging, EQ decisions, compression selection, spatial processing, and automation. Encodes the decision-making process of a senior mix engineer backed by Phantom MCP measurement tools. Use…
Design and execute convergent, explanatory sequential, and exploratory sequential mixed methods research designs
Mixture of Agents - Use multiple AI models collaboratively to improve response quality.
Build responsive email templates using MJML markup language.
MLflow integration skill for experiment tracking, model registry, and artifact management.
Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow…
Design or audit a model-agnostic evaluation harness for an LLM or multimodal LLM on a clinical task (radiology report generation, visual…
Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools.
When to activate: MLOps, DVC, model versioning, drift detection, Evidently, WhyLogs, retraining, ML CI/CD, model monitoring
Use when designing or auditing the evaluation of an MLSys paper, selecting representative workloads and hardware, tuning baselines…
Use when positioning an MLSys submission against the fast-moving ML-systems literature scattered across OSDI, SOSP, NSDI, ASPLOS, and ML…
Use when hardening the reproducibility of MLSys performance claims, pinning the full system layer from driver to interconnect, separating…
Use when reasoning about how MLSys peer review works, covering the OpenReview workflow, the mixed ML-and-systems reviewer pool and how…
Use when auditing an MLSys submission for OpenReview readiness, covering the two-column 10-page body excluding references, the separate…
Use when deciding what goes into an MLSys appendix versus the 10-page body, exploiting the venue's unlimited separately-uploaded appendix…
Use when revising an MLSys paper's prose and structure, building the measured-bottleneck opening, naming the mechanism instead of listing…
MMO zone architecture — spatial partitioning, area of interest, zone transitions, instancing, load balancing
Show vault health: files, token metrics, compilation status, knowledge graph quality, and raw capture inventory.
Kotlin 2.0+ development specialist covering Ktor, coroutines, Compose Multiplatform, and Kotlin-idiomatic patterns.
Neon serverless PostgreSQL specialist covering auto-scaling, database branching, PITR, and connection pooling.
Use when packaging a MobiCom artifact for the evaluation committee — choosing among the three ACM badges as a calibration of what you can…