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 a learning task where mixed-age students work together with mutual benefit for all age groups.
When the AI leads vs. when the user leads, and how to hand off control.
Design and execute convergent, explanatory sequential, and exploratory sequential mixed methods research designs
Build responsive email templates using MJML markup language.
Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks.
Machine learning skill for nanomaterial property prediction and discovery acceleration
Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow…
Show the current MLflow tracing configuration for Claude Code.
MLOps and Platform: 23 concepts, no maths assumed.
When to activate: MLOps, DVC, model versioning, drift detection, Evidently, WhyLogs, retraining, ML CI/CD, model monitoring
Use when packaging an accepted MLSys paper's code, configs, and measurement scripts for the venue's post-acceptance artifact evaluation…
Use when deciding whether a project belongs at MLSys rather than OSDI, SOSP, NSDI, ASPLOS, ATC, EuroSys, or the ML conferences, testing…
MMO zone architecture — spatial partitioning, area of interest, zone transitions, instancing, load balancing
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 preparing an accepted MobiCom paper for publication — de-anonymizing into the double-column final version, discharging every…
Use when building or auditing the related-work of a MobiCom paper — sweeping the SIGMOBILE and networking literature lanes, proving each…
Use when deciding what goes in the MobiCom 12-page double-column body versus references, optional appendices, and HotCRP fields — placing…
Use when drafting or revising a MobiCom paper for house style — putting the wireless/mobile mechanism and its operating regime on the…
Mobile accessibility compliance expert for VoiceOver, TalkBack, Dynamic Type, and WCAG mobile guidelines.