Build Unity games with optimized C# scripts, efficient rendering, and proper asset management.
Expert guide for Unreal Engine 5.x C++ development, covering UObject hygiene, performance patterns, and best practices.
Create and render OpenSCAD 3D models. Generate preview images from multiple angles, extract customizable parameters, validate syntax, and…
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…
Polishes raw Suno audio by processing per-stem WAVs (vocals, backing_vocals, drums, bass, guitar, keyboard, strings, brass, woodwinds…
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.
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.
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 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…