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Turns mistakes and corrections into durable, executable rules you can apply to prevent repeated errors.
Provides expert design and analysis for A/B tests, from hypotheses to decision rules, ensuring valid results and actionable business decisions.
Explain and manipulate OpenEXR (.exr) HDR image files, including multi-channel data, tiling, and deep images, for VFX, animation, and CG pipelines.
Expert guidance on designing, validating, and selecting production-ready features for ML models to maximize predictive power while avoiding leakage.
Senior ML infra architect guidance for feature store design and implementation (Feast, Tecton, Hopsworks), covering online/offline serving, pipelines, freshness, and monitoring.
Guides decision-making for language-model fine-tuning, including data curation, cost/benefit analysis, and domain-specific training strategies.
Expert guidance on applying formal methods, model checking, and rigorous specifications to critical software systems when correctness matters.
Design and balance virtual game economies, currency systems, progression curves, and monetization for live mobile games.
Expert guidance on deep generative models (GANs, diffusion, VAEs) for building, training, evaluating, and deploying image, audio, and video synthesis.
Provides a clear overview of the GIF format, its animation, color limits, and best use cases for web graphics.
Guides design and operation of GPU compute clusters for ML workloads, covering multi-GPU training, NVLink/InfiniBand, cloud vs on-prem, cost analysis, and performance tuning.
Expert guidance on graph neural networks (GCN, GAT, GraphSAGE) and graph representation learning for molecular property prediction, social networks, and knowledge graphs.
This skill provides guidance on HEIC/HEIF formats, codecs, features, and cross-platform compatibility.
Design reliable, maintainable smart home systems with scalable blueprints for consistent automation.
ICO (.ico) is the Windows icon file format that stores multiple icon sizes in one container; use it for Windows icons and favicons requiring multi-resolution support.
Use this skill to design and evaluate enterprise IAM architectures—authentication, authorization, lifecycle governance, and privileged access management.
Optimizes ML inference latency, throughput, and cost using quantization, pruning, distillation, and runtime tuning.
Expert guidance on building and tuning search systems, ranking models, and vector retrieval for large-scale information retrieval.
Provides guidance and best practices to define, manage, and audit cloud infrastructure via code, ideal when automating provisioning and ensuring repeatable environments.
Architect internal tools and admin panels using low-code platforms (Retool, Appsmith, Tooljet) to speed delivery, adapt to evolving processes, and ensure security.
Expert guidance on JPEG XL: explain modes, progressive decoding, HDR, and when to use it in image workflows.
JPEG/JPG is a guide to the JPEG lossy image format, its compression, color spaces, quality settings, and when to use it.
Plan and optimize live operations for mobile games, designing content calendars, events, and monetization strategies to boost engagement and revenue.
This skill guides RLHF and preference-alignment for large language models, from data collection to production-ready safety-aligned deployments.
LLM Cost Management Engineer analyzes budgets, optimizes spend per task, and designs cost-aware pipelines to reduce LLM costs without quality loss.