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PNG (.png) is a lossless image format with alpha transparency; use it for web graphics needing crisp detail and transparent backgrounds.
Design production-ready prompts for LLMs, using structured layers, testing, and templates to reduce hallucination and ensure deterministic outputs.
Designs high-performance prompts and robust production pipelines for LLM apps, optimizing prompts across models and edge cases.
PSD file format expert analyzing layers, masks, color modes, and metadata to ensure fidelity and cross-tool interoperability.
QOI is a simple, fast lossless image format designed for ultra-fast encoding/decoding; ideal for real-time apps and game development when speed matters more than maximum compres...
Explains RAW camera formats, sensor data, and processing workflows; useful for understanding format differences and RAW post-processing across manufacturers.
Expert guidance for building and tuning real-time analytics systems, dashboards, and streaming pipelines; use it when you need sub-second insights.
Expert guidance on recurrent architectures (LSTM/GRU, state-space models) for sequence modeling, focusing on when to use RNNs, handling vanishing gradients, and hybrid designs.
A Refactoring Specialist safely restructures existing code in small, test-backed steps to improve design without changing behavior.
Guides preventing overfitting and improving deep-learning generalization using regularization techniques like dropout, weight decay, data augmentation, early stopping, distillat...
Robotics Engineering Expert provides authoritative help on robot kinematics, dynamics, perception, planning, and control for design, analysis, and system integration.
Performs comprehensive security audits (OWASP Top 10, dependencies) with clear severity ratings, actionable fixes, and threat explanations to harden applications.
Security Compliance Expert guides mapping controls to frameworks, building continuous processes, and preparing for audits.
Lead security operations strategy, build and scale SOCs, craft detections, and coordinate incident response for enterprise networks and cloud.
Design, train, and evaluate self-supervised representations across vision, NLP, and audio, including contrastive and masked methods, pretext tasks, and multi-faceted evaluation.
Provides expert guidance to design CV datasets, annotation workflows, and QA checks for scalable, high-quality labeling; ideal when building CV datasets.
Expert guidance to deploy computer vision models on edge devices, optimize inference (quantization, pruning, runtimes), and benchmark performance.
Expert guidance for building, evaluating, and governing end-to-end face detection, alignment, embeddings, and matching with privacy and fairness in mind.
Expert guidance on building, fine-tuning, and evaluating image classification pipelines with pretrained backbones, data augmentation, and robust evaluation.
Expert guidance on semantic, instance, and panoptic segmentation, architectures, losses, and evaluation tailored by domain.
Expert guidance for designing, training, and deploying object detection systems across domains using YOLO, Faster R-CNN, and DETR.
This skill provides expert guidance for designing, evaluating, and deploying 2D/3D pose estimation systems with real-time tracking and gesture analytics.
Expert guidance on real-time video analysis, tracking-by-detection, and action recognition across surveillance, sports, and traffic.
Design and deploy a service mesh to secure, observe, and control microservice communication with sidecar proxies; use when you have many services needing consistent mTLS and tra...
This skill provides expert guidance on speech and audio ML, including ASR, TTS, speaker verification, diarization, and audio generation.