High-performance gRPC microservices architecture, Protocol Buffers (proto3) schema design, streaming patterns, client/server interceptors, load balancing, and deadline propagation.
Idioma do texto original: inglês
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High-performance gRPC microservices architecture, Protocol Buffers (proto3) schema design, streaming patterns, client/server interceptors, load balancing, and deadline propagation.
Idioma do texto original: inglês
Production-grade RESTful API design standards, OpenAPI 3.1 specification structuring, contract-first API development, versioning strategies, rate limiting, and schema validation.
Idioma do texto original: inglês
Autonomous drone autopilot control, telemetry stream parsing, and offboard mission execution using MAVLink, MAVSDK, and PX4 / ArduPilot. Use when programming autonomous flight routines, geofencing, heartbeat monitoring, RTK GPS positioning, fail-safe state…
Idioma do texto original: inglês
Best practices for building autonomous robotics software using ROS 2 (Humble/Jazzy) and Nav2. Use when implementing ROS 2 C++/Python nodes, lifecycle nodes, tf2 coordinate transforms, Nav2 costmaps/planner/controller servers, DDS QoS profiles, sensor fusion…
Idioma do texto original: inglês
Engineering patterns for GDPR, CCPA/CPRA, and global data privacy compliance. Use when implementing Data Subject Rights (DSAR) workflows, Right-to-be-Forgotten erasure pipelines, PII pseudonymization/anonymization, consent management (CMP), data processing…
Idioma do texto original: inglês
Best practices for implementing SOC 2 Type II compliance controls, continuous evidence collection, infrastructure policy-as-code, and automated security monitoring. Use when automating Trust Services Criteria (Security, Availability, Confidentiality,…
Idioma do texto original: inglês
Implement production-grade computer vision pipelines using OpenCV (C++ and Python) with CUDA acceleration. Triggers when processing real-time multi-threaded RTSP camera streams, zero-copy memory transfers, image pre-processing, contour analysis, optical flow…
Idioma do texto original: inglês
Deploy state-of-the-art YOLO models (YOLOv8, YOLOv10, YOLO11) for real-time object detection, instance segmentation, and pose estimation. Triggers when training custom YOLO models, exporting to TensorRT FP16/INT8, running ONNX Runtime inference, executing…
Idioma do texto original: inglês
Master production Docker multi-stage builds, container image layer caching, security hardening, non-root user execution, distroless images, and minimal footprint optimizations. Trigger when building Dockerfiles, optimizing image size, or hardening container…
Idioma do texto original: inglês
Master enterprise Kubernetes Helm chart creation, templating, values schema validation, dry-run testing, releases, and rollback management. Trigger when writing Helm charts, configuring K8s deployments, or managing cloud-native releases.
Idioma do texto original: inglês
Production Application Security (AppSec) standards, OWASP Top 10 vulnerability remediation, SAST/DAST pipeline integration, secure code review, threat modeling, and defensive security posture.
Idioma do texto original: inglês
Production malware analysis workflows, reverse engineering methodologies, isolated sandbox triage, static/dynamic binary analysis, memory forensics, and YARA detection rule authoring.
Idioma do texto original: inglês
Establish production-grade reproducible research workflows in Jupyter notebooks, kernel environment lockfiles, notebook linting, nbconvert automated execution, parameterization with Papermill, and modularized code extraction. Trigger when creating Jupyter…
Idioma do texto original: inglês
Master high-performance exploratory data analysis (EDA) using Pandas and Polars, missing value profiling, outlier detection, data distribution analysis, correlation matrices, and vectorised pipelines. Trigger when performing EDA, data cleaning, or…
Idioma do texto original: inglês
Production DICOM medical imaging standards, DICOMweb RESTful services (WADO-RS, STOW-RS, QIDO-RS), PACS integration, anonymization/de-identification, and Cornerstone.js web rendering.
Idioma do texto original: inglês
Production-grade FHIR R4/R5 data modeling, HL7 v2 message parsing, SMART on FHIR authorization, HIPAA-compliant patient record exchange, and HAPI FHIR integration.
Idioma do texto original: inglês
Shopify theme development with Liquid syntax, custom storefront App Extensions, Admin GraphQL API integrations, Webhooks processing, and Storefront API patterns.
Idioma do texto original: inglês
WooCommerce REST API integration, webhook-driven order payment processing, inventory reconciliation, custom payment gateway integration, and Action Scheduler job queues.
Idioma do texto original: inglês
HubSpot CRM API v3 development, OAuth2 authentication, Custom Objects API, Batch CRM sync operations, Webhook subscriptions, and API rate limit management.
Idioma do texto original: inglês
Enterprise Salesforce development patterns, Apex triggers architecture, Lightning Web Components (LWC), SOQL query optimization, security bulkification, and Salesforce REST/SOAP APIs.
Idioma do texto original: inglês
Implement production-grade i18next localization workflows, dynamic locale switching, ICU message syntax formatting, fallback strategies, namespaces, and automated translation extraction. Trigger when configuring internationalization (i18n) in…
Idioma do texto original: inglês
Master right-to-left (RTL) and bidirectional (BiDi) UI design, CSS logical properties (`margin-inline`, `padding-block`), layout direction switching (Arabic, Hebrew, Persian), typography scaling, icon mirroring rules, and automated RTL testing. Trigger when…
Idioma do texto original: inglês
Build and manage end-to-end MLOps pipelines using MLflow for experiment tracking, model registry, artifact logging, autologging, model evaluation, and deployment serving. Triggers when integrating MLflow tracking servers, configuring S3/GCS backend stores,…
Idioma do texto original: inglês
Implement automated machine learning model performance monitoring, statistical data drift (KS-test, PSI, Wasserstein distance), concept drift detection, and prediction quality evaluation in production ML systems using Evidently AI, NannyML, SciPy, and…
Idioma do texto original: inglês
Provision multi-tier, enterprise-grade cloud infrastructure on AWS using AWS CDK v2 (TypeScript). Triggers when designing or implementing AWS CDK stacks, L3 constructs, multi-region networking (VPC, Transit Gateway), ECS Fargate microservices, serverless…
Idioma do texto original: inglês
Deploy containerized workloads, Azure Container Apps, Azure Kubernetes Service (AKS), and App Services using Azure Bicep and Azure CLI. Triggers when writing Bicep modules, configuring Azure Managed Identities, Key Vault integration, Private Endpoints,…
Idioma do texto original: inglês
Build, fine-tune, and deploy enterprise NLP solutions using Hugging Face transformers, datasets, accelerate, and peft. Triggers when implementing QLoRA / LoRA fine-tuning, sequence classification, token classification (NER), SFTTrainer, DPO, vLLM serving,…
Idioma do texto original: inglês
Deploy OpenAI Whisper and Faster-Whisper for high-throughput batch and streaming speech-to-text (STT) transcription. Triggers when implementing CTranslate2 GPU acceleration, Voice Activity Detection (Silero VAD), word-level timestamps, speaker diarization…
Idioma do texto original: inglês
Production guidelines for building scalable, resilient n8n workflow automation pipelines. Use when designing self-hosted n8n instances, custom Code nodes (JS/Python), Webhook triggers, error-handling workflows, multi-node queue mode, community node…
Idioma do texto original: inglês
Best practices for building robust integrations, CLI apps, and complex scenarios on Zapier and Make (Integromat). Use when building custom Zapier CLI triggers/actions, Make custom apps/modules (JSON I/O, IMLS), webhooks, data transformation, rate limiting,…
Idioma do texto original: inglês
Instrument distributed systems and microservices with OpenTelemetry (OTel) across Python, Node.js, and Go. Triggers when configuring OTel Collectors, context propagation (W3C Trace Context), trace/span generation, custom span attributes, OTLP exporters…
Idioma do texto original: inglês
Design application metrics, Prometheus scraping topologies, PromQL queries, alerting rules, and Grafana dashboards as code. Triggers when implementing RED / USE metric patterns, writing custom Prometheus exporters (Python / Go), writing alerting rules,…
Idioma do texto original: inglês
Master Cypress component testing, React/Vue/Svelte mounting, component isolation, custom command creation, network stubbing, and visual snapshot assertions. Trigger when building or testing isolated UI components with Cypress Component Testing (CT).
Idioma do texto original: inglês
Master enterprise Playwright end-to-end (E2E) automation, Page Object Model (POM) architecture, cross-browser testing, network mocking, visual regression testing, and CI pipeline integrations. Trigger when writing Playwright tests, automating web UI E2E…
Idioma do texto original: inglês
Designing, simulating, and optimizing quantum circuits using Google Cirq and TensorFlow Quantum. Use when building grid-qubit layouts, custom gate definitions, noisy density matrix simulations (Cirq Simulator), Sycamore hardware topologies, or quantum machine…
Idioma do texto original: inglês
Designing and executing quantum algorithms using IBM Qiskit v1.0+. Use when constructing quantum circuits, variational quantum algorithms (VQE/QAOA), quantum machine learning (QNN), error mitigation (M3/ZNE), transpilation pass managers, or running on IBM…
Idioma do texto original: inglês
Architecting native spatial computing applications for visionOS using Swift, SwiftUI, RealityKit, and ARKit. Use when developing 3D Windows, Volumes, Immersive Spaces, RealityView components, Spatial Audio, ShaderGraph Materials, and Hand/Eye tracking…
Idioma do texto original: inglês
Technical guidelines for building immersive WebXR, Three.js, and WebGPU 3D spatial experiences. Use when implementing WebXR session management (VR/AR/inline), controller/hand tracking inputs, spatial audio, 3D UI raycasting, GLTF loading optimization, or…
Idioma do texto original: inglês
Design resilient high-availability distributed systems, active-active multi-region replication, leader election, consensus protocols (Raft), dynamic load balancing, and zero-downtime failover mechanics. Trigger when architecting HA infrastructure,…
Idioma do texto original: inglês
Implement resilient microservice architectures using Circuit Breakers, Exponential Backoff with Jitter, Bulkheads, Rate Limiting, Dead Letter Queues (DLQ), and Graceful Degradation patterns. Trigger when implementing service resilience, fault handling, or API…
Idioma do texto original: inglês