cl-catastrophic-forgetting
็พ้พๆง้ๅฟ้ข้ฒๆ่ฝ - ๆญฃไบคๆ้ๆดๆฐใๆดปๆงๆญฃๅๅใๆธ่ฟๆฉ็
็พ้พๆง้ๅฟ้ข้ฒๆ่ฝ - ๆญฃไบคๆ้ๆดๆฐใๆดปๆงๆญฃๅๅใๆธ่ฟๆฉ็
Kubernetes orchestration patterns, deployments, and best practices
Use MERGE for idempotent upserts with ON CREATE and ON MATCH clauses to avoid duplicates
Update node properties using SET and remove properties by setting them to NULL in FalkorDB
Use when dependency changes or source-set changes could violate KMP layering and module boundaries.
Convert master assets into platform-variant exports with safe-zone enforcement. Use when the user requests to 'export for all platforms', 'resize assets for platforms', or 'multi-platform export'.
Implement Kubernetes security contexts, Pod Security Standards, and network policies. Secure cluster components and workloads. Use when hardening Kubernetes deployments or meeting security compliance.
Auto-scale LLM inference clusters on Kubernetes using KEDA, custom GPU metrics, and horizontal pod autoscaling. Handle traffic spikes, implement queue-based scaling, and optimize cost with spot instances for AI workloads.
Operate GPU-backed Kubernetes clusters for AI inference and training with scheduling, autoscaling, node health, MIG partitioning, and cost controls.
Customize Kubernetes manifests without templating using Kustomize. Create base configurations with environment overlays, manage configuration variants, and patch resources declaratively. Use when managing Kubernetes configurations across multiple environments without Helm.
Deploy, scale, and manage Kubernetes workloads. Create deployments, services, and configurations, manage cluster resources, troubleshoot pods, and implement production-ready Kubernetes patterns. Use when working with Kubernetes clusters, K8s deployments, or container orchestration.
Create, manage, and deploy Helm charts for Kubernetes package management. Build reusable chart templates, manage releases, configure values, and use Helm repositories. Use when packaging Kubernetes applications or managing K8s deployments with Helm.
PX4 ไฝ็ฝฎไฟๆๆจกๅผๆ่ฝ - ๆฐดๅนณ/ๅ็ดๆนๅ่ชๅจไฟๆไฝ็ฝฎๅ้ซๅบฆ๏ผ้ฅๆงๅจๆงๅถ็งปๅจ้ๅบฆ
ROS2 Launch ่ฟ้ถๆ่ฝ - Python Launchใๅค launch ๅตๅฅใไบไปถๅค็ใๆกไปถๅฏๅจใๅๆฐๆฟๆข
PX4 ้ซๅบฆไฟๆๆจกๅผๆ่ฝ - ๆฐดๅนณๆนๅๆๅจๆงๅถ๏ผๅ็ดๆนๅ่ชๅจไฟๆ่ฎพๅฎ้ซๅบฆ
2D ๆ ๆ ผๅฐๅพๆ่ฝ - ๅ ๆฎๆ ๆ ผๅฐๅพใSLAM ๅปบๅพใๅฐๅพ็ฎก็ใROS2 map_server
3D ็นไบๅฐๅพๆ่ฝ - OctoMapใTSDFใ่ฏญไน็นไบใ็จ ๅฏ้ๅปบ
ๅฐๅพๆๅปบๆ่ฝ - SLAMๅฎๆถๅปบๅพใๅฐๅพไฟๅญไธๅ ่ฝฝใๅจๆๅฐๅพๆดๆฐ
ๆๆฌๅพ้ ็ฝฎๆ่ฝ - ๅฑ็บง้ ็ฝฎใ่จ่ๅๅพใ้็ข็ฉ้ๅผใๅจๆๆดๆฐ
ๅ จๅฑ่ทฏๅพ่งๅๆ่ฝ - A*/RRT*/Dijkstra/Hybrid A*ใไปฃไปทๅฐๅพ้ ็ฝฎใnav2 plannerๆไปถๅผๅ
Diagnoses failed Maestro cluster deployments by analyzing Helm releases, pod status, and resource conflicts
Inspect Docker containers, volumes, and compose services for Pixel Detective and Dev Graph. Use when the user asks to check Docker state, list containers or volumes, or extract data from Docker without running heavy services.
Package and deploy applications to Kubernetes with Dockerfiles, Helm charts, and local Minikube deployment. Use when containerizing applications, creating Kubernetes manifests, setting up Helm charts, deploying to Minikube, or preparing cloud-ready configurations. Focuses on local-first deployment with stateless services.
Generates Docker and docker-compose configuration for multi-container development