30 docs tagged with "scope:impl"

LLM Classifier, CloudFront/WAF, Semantic Caching configuration

kgateway installation, HTTPRoute configuration, Bifrost Gateway Mode setup

CNI selection criteria and core Cilium configuration for EKS Hybrid Nodes — hybrid-node-only affinity, cluster-pool IPAM, choosing a Pod CIDR routing method (BGP, static, Gateway), and the Cilium BGP Control Plane configuration procedure.

Aider, Cline, Continue.dev integration + Bedrock vs Kiro vs self-hosting cost comparison

EKS-based 5-stage pipeline that automatically promotes Langfuse traces to training data and connects GRPO/DPO preference tuning with Canary deployment.

Hands-on guide to deploying large open-source models on EKS, based on the GLM-5.1 experience

Building a domain-optimized model serving pipeline with LoRA Fine-tuning, Multi-LoRA Hot-swap, and SLM Cascade Routing

A comprehensive guide to implementing shared file storage in EKS Hybrid Nodes environments, covering AWS managed services, enterprise storage integration, and Amazon Linux 2023 alternative approaches.

Threshold verification of trained checkpoints, kgateway-based gradual Canary deployment, MLflow Registry version management, automatic rollback on regression, cost and quality KPI dashboard configuration.

Covers a 5-zone pre-registration rule table to submit to firewall and network teams when adopting EKS Hybrid Nodes, handling environments without FQDN wildcard support, Transit Gateway topology, and on-premises LB path design.

Designs a highly available GenAI inference layer for EKS Hybrid Nodes GPU nodes with resource isolation (taints), a hybrid-only NVIDIA Device Plugin deployment, and a Karpenter-based cloud GPU fallback NodePool.

Production configuration for running NeMo-RL (GRPO) and TRL (DPO) training jobs with labeled preference datasets on Karpenter Spot node pools and Volcano Gang Scheduling.

A complete step-by-step guide for integrating the Harbor 2.15 private container registry with Amazon EKS Hybrid Nodes (Kubernetes 1.33), covering installation, SSL/TLS configuration, authentication, and troubleshooting.

A hands-on guide to using on-premises GPU nodes as the primary inference tier on EKS Hybrid Nodes, and resolving DGX H200 SR-IOV VF name inconsistency through driver compatibility, persistent naming, and systemd orchestration

Covers the full lifecycle of the Amazon EKS Hybrid Nodes Gateway, from its operating mechanism through Cilium VTEP reconfiguration, Helm installation, instance sizing, failover, monitoring, and removal.

kgateway + Bifrost/LiteLLM 2-Tier architecture with Cascade Routing, Semantic Router, and Hybrid Routing design patterns

Step-by-step deployment guide for kgateway-based Inference Gateway (basic/advanced/troubleshooting)

Designing external exposure for EKS Hybrid Nodes workloads — the traffic-origin-based NLB vs Cilium built-in LB decision principle, AWS Load Balancer Controller configuration requirements, Cilium LB IPAM and BGP advertisement, and community options such as MetalLB.

End-to-end ML lifecycle management with Kubeflow + MLflow + vLLM + ArgoCD GitOps

Hands-on setup guide for integrated monitoring with Prometheus to AMP, AMG, Langfuse, and Bifrost OTel

A customer-facing decision guide for evaluating and choosing self-hosted open-weight LLM deployment from the perspectives of token economics and data sovereignty.

Deploy OpenClaw AI Agent Gateway on EKS with cost optimization, and achieve full observability using Bifrost Auto-Router + Cilium Hubble + Langfuse

VPC endpoint design for operating EKS Hybrid Nodes in a private air-gapped network with no internet access — covers Private API endpoint mode, per-purpose interface endpoint mapping, the S3 Gateway endpoint, and the on-premises DNS resolution path.

Production deployment and configuration reference architecture for the Agentic AI Platform

Complexity-based automatic model routing — comparison of LLM Classifier, LiteLLM, and vLLM Semantic Router approaches, RouteLLM research reference, and cost savings

A hybrid ML architecture that trains on SageMaker and serves on EKS

Single definition of the Agentic AI Platform gateway layers: Tier 1 Ingress, Tier 2 Inference Routing (Inference Extension) and LLM API Gateway, and the Agent Data Plane — their role separation and how to fill each layer

Load Langfuse OTel traces into S3 Parquet/Iceberg and automatically construct GRPO/DPO training datasets by labeling rewards with Ragas + LLM Judge Fleet.

Common issues and solutions during Inference Gateway deployment and operations

HuggingFace 리더보드 스캔부터 벤치마크 재현, 인스턴스별 성능 프로파일링, 멀티 타깃 배포 가이드 생성, 글로벌 스팟 캐파 확보까지 — 오픈 웨이트 모델 온보딩을 7단계 파이프라인으로 자동화하고 사람은 승인 게이트에만 개입하는 아키텍처를 제시합니다