11 Scenario Mapping (Mitsukoshi)
8 common + 3 Mitsukoshi-specific (Foreigner duty-free, Luxury SOV, VIP concierge)
8 common + 3 Mitsukoshi-specific (Foreigner duty-free, Luxury SOV, VIP concierge)
8 common + 3 Momo-specific (Live attribution · Delivery SLA · Recommendation diversity)
8 common + 3 UPI-specific (cross-BU member journey · own-SKU sell-through · cold chain)
8 common scenarios (S1–S8) + 3 AMWAY-specific scenarios (S9-A · S10-A · S11-A)
30-minute demo for LG H&H Marketing executive meeting — Top-5 (S1·S2·S3·S5·S7)
A 30-minute demonstration for AMWAY global executives and ABO meetings — Top-5 (S1 · S9-A · S10-A · S2 · S11-A)
30-minute demo for Mitsukoshi executives, MD, and VIP team meetings
30-minute live demo for Momo executives, live-operations teams, and logistics teams
30-minute demo for UPI group executives and BU operations teams
5 personas — Brand Marketer / Insights / D&A · MarTech / CRM · LG Members / MD · Channel Sales
AMWAY global direct-selling context — ABO Field / Insights / D&A · MarTech / CX / Compliance
Shinkong Mitsukoshi 5-department personas — Marketing, Insights, Digital, VIP, MD
5 departments — Marketing · Category · Search/Recommendation · CS · Logistics
Integrated Marketing · CMI · D&A · OPENPOINT · Manufacturing & Logistics — five departments
Eight core scenarios for marketing innovation. Data mix (first-party + 4 external types) is specified for every scenario
Architecture Decision Record documenting principles, scope, responsibilities, and rollback boundaries to be agreed upon before introducing the Self-Improving Agent Loop to production
Decision framework and pattern catalog for combining Bedrock AgentCore managed service with EKS-based self-hosted agents in hybrid deployment
Overall system architecture of a production-grade Agentic AI Platform — 6 runtime layers and 3 cross-cutting planes
Decision framework for selecting the optimal approach between SageMaker Unified Studio, Bedrock AgentCore, and EKS open architecture based on customer needs
Covers the six design decisions to finalize when adopting EKS Hybrid Nodes — hybrid connectivity, cluster topology, Pod CIDR exposure, CNI and routing, node authentication, and workload exposure — with decision criteria and inter-decision dependencies.
A platform approach that reduces infrastructure operational burden using Amazon Bedrock, Strands Agents SDK, and AgentCore to focus on agent development
Bedrock + Neptune + OpenSearch + AgentCore + Cohere — a single architecture that delivers a working demo in 8 weeks
Bedrock + Neptune + OpenSearch + AgentCore — multilingual + live FX
Bedrock + Neptune + OpenSearch + Kinesis (Live) + TimeStream (Delivery SLA)
Bedrock + Neptune + OpenSearch + AgentCore + TimeStream (cold chain) + Glue (cross-BU ETL)
IP range design best practices for EKS Hybrid Nodes — routing requirement assessment procedure, VPC minimum sizing rationale, dedicated control plane ENI subnet strategy, proactive Pod CIDR allocation, and multi-environment address planning.
In-house ABO · SKU · subscription + 4 external sources (social, weather, FX, regulatory) with cohort_tag segmentation
PII-masked first-party data + 50K synthetic + 4 external type specifications and cohort_tag separation strategy
First-party + 4 external signal types — reinforced with FX and tourism signals
Massive SKU + Live + Delivery SLA + 4 external sources
5-BU integration + OPENPOINT + own SKUs + cold chain + 4 external sources
Covers Amazon EKS Hybrid Nodes from definition, use cases, and pricing model to the nodeadm registration flow, RemoteNodeNetwork/RemotePodNetwork networking structure, traffic flows, and key technical characteristics.
Guide to building Agentic AI platform using Amazon EKS and open-source ecosystem
3-plane design integrating ontology and Knowledge Graph into traditional Feature Store to reduce hallucinations, enable provenance tracking, and enhance domain entity utilization
25-class KG for AMWAY's ABO multi-level + subscription + global multilingual context (~700K edges)
Integration of 5 BUs + OPENPOINT + own-manufactured SKUs + cold chain (~900K edges)
3-BU integrated KG with 25 classes — Customer / Product / Transaction / Channel / Operations · External
Shinkong Mitsukoshi KG with 25 classes — VIP, foreigner, tenant brand, duty-free, store (~550K edges)
Massive SKU + Live viewing + In-house logistics (~800K edges)
Token optimization patterns for MCP-based agents. Quantifies upfront loading overhead and reduces token costs by 70-98% through four techniques — Progressive Discovery, tool compression proxy, Code Execution, and prompt cache alignment.
MRC (Marketing Representative for Customers) sales pitch guide for customer invitations to the 2026-04-09 Modern Agentic Applications Day.
IAM credential provider selection guide for EKS Hybrid Nodes — SSM hybrid activation vs IAM Roles Anywhere comparison, the Vault PKI integration pattern, Hybrid Nodes IAM role minimum permissions, and credential lifecycle management.
Integrated semantic search across first-party SKU · Member · Reviews + external social reviews (Olive Young · X)
Integrated search across Nutrilite, Artistry, Home SKUs + ABOs + external social posts
Unified search across tenant brand SKUs + VIP/Foreigner + external reviews (Xiaohongshu, Dcard, Instagram)
Unified search across massive SKU + Members + Live reviews + Dcard · Xiaohongshu
Unified search across 5-BU SKUs + OPENPOINT members + external reviews
Subscription state machine + churn signature detection + automated win-back campaigns
Counter occupancy analysis across 700+ tenant brands × 19 stores × seasons
24-hour delivery promise vs measured + per-region fulfillment-center load + outdoor weather integration
Compare 7ELE / Carrefour turnover of Uni-President Food own SKUs (Uni-Noodle, Mai-Hsiang, etc.) against external channels
Automated review of FTC, Korea Door-to-Door Sales Act, MFDS, and EU direct-selling regulations + multi-country ad guards
Recommendations, pre-sale priority, and personal concierge chatbot for Black/Platinum/Gold members
Recommendation diversity · New-product exposure · Long-tail SKU discovery — exploration-purchase balance monitor
President Transnet cold-chain SLA + outdoor temperature + store-order optimization
Per-department autonomous tool-invoking chatbot — Bedrock Sonnet + AgentCore Memory + 12 tools
Autonomous tool invocation tailored to Marketing, Insights, Digital, VIP, and MD personas
Autonomous tool invocation tailored to each of 5 departments — Marketing · Category · Search-Recommendation · CS · Logistics
Autonomous tool invocation across 5 departments — Integrated Marketing · CMI · D&A · OPENPOINT · Manufacturing & Logistics
A chatbot autonomously invoking tools for ABO Field, CMI, D&A, CX, and Compliance personas
Automated report cards combining first-party GMV + search trends + weather + competitors
Automated reports combining massive-SKU categories + Live + Delivery + External signals
Combination of 5-BU GMV + own-SKU sell-through + 4 external sources
Automated reports combining store, floor, and brand GMV with FX, tourism, and competitor data
Automated report cards combining Nutrition, Beauty, Home BU revenue with 4 external sources
Auto-classified lifestyle personas + RFM × Category affinity KMeans integrated
5 lifestyle personas + KMeans over RFM × category affinity, enriched with social personas
5 lifestyle personas + RFM × luxury affinity + social personas
5 lifestyle personas + RFM × Live-viewing affinity
5 lifestyle personas + RFM × BU affinity + social
Bayesian attribution across in-house store, ABO direct sale, catalog, and SNS channels
Bayesian attribution across store, DM, and social channels for events such as the Anniversary Sale
Bayesian attribution across App · Live · TV · Messenger channels
OPENPOINT unified campaigns + cross-BU-driving channel mix with Bayesian attribution
Omnichannel (Owned mall/Mart/H&B/SNS) Bayesian attribution + search · SNS response combined
First-party GMV × 4 external types (social · weather · economy · competitor) macro analysis
Fusion of 4 sources — social, weather, FX (multi-country), regulatory
Fusion of 4 external signals — social, weather, FX (JPY/USD/HKD), and tourism
4-source fusion — Social · Weather · Economy · Competitor
Fusion of 4 external sources — social · weather · economic · competitor
A single timeline of in-house store → ABO direct sale → subscription → resignup
A single member's owned mall → SNS ad → Olive Young → Mart → Repurchase single timeline crossing BUs · channels
Single timeline of online → store → duty-free → repeat visit
Single timeline — App search → Live viewing → TV home-shopping → Re-purchase
Cross-BU journey of an OPENPOINT member across own BUs
Bedrock Guardrails 4 topics + duty-free regulations + minors-and-luxury guard
Bedrock Guardrails + Live-broadcast ad language + Minors + Refund regulations
Bedrock Guardrails + PDPA + BU commercial-information segregation
Bedrock Guardrails + marketing consent + PII masking + minor cosmetics guard
Bedrock Guardrails — 4 topics + direct selling + minors + HFF advertising guards
Visualize AMWAY's multi-level ABO tree to a depth of 5 + PV/BV and level performance + Sponsor analysis
Duty-free recommendation system for foreigners combining passport, nationality, FX, and tourism data
Live viewer → cart → purchase funnel + per-host and per-SKU effect
Single-KG behavior analysis of one OPENPOINT member crossing 7-Eleven → Carrefour → Starbucks → Donut
5-stage loop design and safety mechanisms for self-hosted SLMs to autonomously learn and improve from production traces based on Karpathy's autosearch concept
Bedrock + Neptune + OpenSearch + AgentCore + Cohere — specialized for ABO tree, subscriptions, multilingual operations
Agentic AI deployment strategies that meet data sovereignty requirements — SCP region enforcement, Bedrock Geographic cross-Region inference, and EKS Hybrid Nodes-based hybrid/in-country self-hosting
5 key challenges faced when operating Agentic AI workloads