#agent

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.

Guide for declaratively defining agent workflows like IaC and automating compliance

Declarative AI agent management architecture and orchestration patterns in Kubernetes using Kagent

Bedrock + Neptune + OpenSearch + AgentCore + Cohere — specialized for ABO tree, subscriptions, multilingual operations

Integrated search across Nutrilite, Artistry, Home SKUs + ABOs + external social posts

Subscription state machine + churn signature detection + automated win-back campaigns

Automated review of FTC, Korea Door-to-Door Sales Act, MFDS, and EU direct-selling regulations + multi-country ad guards

A chatbot autonomously invoking tools for ABO Field, CMI, D&A, CX, and Compliance personas

Automated report cards combining Nutrition, Beauty, Home BU revenue with 4 external sources

5 lifestyle personas + KMeans over RFM × category affinity, enriched with social personas

Bayesian attribution across in-house store, ABO direct sale, catalog, and SNS channels

Fusion of 4 sources — social, weather, FX (multi-country), regulatory

A single timeline of in-house store → ABO direct sale → subscription → resignup

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

Bedrock + Neptune + OpenSearch + AgentCore + Cohere — a single architecture that delivers a working demo in 8 weeks

Integrated semantic search across first-party SKU · Member · Reviews + external social reviews (Olive Young · X)

Per-department autonomous tool-invoking chatbot — Bedrock Sonnet + AgentCore Memory + 12 tools

Automated report cards combining first-party GMV + search trends + weather + competitors

Auto-classified lifestyle personas + RFM × Category affinity KMeans integrated

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

A single member's owned mall → SNS ad → Olive Young → Mart → Repurchase single timeline crossing BUs · channels

Bedrock Guardrails + marketing consent + PII masking + minor cosmetics guard

Bedrock + Neptune + OpenSearch + Kinesis (Live) + TimeStream (Delivery SLA)

Unified search across massive SKU + Members + Live reviews + Dcard · Xiaohongshu

24-hour delivery promise vs measured + per-region fulfillment-center load + outdoor weather integration

Recommendation diversity · New-product exposure · Long-tail SKU discovery — exploration-purchase balance monitor

Autonomous tool invocation tailored to each of 5 departments — Marketing · Category · Search-Recommendation · CS · Logistics

Automated reports combining massive-SKU categories + Live + Delivery + External signals

5 lifestyle personas + RFM × Live-viewing affinity

Bayesian attribution across App · Live · TV · Messenger channels

4-source fusion — Social · Weather · Economy · Competitor

Single timeline — App search → Live viewing → TV home-shopping → Re-purchase

Bedrock Guardrails + Live-broadcast ad language + Minors + Refund regulations

Live viewer → cart → purchase funnel + per-host and per-SKU effect

Bedrock + Neptune + OpenSearch + AgentCore — multilingual + live FX

Unified search across tenant brand SKUs + VIP/Foreigner + external reviews (Xiaohongshu, Dcard, Instagram)

Counter occupancy analysis across 700+ tenant brands × 19 stores × seasons

Recommendations, pre-sale priority, and personal concierge chatbot for Black/Platinum/Gold members

Autonomous tool invocation tailored to Marketing, Insights, Digital, VIP, and MD personas

Automated reports combining store, floor, and brand GMV with FX, tourism, and competitor data

5 lifestyle personas + RFM × luxury affinity + social personas

Bayesian attribution across store, DM, and social channels for events such as the Anniversary Sale

Fusion of 4 external signals — social, weather, FX (JPY/USD/HKD), and tourism

Single timeline of online → store → duty-free → repeat visit

Bedrock Guardrails 4 topics + duty-free regulations + minors-and-luxury guard

Duty-free recommendation system for foreigners combining passport, nationality, FX, and tourism data

Bedrock + Neptune + OpenSearch + AgentCore + TimeStream (cold chain) + Glue (cross-BU ETL)

Unified search across 5-BU SKUs + OPENPOINT members + external reviews

Compare 7ELE / Carrefour turnover of Uni-President Food own SKUs (Uni-Noodle, Mai-Hsiang, etc.) against external channels

President Transnet cold-chain SLA + outdoor temperature + store-order optimization

Autonomous tool invocation across 5 departments — Integrated Marketing · CMI · D&A · OPENPOINT · Manufacturing & Logistics

Combination of 5-BU GMV + own-SKU sell-through + 4 external sources

5 lifestyle personas + RFM × BU affinity + social

OPENPOINT unified campaigns + cross-BU-driving channel mix with Bayesian attribution

Fusion of 4 external sources — social · weather · economic · competitor

Cross-BU journey of an OPENPOINT member across own BUs

Bedrock Guardrails + PDPA + BU commercial-information segregation

Single-KG behavior analysis of one OPENPOINT member crossing 7-Eleven → Carrefour → Starbucks → Donut