Beyond the Bottleneck: Infra for What's Next

A session at LINE THAILAND DEVELOPER CONFERENCE 2026

Transcript

1. Beyond the Bottleneck: Infra for What’s Next Dasapich Thongnopnua (Yo) Tanisorn Jansamret (Kag)
2. Agentic AI development environment from prototype to production © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
3. © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
4. Crew Keep work moving © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
5. CREW A persistent, open source workspace Kiro Crew learns your preferences, runs scheduled work unattended, orchestrates multiple agents in parallel, and ships securely © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
6. © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
7. Kiro Crew © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
8. Kiro Crew LINE Connector Kiro Crew Remote © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
9. Kiro Crew LINE Connector © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
10. How it works? © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
11. How it works? On Cloud © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
12. How it works? On Cloud LINE webhook © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
13. How it works? On Cloud LINE webhook © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark. Verify + dedupe
14. How it works? On Cloud LINE webhook © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark. Verify + dedupe Ordered event queue
15. How it works? On Cloud LINE webhook Verify + dedupe Ordered event queue turns / menus / Flex Push API © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
16. How it works? On Cloud LINE webhook Push API © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark. Verify + dedupe Ordered event queue Store LINE identity + active slot turns / menus / Flex
17. How it works? On Cloud LINE webhook Private Kiro Crew on EC2 (Cloud) Verify + dedupe Ordered event queue Kiro Crew Store LINE identity + active slot Push API © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark. turns / menus / Flex
18. How it works? On Cloud LINE webhook Private Kiro Crew on EC2 (Cloud) Verify + dedupe Ordered event queue Kiro Crew Store LINE identity + active slot turns / menus / Flex Custom Adapter Push API © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
19. How it works? Private Kiro Crew on EC2 (Cloud) AWS API Gateway AWS Secrets Manager © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark. AWS Lambda Amazon DynamoDB Amazon SQS Amazon ECS Kiro Crew Custom Adapter
20. Infra for the Next… © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
21. AI starts with a model REASONING © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark. MODELS
22. AI Agents require context to be useful ROLE DATA MEMORY © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark. CONTEXT REASONING MODELS
23. AI Agents use tools to take action ROLE DATA CONTEXT REASONING MEMORY ACTION TOOLS © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark. MODELS
24. AI Agents collaborate on complex tasks OPEN PROTOCOLS ORCHESTRATION ROLE DATA CONTEXT REASONING MEMORY ACTION TOOLS © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark. MODELS
25. Agentic AI Systems execute entire workflows ORCHESTRATION CONTEXT REASONING ACTION © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
26. Infrastructure for agentic AI AGENTIC SOLUTIONS AGE NT DE V EL OP ME NT & O RCHE ST RATIO N MODE LS , TRAINING & I NF E RENCING DATA FOUNDATION AI CHIPS GLOBAL INFRASTRUCTURE © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
27. The brain… © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
28. Amazon Bedrock Comprehensive platform to securely build, deploy, and scale AI applications & agents Amazon Bedrock Models & inference Models Agent development AgentCore Fine-tuning Inference Knowledge bases Monitoring Model distillation Open agent development platform Any model, any framework Bedrock Managed Agents powered by OpenAI OpenAI models & OpenAI harness LIMITED PREVIEW S EC UR I T Y © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark. | G UA R DR AI L S | G OV E R N AN C E
29. Amazon Bedrock BROAD SELECTION OF FULLY MANAGED MODELS FROM LEADING AI COMPANIES PROPRIETARY MODELS FROM FRONTIE R AI LAB PARTNE RS CLAUDE | GPT POPULAR OPEN-WEIGHT MODELS DEEP SEEK | QWEN | LLAMA | NE MOTRON FAST, COST-EFFECTIVE MODE LS FROM AMAZON NOVA © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
30. AMAZON BEDROCK: Accurate, safe, and private Prompt Verified output Generate response USER Validate against Automated Reasoning policy Receive feedback Regenerates response Bedrock Guardrails 88% HARMFUL CONTENT BLOCKED © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark. Automated Reasoning Content filtering PII masking Topic denial Contextual grounding 99% VERIFICATION ACCURACY Formal mathematical proof. Not probabilistic
31. For the agents... © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
32. Everything you need for getting agents to production Amazon Bedrock AgentCore AGENT HARNESS CONTEXT Managed harness Memory Strands Agents SDK Managed Knowledge Base Any framework, model, or harness Web Search ENVIRONMENT OPTIMIZATION TOOLS Gateway Observability Browser Evaluation Code interpreter Insights* Payments* Recommendations, A/B testing RUNTIME AWS AGENT REGISTRY* PLATFORM CONTROL IDENTITY POLICY GUARDRAILS COMPOSABLE BY DESIGN. PAY ONLY FOR WHAT YOU USE. *Preview features © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
33. AgentCore Platform Any provider Identity Runtime App Policy Prompt Any framework Any model Tools Context Any agent Gateway Tools Browser A2A Code Interpreter Memory Observability Evaluations © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark. MCP OTEL
34. AgentCore runtime: every session in its own sealed box AgentCore runtime Safely execute conversations Session ABC-XYZ My ID is 123-45-6789 Kag Credit score 750 Session 456-123 My account is 98765-01 Yo Dedicated microVM per session (compute, memory, files) Eliminates contamination risk Prevents permission escalation Charged $899.45 Deleted after session Session 987-123 Loan request is $500K Boy © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark. Payment will be $5,889 Persist session state with filesystem configuration
35. Firecracker Secure and fast microVMs © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
36. Host - EC2 Bare Metal Instance EC2 Host MicroVM MicroVM Execution Environment Execution Environment Runtime Runtime Function Code Function Code Extensions Extensions Guest Kernel Guest Kernel Firecracker Firecracker Host Kernel KVM Host OS © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark. See Agache et al, “Firecracker: Lightweight Virtualization for Serverless Applications”, NSDI’20 https://www.usenix.org/system/files/nsdi20-paper-agache.pdf
37. Before your deploy… © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
38. AWS Continuum Detect Surface risks across your environment ⚲ Remediate Recommend, then automate Security at machine speed ✓ Validate Confirm exploiability © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark. △ Prioritize Rank by business impace
39. AWS Continuum AI-Native Security End-to-End Coverage Automated Remediation © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
40. Wrapping up… © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
41. Key takeaways Infrastructure is evolving to support the agentic AI Build with security, reliability, and scale in mind … © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
42. If you can’t remember anything… © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.
43. Connect your agent to LINE, don’t hold your laptop open © 2026, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon Confidential and Trademark.