AWS re:Invent 2025

Session Slides & Workshop Materials

GitLab Repository
AIM309

Building LLMs with AWS Trainium

PEFT LoRA fine-tuning on Trainium with Hugging Face Optimum-Neuron. Model deployment and optimization.

AIM325

Zero to launch: Deploy identity-aware agents with Amazon Bedrock

Deploy enterprise-grade agents with Bedrock AgentCore Runtime. Session isolation, authentication.

AMZ302

Amazon Leo: Building a Low Earth Orbit Satellite Network

Explore Amazon Leo (Project Kuiper) architecture and building a global satellite network.

CNS206

Building Agentic AI architectures with AWS Serverless

Serverless patterns for AI agents: event-driven implementations, orchestration, state management.

DAT403

Build a multi-agent AI solution with Aurora & Bedrock AgentCore

Multi-agent collaboration with MCP, Aurora PostgreSQL, and AWS agentic AI services.

IND302

Agentic AI for Autonomous Networks: AgentCore Design Patterns

Transform telecom networks into intent-driven autonomous systems with Bedrock AgentCore.

IND342

Build a multi-agent financial research assistant

Multi-agent workflows with MCP for financial research: market data, regulatory filings, analyst reports.

NET213

From Pods to Gateway API: Container Networking Mysteries Solved!

EKS networking: VPC CNI, service discovery, AWS Load Balancer Controller, Gateway API, VPC Lattice.

NET312

Network Operations with Amazon Bedrock AgentCore

Agent-driven NetOps: VPC Reachability Analyzer, Traffic Mirroring, CloudWatch, A2A protocol.

NET401

Deep dive into advanced routing policy with AWS Cloud WAN

Advanced routing controls and global network scaling with AWS Cloud WAN.

NTA311

Modernize Document Processing with Amazon Bedrock

Automated document processing with Bedrock and Textract: OCR, classification, entity extraction.

PEX313

Customize Amazon Nova models for Agentic AI

Fine-tuning with SFT and DPO, Amazon Nova recipes, LLM-as-a-judge, Strands SDK integration.

PEX320

Agentic Code Generation for Industrial Analytics

AgentCore Code Interpreter for predictive maintenance: IoT SiteWise, pandas, scipy, scikit-learn.

SEC303

Advanced AWS Network Security: Scalable Production Defenses

Network Firewall, DNS Firewall, IDS/IPS, east-west traffic controls against modern threats.

SEC307

Design auth and logging logic in Agentic AI apps

Identity management for AI agents: Strands SDK, AgentCore Identity, Cognito, Verified Permissions.

SMB302

Building Self-Healing IT Systems with Agentic AI

AI agents for IT remediation with CloudWatch Investigations and MCP servers.