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.