New digital courses for how to optimize AI compute and containers on AWS
TutoSartup excerpt from this article:
You’ll also learn how to boost your Amazon Elastic Kubernetes Service (Amazon EKS) efficiency to improve both performance and cost... Course level: Advanced Duration: 2 hours Course outline: The AWS AI stack Decision framework — how to select instances by model size Cost and capacity planning for Amazon Elastic Compute Cloud (Amazon EC2) instances Putting it together — the AI p...
You’ll also learn how to boost your Amazon Elastic Kubernetes Service (Amazon EKS) efficiency to improve both performance and cost... Course level: Advanced Duration: 2 hours Course outline: The AWS AI stack Decision framework — how to select instances by model size Cost and capacity planning for Amazon Elastic Compute Cloud (Amazon EC2) instances Putting it together — the AI p...
Beyond the KV cache: Training and serving i14’s Laplace 3B linear attention model on AWS Trainium2 with native PyTorch
TutoSartup excerpt from this article:
48xlarge instance combines 16 Trainium2 chips, 64 logical NeuronCores, high-bandwidth memory, and NeuronLink-v3 connectivity... Each token’s residual-stream vector xt ∈ ℝD (D = 3, 072) passes through a LayerNorm and a depth-wise causal Conv1d of width k = 4 with SiLU...6M AdamW) Layers 24 decoder layers, D = 3, 072 hidden dim Heads 16 heads...
48xlarge instance combines 16 Trainium2 chips, 64 logical NeuronCores, high-bandwidth memory, and NeuronLink-v3 connectivity... Each token’s residual-stream vector xt ∈ ℝD (D = 3, 072) passes through a LayerNorm and a depth-wise causal Conv1d of width k = 4 with SiLU...6M AdamW) Layers 24 decoder layers, D = 3, 072 hidden dim Heads 16 heads...
Work management context for AI agents with Smartsheet MCP on AWS
TutoSartup excerpt from this article:
Smartsheet, the work management platform for managing projects, portfolios, and operations, has launched a generally available Model Context Protocol (MCP) Server... With the Smartsheet MCP Server, AI assistants can read, write, and manage Smartsheet data through a standardized protocol... The protocol spans more than 40 tools for exploring, creating, and managing sheets, rows, columns, and autom...
Smartsheet, the work management platform for managing projects, portfolios, and operations, has launched a generally available Model Context Protocol (MCP) Server... With the Smartsheet MCP Server, AI assistants can read, write, and manage Smartsheet data through a standardized protocol... The protocol spans more than 40 tools for exploring, creating, and managing sheets, rows, columns, and autom...
From data to decisions: Conversational supply chain intelligence with Amazon Quick and Amazon Bedrock AgentCore
TutoSartup excerpt from this article:
The orchestration agent is added as its own MCP connector... How we solve it: the agent plans and sequences the calls, so a single ask spans disruption, governance, and quoting with no manual hand-offs... How we solve it: the same agent and tools run on a schedule or email trigger, posting review-ready cards to the Activity Feed for a person to approve... Figure 4: End-to-end architecture fro...
The orchestration agent is added as its own MCP connector... How we solve it: the agent plans and sequences the calls, so a single ask spans disruption, governance, and quoting with no manual hand-offs... How we solve it: the same agent and tools run on a schedule or email trigger, posting review-ready cards to the Activity Feed for a person to approve... Figure 4: End-to-end architecture fro...
Fine-tuning GPT-OSS-20B for multilingual reasoning on Amazon SageMaker HyperPod
TutoSartup excerpt from this article:
On a 50-example multilingual reasoning test, the base model reasoned in the correct target language only 22 percent of the time... The model receives a reasoning language: system-prompt instruction and must both reason and answer in that target language, overriding its strong English prior... The evaluation is 50 test cases: 10 math/logic problems across 5 languages (EN/FR/DE/ES/IT)... Two metric...
On a 50-example multilingual reasoning test, the base model reasoned in the correct target language only 22 percent of the time... The model receives a reasoning language: system-prompt instruction and must both reason and answer in that target language, overriding its strong English prior... The evaluation is 50 test cases: 10 math/logic problems across 5 languages (EN/FR/DE/ES/IT)... Two metric...
Introducing Amazon ECS Gateway: A fully-managed ingress solution for ECS services
TutoSartup excerpt from this article:
Platform teams create and configure a gateway, defining organizational networking standards including subnets, security groups, TLS certificates, listener settings, and WAF web ACLs, in a single place... They then associate the gateway with one or more ECS clusters, making it available to services running on those clusters... Application teams opt their services in by adding a gateway connecto...
Platform teams create and configure a gateway, defining organizational networking standards including subnets, security groups, TLS certificates, listener settings, and WAF web ACLs, in a single place... They then associate the gateway with one or more ECS clusters, making it available to services running on those clusters... Application teams opt their services in by adding a gateway connecto...
Energy Stocks Lead This Year, But Tech Still Drives the S&P 500
TutoSartup excerpt from this article:
The US stock market is on track for a fourth consecutive year of double-digit gains, but the sector leading the performance race is not necessarily driving the market... Yet tech remains the primary force behind the S&P 500’s advance because it carries a much larger weight than energy in the market-cap-weighted index...The market, in other words, is still heavily dependent on technology, a...
The US stock market is on track for a fourth consecutive year of double-digit gains, but the sector leading the performance race is not necessarily driving the market... Yet tech remains the primary force behind the S&P 500’s advance because it carries a much larger weight than energy in the market-cap-weighted index...The market, in other words, is still heavily dependent on technology, a...