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AI Tech & Automation Blog

Scaling LLM Post-Training at Netflix
Feb 14, 2026
13 min

Scaling LLM Post-Training at Netflix

Baolin Li , Lingyi Liu , Binh Tang , Shaojing Li Introduction Pre-training gives Large Language Models (LLMs) broad linguistic ability and general world knowled
AI meets HR: Transforming talent acquisition with Amazon Bedrock
Feb 13, 2026
34 min

AI meets HR: Transforming talent acquisition with Amazon Bedrock

Organizations face significant challenges in making their recruitment processes more efficient while maintaining fair hiring practices. By using AI to transform
Automating RDS Postgres to Aurora Postgres Migration
Feb 13, 2026
26 min

Automating RDS Postgres to Aurora Postgres Migration

Ram Srivasta Kannan, Wale Akintayo , Jay Bharadwaj , John Crimmins , Shengwei Wang, Zhitao Zhu Introduction In 2024, the Online Data Stores team at Netflix cond
Introducing PFCS Forward
Feb 13, 2026
13 min

Introducing PFCS Forward

Introducing PFCS Forward: Extending IL5/IL6 Authorization from Cloud to Edge Integrated systems that solve meaningful problems for commanders and their warfight
Build financial resilience with AI-powered tabletop exercises on Google Cloud
Feb 12, 2026
4 min

Build financial resilience with AI-powered tabletop exercises on Google Cloud

In the financial sector, resilience isn't optional. Recent cloud outages have shown us exactly how fast critical data can disappear. The risk is amplified by ma
NVIDIA Nemotron 3 Nano 30B MoE model is now available in Amazon SageMaker JumpStart
Feb 12, 2026
5 min

NVIDIA Nemotron 3 Nano 30B MoE model is now available in Amazon SageMaker JumpStart

Today we’re excited to announce that the NVIDIA Nemotron 3 Nano 30B model with 3B active parameters is now generally available in the Amazon SageMaker JumpStart
Gemini Enterprise Agent Ready (GEAR) program now available, a new path to building AI agents at scale
Feb 11, 2026
2 min

Gemini Enterprise Agent Ready (GEAR) program now available, a new path to building AI agents at scale

Today’s reality is agentic – software that can reason, plan, and act on your behalf to execute complex workflows. To meet this moment, we are excited to open th
How Amazon uses Amazon Nova models to automate operational readiness testing for new fulfillment centers
Feb 11, 2026
11 min

How Amazon uses Amazon Nova models to automate operational readiness testing for new fulfillment centers

Amazon is a global ecommerce and technology company that operates a vast network of fulfillment centers to store, process, and ship products to customers worldw
Automated Reasoning checks rewriting chatbot reference implementation
Feb 10, 2026
9 min

Automated Reasoning checks rewriting chatbot reference implementation

Today, we are publishing a new open source sample chatbot that shows how to use feedback from Automated Reasoning checks to iterate on the generated content, as
How we cut Vertex AI latency by 35% with GKE Inference Gateway
Feb 7, 2026
4 min

How we cut Vertex AI latency by 35% with GKE Inference Gateway

As generative AI moves from experimentation to production, platform engineers face a universal challenge for inference serving: you need low latency, high throu
Structured outputs on Amazon Bedrock: Schema-compliant AI responses
Feb 7, 2026
9 min

Structured outputs on Amazon Bedrock: Schema-compliant AI responses

Today, we’re announcing structured outputs on Amazon Bedrock —a capability that fundamentally transforms how you can obtain validated JSON responses from founda
Announcing Claude Opus 4.6 on Vertex AI
Feb 6, 2026
5 min

Announcing Claude Opus 4.6 on Vertex AI

At Google Cloud, we’re committed to providing customers with the leading selection of models to build and scale production-ready AI apps and agents on a platfor
How Associa transforms document classification with the GenAI IDP Accelerator and Amazon Bedrock
Feb 6, 2026
10 min

How Associa transforms document classification with the GenAI IDP Accelerator and Amazon Bedrock

This is a guest post co-written with David Meredith and Josh Zacharias from Associa. Associa, North America’s largest community management company, oversees app
Z Image Base Knows Things and Can Deliver
Feb 6, 2026
2 min

Z Image Base Knows Things and Can Deliver

Just a few samples from a lora trained using Z image base. First 4 pictures are generated using Z image turbo and the last 3 are using Z image base + 8 step dis
Claude Opus 4.6 System Prompt 2026: Full Breakdown, Prompt Engineering Guide and System Prompt Template
Feb 5, 2026
18 min

Claude Opus 4.6 System Prompt 2026: Full Breakdown, Prompt Engineering Guide and System Prompt Template

Complete Claude Opus 4.6 system prompt (February 2026), analysis and system prompt template. Deep analysis of guardrails, tone rules, safety limits, knowledge cutoff, and best prompting techniques for the most powerful Claude 4.5 family model.
Democratizing business intelligence: BGL’s journey with Claude Agent SDK and Amazon Bedrock AgentCore
Feb 4, 2026
16 min

Democratizing business intelligence: BGL’s journey with Claude Agent SDK and Amazon Bedrock AgentCore

This post is cowritten with James Luo from BGL. Data analysis is emerging as a high-impact use case for AI agents. According to Anthropic’s 2026 State of AI Age
Build intelligent employee onboarding with Gemini Enterprise
Feb 3, 2026
5 min

Build intelligent employee onboarding with Gemini Enterprise

Employee onboarding is rarely a linear process. It’s a complex web of dependencies that vary significantly based on an individual’s specific profile. For exampl
How Clarus Care uses Amazon Bedrock to deliver conversational contact center interactions
Feb 3, 2026
18 min

How Clarus Care uses Amazon Bedrock to deliver conversational contact center interactions

This post was cowritten by Rishi Srivastava and Scott Reynolds from Clarus Care. Many healthcare practices today struggle with managing high volumes of patient
End-of-January LTX-2 Drop: More Control, Faster Iteration
Jan 30, 2026
2 min

End-of-January LTX-2 Drop: More Control, Faster Iteration

We just shipped a new LTX-2 drop focused on one thing: making video generation easier to iterate on without killing VRAM, consistency, or sync. If you’ve been f

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