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ExternalAI
AWS Machine Learning Blog

Custom reward functions for multi-turn reinforcement learning with Amazon Nova Forge

In multi-turn reinforcement learning, your custom reward function decides what the model actually learns. This post shows how to design a composite multi-turn reward for Amazon Nova Forge, execute model-generated code safely inside it, and instrument each component to catch the pitfalls that quietly collapse a reward.

Amazon NovaAmazon SageMaker HyperPodExpert (400)
AWS Machine Learning BlogRead original
ExternalSoftware Engineering
DZone

AI-Powered API Development With Spring AI

Artificial intelligence has rapidly become a core capability in modern software development. For Java developers, integrating these capabilities into existing enterprise applications no longer requires learning entirely new frameworks or interacting directly with complex AI APIs. Spring AI bridges this gap by providing a familiar Spring programming model for working with large language models (LLMs) from providers such as OpenAI, Google Gemini, and others. In this article, we will build a simple

DZoneRead original
ExternalSoftware Engineering
GitHub Blog

How to bring your software delivery workflow into GitHub with agent apps

See how four GitHub agent apps can help you scope, secure, roll out, and ship a feature across the SDLC–all without leaving GitHub. The post How to bring your software delivery workflow into GitHub with agent apps appeared first on The GitHub Blog.

AI & MLGitHub CopilotAgent Apps
GitHub BlogRead original
ExternalFrontend Development
Vercel Blog

Encrypted Client Hello (ECH) is now supported on Vercel CDN

Vercel CDN now supports Encrypted Client Hello (ECH) for domains managed by Vercel DNS. ECH encrypts the Server Name Indication (SNI) in the TLS handshake, the last part of an HTTPS connection that revealed which hostname a client was connecting to. With ECH, network observers see a connection to Vercel's shared ECH hostname, .vercel-ech.com ECH is managed at the platform level and enables automatically where supported. Recent versions of Chrome, Edge, and Firefox .support Encrypted Client Hello

Vercel BlogRead original

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