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Optimizing document AI and structured outputs by fine-tuning Amazon Nova Models and on-demand inference

Amazon rolled out fine-tuning and distillation forVision LLMslike Nova Lite viaBedrockandSageMaker. Translation: better doc parsing—think messy tax forms, receipts, invoices. Developers get two tuning paths:PEFTor full fine-tune. Then choose how to ship:on-demand inference (ODI)orProvisioned Through..

Optimizing document AI and structured outputs by fine-tuning Amazon Nova Models and on-demand inference
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Post-Training Generative Recommenders with Advantage-Weighted Supervised Finetuning

Generative recommender systems need more than just observed user behavior to make accurate recommendations. Introducing A-SFT algorithm improves alignment between pre-trained models and reward models for more effective post-training...

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A FinOps Guide to Comparing Containers and Serverless Functions for Compute

AWS dropped a new cost-performance playbook pittingAmazon ECSagainstAWS Lambda. It's not just a tech choice - it’s a workload strategy. Go containers when you’ve got steady traffic, high CPU or memory needs, or sticky app state. Go serverless for spiky, event-driven bursts that don’t need a long lea..

A FinOps Guide to Comparing Containers and Serverless Functions for Compute
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Jump Starting Quantum Computing on Azure

Microsoft just pulled off full-stack quantum teleportation withAzure Quantum, wiring up Qiskit and Quantinuum’s simulator in the process. Entanglement? Check. Hadamard and CNOT gates set the stage. Classical control logic wrangles the flow. Validation lands cleanly on the backend...

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How and Why Netflix Built a Real-Time Distributed Graph -  Ingesting and Processing Data Streams at Internet Scale

Netflix built a Real-Time Distributed Graph (RDG) to connect member interactions across different devices instantly. Using Apache Flink and Kafka, they process up to1 millionmessages per second for node and edge updates. Scaling Flink jobs individually reduced operational headaches and allowed for s..

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What is autonomous validation? The future of CI/CD in the AI era

CircleCI droppedautonomous validation, a smarter CI/CD that thinks on its feet. It scans your code, predicts breakage, runs only the tests that matter - and fixes the easy stuff on its own. If things get messy, it hands off full context so you’re not digging through logs. Bonus: it keeps learning fr..

What is autonomous validation? The future of CI/CD in the AI era
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FSF Talks GPL Compliance and AI Code at GNU Cauldron

The FSF's Licensing and Compliance Lab engaged with GNU toolchain maintainers at GNU Cauldron to discuss GPL compliance, AI-generated code, and attribution in containerized environments.

FSF Talks GPL Compliance and AI Code at GNU Cauldron
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Arkade’s New Off-Chain Protocol Promises Smoother Bitcoin Transactions

Arkade introduces a new protocol to enhance Bitcoin's global financial capabilities by enabling offchain payments and transaction batching, inviting developers to explore its public beta.

Arkade’s New Off-Chain Protocol Promises Smoother Bitcoin Transactions
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Anthropic Scales Up Google Cloud TPUs to Power Next-Gen AI Research

Google Kubernetes Engine (GKE)

Anthropic plans a major expansion of its Google Cloud TPU usage to enhance AI research and development, driven by increasing customer demand and valued at tens of billions of dollars.

Anthropic Scales Up Google Cloud TPUs to Power Next-Gen AI Research
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MinIO Pulls Docker Images and Documentation - Community Calls Move "Malicious" and "Lock-In Strategy"

MinIO

MinIO transitions to a source-only distribution model, ending pre-compiled Docker images, sparking community concerns over security and feature removal.

MinIO GitHub Issue
A Magento 2 quote extension allows customers to request a quote for products or services they're interested in purchasing. This extension can be particularly useful for businesses that offer custom or bulk orders, as it allows customers to request a personalized quote rather than paying a fixed price.

With a Magento 2 quote extension, customers can easily add products to their quote request, specify quantities, and provide any additional information or requirements. Once the quote request is submitted, the merchant receives a notification and can review and respond to the request with a custom price quote.

This extension can help businesses streamline their sales process, as it eliminates the need for customers to negotiate prices via phone or email. It can also improve customer satisfaction by providing a transparent and flexible pricing model that meets their specific needs and budget.

By enabling clients to instantly get a product quote, you may increase user interaction and gather quality leads. The premium capabilities of the extension enable you to show the 'Add to Quote' button on particular categories so that clients can see the price estimates of several products at once. Customers who inquire about prices may also leave comments. The 'Add to Quote' button's text and background color can be customized.

Limit the 'Add to Quote' button based on customer groups. Additionally, you may choose to approve and respond to the appropriate quote requests by viewing them all in a single control panel. You may keep the admin and customers properly updated about changes to the requests using email settings.

Overall, a Magento 2 quote extension can be a valuable addition to any e-commerce store, providing an efficient and user-friendly way for customers to request custom or bulk orders and for merchants to respond with personalized quotes.

Features
Basic Qualities
Simply and readily Request for Quote form: Manage requests and enable email notifications

Premium Options
Make a 'Add to Quote' button available for categories.
Add several items to a quote request.
The 'Add to Quote' button can be customized.
Limit Requests for Quotes by Customer Groups
The "Request for Quote" form's comments section Customers can access quote requests in their accounts.