In this issue, February 11, 2025 View it in your browser.

Hugging Face, Netflix Maestro, API Gateway Failure, Amazon EventBridge, Apple Side-Channel Issues, DeepSeek Security Risks, OpenEuroLLM, Quarkus Efficiency, Open Liberty, FinTech, Data Contracts

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Feature Flagging Anti-Patterns: Avoiding Pitfalls in Modern Software Delivery - Sponsored by Harness

Feature Flagging Anti-Patterns: Avoiding Pitfalls in Modern Software Delivery

Feature flags boost releases, experimentation, and continuous delivery — but misuse can add complexity and technical debt. Learn how to avoid common pitfalls, manage flag lifecycles, prevent "flag spaghetti," and use tools to audit and clean up flags effectively. Live Webinar, February 27th, 2025 — Save Your Seat.

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Apoorva Joshi on LLM Application Evaluation and Performance Improvements

In this podcast, Apoorva Joshi, senior AI developer advocate at MongoDB, discusses how to evaluate software applications that use the Large Language Models or LLMs and how to improve the performance of LLM based applications. (Podcast)

TOP AI, ML & Data Engineering NEWS HEADLINES

  1. OpenAI Launches Deep Research: Advancing AI-Assisted Investigation

  2. DeepSeek Open-Sources DeepSeek-R1 LLM with Performance Comparable to OpenAI's o1 Model

  3. Hugging Face Expands Serverless Inference Options with New Provider Integrations

  4. Block Launches Open-Source AI Framework Codename Goose

  5. OpenAI Introduces ChatGPT Gov for U.S. Government Agencies

Launching GenAI Productivity Tools: Insights and Lessons

In this article, based on a talk at QCon San Francisco 2024, author Mandy Gu shares some of the ways her company uses GenAI to enhance productivity and the lessons they learned along the way, including failed bets and features that were rolled back because of low user adoption. Most important, they learned to focus on building tools that were aligned with business goals. (Article)

Prompt Injection for Large Language Models

This article will cover two common attack vectors against large language models and tools based on them, prompt injection and prompt stealing. We will additionally introduce three approaches to make your LLM-based systems and tools less vulnerable to this kind of attacks and review their benefits and limitations, including fine-tuning, adversarial detectors, and system prompt hardening. (Article)

Efficient Incremental Processing with Netflix Maestro and Apache Iceberg

Jun He discusses how to use an IPS to build more reliable, efficient, and scalable data pipelines, unlocking new data processing patterns. (Presentation with transcript included)

Taking LLMs out of the Black Box: A Practical Guide to Human-in-the-Loop Distillation

Ines Montani discusses practical solutions for using the latest LLMs in real-world applications and explores how to distill knowledge into smaller and faster components. (Presentation with transcript included)

How Locking, Saturation and CDN Network Issues Brought down Canva

The Canva engineering team recently published their post-mortem on the outage they experienced last November, detailing the API Gateway failure and the lessons learned during the incident. (News)

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Principles and Patterns for Distributed Application Architecture (By O’Reilly) - Sponsored by Akka

Principles and Patterns for Distributed Application Architecture (By O’Reilly)

Learn to build scalable, resilient, cost-efficient systems for cloud, multi-cloud, and edge. This guide covers key principles, patterns, and best practices—elasticity, latency, failure recovery, consistency, and consensus—to design high-availability distributed applications. Download Now.

Amazon EventBridge Event Bus Cross-Account Event Delivery

AWS enhances Amazon EventBridge, enabling direct event delivery across accounts. This feature simplifies architecture, boosts security, and reduces latency, allowing seamless routing of events to AWS services like SQS and Lambda. Leverage fine-grained IAM control for streamlined event sourcing. Discover more about this transformative update on AWS documentation and GitHub. (News)

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Learn How Salesforce Builds Unbreakable Systems with Temporal - Sponsored by Temporal

Learn How Salesforce Builds Unbreakable Systems with Temporal

Discover how companies like Salesforce modernise and scale seamlessly. Gain the tools and insights to innovate without compromise. Join us at Temporal's Replay Conference in London March 3-5!

TOP Development NEWS HEADLINES

  1. Recent Generations of Apple CPUs Affected by New Side-Channel Vulnerabilities

  2. DeepSeek Database Leaking Sensitive Information Highlights AI Security Risks

  3. OpenEuroLLM: Europe’s New Initiative for Open-Source AI Development

Zero Waste, Radical Magic, and Italian Graft – Quarkus Efficiency Secrets

Holly Cummins discusses some of the technical underpinnings of Quarkus’s efficiency, providing advice for those using or considering Quarkus. (Presentation with transcript included)

TOP Java NEWS HEADLINES

  1. Debezium Joins the Commonhaus Foundation

Java News Roundup: Java Operator SDK 5.0, Open Liberty, Quarkus MCP, Vert.x, JBang, TornadoVM

This week's Java roundup for January 27th, 2025, features news highlighting: the GA release of Java Operator SDK 5.0; the January 2025 release of Open Liberty; an implementation of Model Context Protocol in Quarkus; the fourth milestone release of Vert.x 5.0; and point releases of JBang 0.123.0 and TornadoVM 1.0.10. (News)

TOP Architecture & Design NEWS HEADLINES

  1. InfoQ's New Certification Focuses on Practical Skills for Senior Developers and Architects

Unveiling the Tech Underpinning FinTech's Revolution

Wojtek Ptak, Andrzej Grzesik discuss how to avoid wasting time, problems of scaling architecture, imposing constraints and restrictions, and practical tips for increasing collaboration and ownership. (Presentation with transcript included)

How Data Contracts Support Collaboration between Data Teams

Data contracts define the interface between data providers and consumers, specifying things like data models, quality guarantees, and ownership. They are essential for distributed data ownership in data mesh, ensuring data is discoverable, interoperable, and governed. Data contracts improve communication between teams and enhance the reliability and quality of data products. (News)

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