InfoQ Homepage Development Content on InfoQ
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New Token-Oriented Object Notation (TOON) Hopes to Cut LLM Costs by Reducing Token Consumption
The recently released Token-Oriented Object Notation (TOON) aims to be a schema-aware alternative to JSON that significantly reduces token consumption at a similar level of accuracy. While the existence and importance of token saved depend on the data shape, some benchmarks show TOON may use in some cases 40% fewer tokens than JSON, possibly resulting in LLM and inference cost savings.
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Cloudflare Global Outage Traced to Internal Database Change
Cloudflare’s recent global outage, linked to a database update, caused widespread disruption and highlighted the risks of single-vendor reliance. While service was restored, the incident sparked discussions on the importance of multi-vendor strategies in tech. Cloudflare's CEO vowed to enhance system resilience, emphasizing that outages can impact even the largest providers.
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Valkey 9.0 Introduces Multi-Database Clustering, Atomic Slot Migration, and Major Performance Gains
The Linux Foundation has announced the general availability of Valkey 9.0, the open-source in-memory storage solution developed as a successor to Redis. The latest major version introduces atomic slot migrations, hash field expiration, and full support for numbered databases in cluster mode, enabling scaling to 2,000 nodes and achieving over 1 billion requests per second.
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QConSF 2025: Humans in the Loop: Engineering Leadership in a Chaotic Industry
At QCon SF 2025, Michelle Brush of Google explored the evolving landscape of software engineering in her keynote “Humans in the Loop: Engineering Leadership in a Chaotic Industry.” She highlighted the complexities engineers face amid automation and AI, stressing the importance of conscious competence, higher-level problem-solving, and effective leadership in navigating today's challenges.
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Airbnb Adds Adaptive Traffic Control to Manage Key Value Store Spikes
Airbnb upgraded Mussel, its multi-tenant key-value store, replacing static per-client rate limits with an adaptive, resource-aware traffic control system. The redesign ensures resilience during traffic spikes, protects critical workflows, and maintains fair usage across thousands of tenants while scaling efficiently.
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AnalogJS 2.0: Angular Full Stack Framework Introduces Content Resources & Leaner Builds
AnalogJS 2.0 has launched, enhancing Angular development with new content management features, optimized builds, and upgraded tooling. This full-stack meta-framework simplifies handling content as reactive resources while reducing bundle sizes and installation footprints. Embrace seamless migration for a modern, efficient web experience tailored for content-rich applications.
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Uno Platform 6.4 and Uno Platform Studio 2.0: .NET 10, VS2026 and Agentic AI
The Uno Platform team has simultaneously rolled out two significant updates: version 6.4 of the platform framework and version 2.0 of its premium tooling, Uno Platform Studio. Released on November 11th, 2025, these updates bring official support for .NET 10 and Visual Studio 2026, along with a new era of AI‑assisted, ‘agentic’ development features.
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Netflix Tackles Data Deletion at Scale with Centralized Platform Architecture
Netflix engineers presented their architecture for a centralized data-deletion platform at QCon San Francisco, addressing a critical yet rarely discussed system design challenge. The platform manages deletion across heterogeneous data stores while balancing durability, availability, and correctness, processing 76.8 billion row deletions across 1,300 datasets with zero data loss incidents.
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Spring Framework 7 and Spring Boot 4 Deliver API Versioning, Resilience, and Null-Safe Annotations
Broadcom released Spring Framework 7.0 and Spring Boot 4.0, introducing first-class REST API versioning, JSpecify annotations for standardized null safety across the Spring portfolio, built-in resilience features such as retry and concurrency throttling, Jackson 3 for JSON processing, and modular autoconfiguration. The baselines are JDK 17 (while embracing JDK 25), Jakarta EE 11, and Kotlin 2.2.
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After Seven Years, Google Reinvents Android Navigation with Jetpack Navigation 3
Google has released the new Jetpack Navigation 3 library, which redesigns from the ground up notification handling in Android apps. The new library gives full control on the back stack and integrates seamlessly with Jetpack Compose's state management.
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QConSF 2025 - Developing Claude Code at Anthropic at AI Speed
At QCon San Francisco 2025, Adam Wolff showcased Claude Code at Anthropic, where AI powers 90% of production code. With a focus on speed over planning, Claude Code's design evolved through experimentation, addressing challenges like Unicode issues and shell command bottlenecks. Discover successful iterations and lessons learned in real-time software development.
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Google Announces Gemini 3
Google's Gemini 3, unveiled on November 18, 2025, sets a new standard for multimodal AI, integrating seamlessly across platforms like Search and Vertex AI. With capabilities for text, code, and rich media, it empowers both consumer and enterprise applications. Gemini 3 Pro and its advanced Deep Think mode enhance reasoning and task execution, revolutionizing workflows and analytics.
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AWS Lambda Rust Support Reaches General Availability
AWS has elevated Rust support in Lambda from experimental to generally available, empowering developers to create high-performance, memory-safe serverless applications. This milestone enhances developer confidence, backed by AWS support and SLA. While it offers speed comparable to C++, challenges such as lengthy SDK compile times and increased binary sizes remain key considerations.
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Enhancing Reliability Using Service-Level Prioritized Load Shedding: Netflix at QCon SF 2025
At QCon San Francisco, Netflix engineers unveiled their advanced Service-Level-Prioritized Load-Shedding strategy, enhancing reliability during traffic spikes. By prioritizing high-value requests and automating management across microservices, they safeguard user experience and system stability. Key insights stress prioritization, automation, and structured load shedding for optimal resilience.
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Parting the Clouds: the Rise of Disaggregated Systems by Murat Demirbas at QCon SF 2025
Cloud computing is evolving through disaggregation, addressing inefficiencies of traditional architectures by decoupling compute and storage. This shift enhances scalability, fault isolation, and operational simplicity, driven by advancements in networking. As seen in cloud databases such as Amazon Aurora, embracing these principles enables true economic optimization and innovative design.