InfoQ Homepage News
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Taking the Technical Leadership Path
Technical leaders face challenges beyond individual contributor work: aligning with business on investments, managing systemic aspects, mentoring, and keeping up with a changing codebase. We need technical alignment—shared codestyle, implementation patterns, and standards—to avoid accidental complexity. Leadership grows through practicing skills, improving team issues, and acting as a role model.
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AWS Hikes EC2 Capacity Block Rates by 15% in Uniform ML Pricing Adjustment
AWS has raised EC2 Capacity Block prices for ML by 15% across all regions, impacting GPU-based workloads. The uniform price hikes affect top-tier instances powered by NVIDIA GPUs, underscoring supply chain pressures and inflation. With limited alternatives, organizations face higher costs, emphasizing the need for effective workload optimization and cost management strategies.
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Mistral Releases OCR 3 With Improved Accuracy on Handwritten and Structured Documents
Mistral has released Mistral OCR 3, the latest version of its optical character recognition model, focused on higher accuracy across a wide range of document types, including handwritten notes, forms, low-quality scans, and complex tables.
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Django Releases Version 6.0 with Built-In Background Tasks and Native CSP Support
Django 6.0 has arrived, offering developers cutting-edge features like a built-in tasks framework, enhanced security with Content Security Policy, and template partials for modular design. This release supports Python 3.12 to 3.14, streamlining web app development while promoting clean, rapid design. Join the excitement as Django modernizes the landscape of web application development!
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How Agoda Unified Multiple Data Pipelines Into a Single Source of Truth
Agoda recently described how it consolidated multiple independent data pipelines into a centralized Apache Spark-based platform to eliminate inconsistencies in financial data. The company implemented a multi-layered quality framework that combines automated validations, machine-learning-based anomaly detection, and data contracts, while processing millions of daily booking transactions.
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AI-Powered Code Editor Cursor Introduces Dynamic Context Discovery to Improve Token-Efficiency
Cursor introduced a new approach to minimize the context size of requests sent to large language models. Called dynamic context discovery, this method moves away from including large amounts of static context upfront, allowing the agent to dynamically retrieve only the information it needs. This reduces token usage and limits the inclusion of potentially confusing or irrelevant details.
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Vercel Open-Sources Bash Tool for Context Retrieval Using Local Filesystems
Vercel has open-sourced bash-tool that provides a Bash execution engine for AI agents, enabling them to run filesystem-based commands to retrieve context for model prompts.
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QCon London 2026: Practitioner-Led Tracks on Connectivity & Production AI Engineering
QCon London 2026 returns March 16–19 with 15 tracks for senior leads. Key sessions cover system integration via MCP, AI engineering, and debugging distributed systems. Explore modern security, Staff+ insights, and performance optimization with peer-led and practical discussions.
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Solving Fragmented Mobile Analytics: Uber’s Platform-Led Approach
Uber Engineering outlines its platform-led mobile analytics redesign, standardizing event instrumentation across iOS and Android to improve cross-platform consistency, reduce engineering effort, and provide reliable insights for product and data teams.
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LangGrant Unveils LEDGE MCP Server to Enable Agentic AI on Enterprise Databases
LangGrant has launched the LEDGE MCP Server, a new enterprise platform designed to let large language models reason across complex database environments without directly accessing or exposing underlying data.
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Google Introduces Conductor, a Context-Driven Development Extension for Gemini CLI
Google has released Conductor, a new preview extension for Gemini CLI that introduces a structured, context-driven approach to AI-assisted software development. The extension is designed to address a common limitation of chat-based coding tools: the loss of project context across sessions.
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Microsoft Share Update on TypeScript 7
Microsoft's TypeScript 7, codenamed Project Corsa, transforms the compiler with a complete rewrite in Go, achieving up to 10x faster builds and reduced memory usage. With strict mode enabled by default, this update enhances type safety while maintaining compatibility. Developers are excited about the performance gains and improved efficiency for large codebases.
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AWS CloudWatch Evolves into Unified Observability Platform with Apache Iceberg Support
AWS has expanded Amazon CloudWatch to unify log management across operational and security use cases. By integrating native OCSF normalization and Apache Iceberg-compatible storage via S3 Tables, the update aims to eliminate data silos and enable Zero-ETL analytics across multiple AWS accounts and regions.
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Google Releases Gemma Scope 2 to Deepen Understanding of LLM Behavior
Gemma Scope 2 is a suite of tools designed to interpret the behavior of Gemini 3 models, enabling researchers to analyze emergent model behaviors, audit and debug AI agents, and devise mitigation strategies against security issues like jailbreaks, hallucinations and sycophancy.
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Cloudflare Scales Infrastructure as Code with Shift-Left Security Practices
Cloudflare has eliminated manual configuration errors across hundreds of production accounts by implementing Infrastructure as Code with automated policy enforcement, processing approximately 30 merge requests daily while catching security violations before deployment rather than after incidents occur.