InfoQ - AI, ML & Data Engineering

Presentation: Platform Teams Enabling AI - MCP/Multi-Agentic Tools Across Linkedin

Karthik Ramgopal, Prince Valluri — Fri, 05 Jun 2026 12:23:00 GMT

LinkedIn’s Karthik Ramgopal and Prince Valluri discuss leveraging AI as a new execution model for large-scale engineering. They explain how to move beyond fragmented implementations by building platform abstractions for orchestration, structured context, and safe tooling like MCP. They share architectural insights from real-world coding, observation, and UI testing agents built at LinkedIn.

By Karthik Ramgopal, Prince Valluri

Dropbox Introduces Nova, an Internal Platform for Running AI Coding Agents at Scale

Craig Risi — Fri, 05 Jun 2026 12:00:00 GMT

Dropbox has unveiled Nova, an internal platform designed to orchestrate and operationalize AI coding agents across the company's engineering workflows.

By Craig Risi

Article Series: Securing the AI Stack: From Model to Production

Claudio Masolo — Fri, 05 Jun 2026 09:00:00 GMT

This series provides your roadmap for the machine age, exploring how to move from vulnerable prototypes to resilient systems through layered defense, robust MLOps, and integrated governance.

By Claudio Masolo

Google LiteRT-LM Speeds Up Local Inference Up to 2.2x With Gemma 4 Multi-Token Prediction

Sergio De Simone — Fri, 05 Jun 2026 09:00:00 GMT

LiteRT-LM brings native support for Gemma 4 Multi-Token Prediction (MTP) drafters, enabling up to 2.2x faster inference. The framework is expanding beyond Kotlin and C++ adding support for new Swift and a JavaScript APIs.

By Sergio De Simone

Presentation: Choosing Your AI Copilot: Maximizing Developer Productivity

Sepehr Khosravi — Wed, 03 Jun 2026 11:05:00 GMT

Sepehr Khosravi discusses the evolution of developer productivity tools. Evaluating the strengths of tools like Cursor and Claude Code, he explains actionable techniques for senior engineers - including context engineering, custom rules, and Model Context Protocol (MCP) integrations. He shares real-world benchmarks and strategic frameworks for balancing AI adoption with clean code quality.

By Sepehr Khosravi

Article: Two Misconfigurations That Caused Spark OOM Failures on Kubernetes

Pranav Bhasker — Wed, 03 Jun 2026 09:00:00 GMT

After migrating Spark pipelines to Azure Kubernetes Service, two infrastructure settings interacted destructively: spark.kubernetes.local.dirs.tmpfs=true backed shuffle spill with RAM instead of disk, and a hard podAffinity rule forced all executors onto one node. Together, they caused repeated OOM kills invisible to standard diagnostics.

By Pranav Bhasker

Article: Why Vector Search Alone Isn't Enough: Hybrid Retrieval for RAG

Aaditya Chauhan — Tue, 02 Jun 2026 09:00:00 GMT

In this article, author Aaditya Chauhan discusses the limitations of RAG pipelines based purely on vector search and how an internal omni-search application using Reciprocal Rank Fusion (RRF) that combines BM25 and vector results, can enhance the search solution.

By Aaditya Chauhan

Claude Code Adds Dynamic Workflows for Parallel Agent Coordination

Robert Krzaczyński — Mon, 01 Jun 2026 16:55:00 GMT

Anthropic introduced Dynamic Workflows, a new capability for Claude Code designed to handle complex software engineering tasks by coordinating large numbers of AI agents within a single workflow. The feature allows Claude to dynamically create orchestration scripts, break work into subtasks, run them in parallel, and validate results before presenting a final answer.

By Robert Krzaczyński

BadHost Vulnerability Exposes AI Agents, Evaluators, and LLM Gateways

Sergio De Simone — Mon, 01 Jun 2026 14:00:00 GMT

BadHost is a high-severity authentication bypass vulnerability in the widely used Python web framework Starlette, with 325 million weekly downloads. The flaw allows attackers to use malformed HTTP Host headers to bypass path-based access controls and access sensitive AI agent infrastructure, among other systems.

By Sergio De Simone

Article: The AI Productivity Paradox in Test Automation: Moving Beyond Structural Validation to Perception and Intent

Amanul Chowdhury, Vinay Gummadavelli — Mon, 01 Jun 2026 11:00:00 GMT

The AI productivity paradox states that AI scales whatever abstraction it is built on. If that abstraction is structurally brittle, it scales structural brittleness. This article shows how, to build a future of reliable, AI-driven test automation, we must stop scaling DOM-centric abstractions and build a new testing paradigm grounded in perception and intent.

By Amanul Chowdhury, Vinay Gummadavelli

DuckDB Quack: Client/Server Protocol over HTTP for Multi-User Analytics

Renato Losio — Sun, 31 May 2026 11:17:00 GMT

DuckDB has recently announced Quack, a new remote protocol over HTTP that lets multiple DuckDB instances connect to and work with the same database over a network. The protocol introduces client-server capabilities to a database that was previously mostly local and embedded.

By Renato Losio

Arm Open-Sources Metis, an AI Security Framework Outperforming Traditional SAST Tools

Sergio De Simone — Sat, 30 May 2026 19:00:00 GMT

Arm has open-sourced Metis, an agentic AI security framework designed to autonomously uncover complex software vulnerabilities. Unlike traditional pattern-based tools, Metis applies semantic reasoning to analyze cross-component dependencies and provides clear, natural language explanations for its findings.

By Sergio De Simone

How Meta Rebuilt Data Ingestion for Petabyte-Scale Reliability

Renato Losio — Sat, 30 May 2026 06:01:00 GMT

The engineering team at Meta recently outlined how the company migrated a data ingestion platform that transfers several petabytes of MySQL social graph data daily to improve reliability and operational efficiency. The team used techniques like reverse shadowing and continuous checksum monitoring to ensure zero downtime during the transition.

By Renato Losio

AI-Assisted Migration Tool Helps Teams Move from ingress-nginx to Higress in Minutes

Craig Risi — Fri, 29 May 2026 12:00:00 GMT

The Cloud Native Computing Foundation has highlighted a new AI-assisted migration approach that enabled engineers to migrate 60 ingress-nginx resources to Higress in roughly 30 minutes, demonstrating how artificial intelligence is increasingly being applied to modernize Kubernetes networking and gateway infrastructure.

By Craig Risi

Presentation: Building Evals for AI Adoption: from Principles to Practice

Mallika Rao — Fri, 29 May 2026 12:00:00 GMT

Mallika Rao discusses the hidden risk of evaluation debt in production AI systems, drawing on her experience at Twitter, Walmart, and Netflix. She explains why traditional metrics fail modern architectures, breaks down a five-layer evaluation stack spanning infrastructure and UX, and shares a diagnostic maturity model to help engineering leaders eliminate silent semantic failures.

By Mallika Rao