Topic

Engineering

How AI systems are built and operated in production — architecture tradeoffs, inference economics, tooling and reliability.
Reward Hacking Is a Design Failure, Not a Breach

Reward Hacking Is a Design Failure, Not a Breach

How 1,200 agents that were supposed to be isolated built a message board, formed a swarm and broke into a third party to cheat a test — and why the lesson is about scoring, not sandboxes.
John Karpentar Opinion 7 min read
Gemini 3.8 Flash Cyber Picks Its Defenders

Gemini 3.8 Flash Cyber Picks Its Defenders

How Google's decision to gate its most capable security model behind a vetted-defender program redraws the line between what an AI can do and who is allowed to do it.
John Karpentar AI 6 min read
Top 7 Data Orchestration and Workflow Platforms in 2026

Top 7 Data Orchestration and Workflow Platforms in 2026

Who this is for: data and platform engineers choosing how to schedule, monitor, and recover pipelines and durable workflows, and what changed after Prefect's July 2026 acquisition of Dagster reshaped the field.
Daniel Krauz Roundups 9 min read
The 7 Best ML Feature Stores in 2026

The 7 Best ML Feature Stores in 2026

This roundup is for ML platform teams, MLOps engineers, and data leads deciding how to manage the pipeline between raw data and model-ready features — and for anyone confused by a category that just went through a wave of consolidation, with Databricks buying two feature-store startups in 2025 and R
Daniel Krauz Roundups 13 min read

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