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News
Why Your CI/CD Tools Are the New Cyber Battlefield
4+ day, 4+ hour ago (800+ words) Fifteen years in, and the conversation I have most often with security leads still starts the same way: how's your perimeter, how's your endpoint coverage, how's your SOC staffed? Almost nobody opens with "how's your pipeline." That's the gap I…...
Test Automation for Regulated Surgical Software
1+ week, 4+ day ago (783+ words) audit trails by hand. Here's how regulated software teams can make traceability a byproduct of automation, not a separate deliverable. In most software, a red test is a bug. On the systems I work on,...trail stops being trustworthy, and…...
MCP for Enterprise Tasks
1+ week, 2+ day ago (1155+ words) clients via MCP are a new human interface to old software. They are an appealing choice: they use native...
How Performance Engineers Fix Hidden System Bottlenecks
6+ day, 8+ hour ago (1579+ words) kernel-level I/O scheduling rather than by the database software itself. Once the root cause is identified, the...under pressure. And it sits somewhere between development, systems administration, and deep system analysis....
Why AI Projects Stall Between Concept and Production
2+ week, 2+ day ago (1262+ words) Many AI projects succeed as prototypes but fail in production due to data, integration, governance, monitoring, and other challenges. Let's find out more. Then the project slows down. The model is not the only reason. In many cases, the model…...
Turning AI Prompting into an Engineering Practice
1+ week, 4+ day ago (1563+ words) consistent, secure, high-quality outcomes. AI-assisted software engineering is becoming part of software development on a daily basis. AI tools are used now for...
What It Actually Means to Be an AI-Native Data Engineer
1+ week, 5+ day ago (1125+ words) The role isn't disappearing. But if you're still doing the same job you were doing two years ago, you're already behind. At some point in the last year, every data engineer had the same experience. You opened a copilot tool,…...
Exploration vs. Exploitation
6+ day, 7+ hour ago (801+ words) Learn how engineering teams can balance exploration and exploitation to drive innovation while building reliable, scalable, and maintainable systems. Modern organizations operate under a persistent tension: they must both discover the future and deliver the present. These two modes of…...
Dynamic Tool Selection: A Portable Pattern for Agents Drowning in Tool Schemas
6+ day, 2+ hour ago (696+ words) Past ~20-30 tools, sending every schema every turn hurts cost and accuracy. A lexical scorer plus a registry-search hatch fixes most of it — no embeddings needed. I stumbled onto this pattern while building agents with Deep Agents, watching a tool registry…...
The Reasoning Control Plane
2+ week, 2+ day ago (1279+ words) Multi-agent systems lack a governance layer for reasoning. The Reasoning Control Plane addresses this with shared context, A2A access controls, observability, guardrails. We have spent the last two years learning how to ground a single AI agent in enterprise data. That…...