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News
Why Your CI/CD Tools Are the New Cyber Battlefield
4+ day, 1+ 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…...
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...
Prompting AI for Analytics
1+ week, 1+ day ago (501+ words) A practical blueprint for cutting AI token costs in analytics — clean up the question before it reaches the model, then learn from what worked. The answer was right. The question cost four times what it needed to. The usual fix…...
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…...
Dynamic Tool Selection: A Portable Pattern for Agents Drowning in Tool Schemas
5+ day, 23+ 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…...
Portable Intelligence Architecture
1+ week, 3+ day ago (1266+ words) As AI inference moves closer to live context, the hard problem shifts from model quality to runtime design. Portable Intelligence Architecture solves this. For two decades, we focused on moving data to the intelligence. Now, we’re seeing a massive shift:…...
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, 5+ hour ago (1579+ words) kernel-level I/O scheduling rather than by the database software itself. Once the root cause is identified, the...
Building a SQL Diagnostic Tool Without Database Access
1+ week, 6+ day ago (947+ words) Learn how I built an open-source SQL query analyzer that generates dialect-correct index recommendations across multiple dialects. Most developers I've worked with write SQL every day. Very few of them are DBAs. According to the 2024 Stack Overflow Developer Survey — 65,000 developers…...