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What Do You Do When AI Coding Assistants Go to Far?
2+ day, 2+ hour ago (1399+ words) Coding assistants are evolving beyond autocomplete. Here's how coding agents are changing software development and why human judgment still matters. A few months ago, I saw something that made me rethink what coding assistants are actually capable of. A teammate…...
A Field Guide to AI Agent Frameworks
3+ day, 5+ hour ago (731+ words) This piece covers the managed AI teammate apps, the open-source runtimes you host yourself, and the developer frameworks you write code. Before the table, it helps to sort these into buckets, because comparing CrewAI to Grok Bot is like comparing…...
What Changed in Excel and Why It Matters for Java Apps
4+ day, 5+ hour ago (1091+ words) Modern Excel formulas change how spreadsheets work. See what Java developers need to know when choosing a spreadsheet library. In a previous article, Working with Spreadsheets in Java: A Practical Overview, we walked through the common scenarios where Java applications…...
Cutting Telemetry Volume Is Not the Same as Cutting Noise
4+ day, 21+ hour ago (1459+ words) A volume target removes bytes, not noise. Once easy cuts run out, you pay in answers you won't have. Govern the questions your team asks, not bytes per day. Almost every conversation about observability budgets I have been in ultimately…...
Why AI Hallucinations Are a Quality Engineering Problem
5+ day, 2+ hour ago (1117+ words) Most enterprise QA teams aren't equipped to detect AI hallucinations. Here's the testing framework they need with code examples and real-world scenarios. The first time most teams encounter a hallucination in production, they treat it like a bug. They investigate…...
Dynamic Tool Selection: A Portable Pattern for Agents Drowning in Tool Schemas
6+ day, 51+ min 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…...
Building an AI Incident Response Runbook
6+ day, 3+ hour ago (353+ words) AI incidents don't follow the security playbook: no CVE, no patch, and evidence that vanishes in minutes unless you've planned ahead. Every mature engineering team has a Security Incident Response Plan, refined over years of postmortems. But when the incident…...
Prompting AI for Analytics
1+ week, 2+ 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…...
How I Run Two AI Coding Agents on One Codebase
1+ week, 3+ day ago (204+ words) Isolated worktrees, explicit ownership boundaries, and automated validation enable multiple AI coding agents to develop safely in parallel. Parallel coding agents create a concurrency problem before they create a productivity gain. Two autonomous processes that edit the same checkout can…...
Node.js Microservices Architecture: A Complete Guide
1+ week, 4+ day ago (1050+ words) This guide walks you through the core architecture components and design patterns needed to build scalable microservices with Node.js and explains when to use each. Most teams don't decide to build microservices. They get pushed into it. One app…...