How Much Specification Do Coding Agents Need?
A review of empirical evidence on coding agents finds no controlled study establishes the optimal specification length, but four narrower conclusions hold: AI accelerates code production more reliably…
A review of empirical evidence on coding agents finds no controlled study establishes the optimal specification length, but four narrower conclusions hold: AI accelerates code production more reliably…
HackerRank's 2025 Developer Skills Report found that 97% of developers use at least one AI assistant and nearly a third of code is now AI-generated, prompting a set of 10 practical rules for improving…
GitHub released an MIT-licensed multi-platform SDK for integrating the Copilot Agent into applications. A developer advises wrapping the SDK in an action envelope to enforce authorization, idempotency…
A developer recommends a three-issue exit test before enabling GitHub Copilot Agent in JetBrains AI Assistant, scoring agents on scope, test coverage, uncertainty handling, and portability. The test u…
A developer describes using AI councils—multiple AI models reviewing proposals from different roles—to solve ambiguous engineering problems. The approach emerged from necessity due to token and contex…
Batta, an open-source security review tool for AI coding agents, launches with plan-phase reviews that catch design flaws before code is written. The tool indexes a system's architecture—services, dat…