Knowledge Base
Guides, comparisons and how-tos from the Upstash team.
How to Safely Run AI-Generated Code in a Code Sandbox: 7 Isolation Controls
LLMs are no longer just text generators. Today we have coding assistants, data analysts and chat apps that can write code on behalf of the user, which is executed immediately. This turns LLMs into a very powerful tool, but also introduces a new set of risks.
Ali Tarık ŞahinT3 Code vs herdr vs Conductor vs Cloudroom: Which Coding Agent App to Use
Developers are currently running many coding agents at the same time: one creating a new feature, one reviewing it, one fixing the tests. The speed of the coding agents makes us the slow part. When you use Claude Code or Codex, you can open a new terminal tab for each of the coding agents, then open up each of those tabs and check if they’re done, or even if they’re waiting on your approval.
Ali Tarık ŞahinOpenCode vs Pi vs Gemini CLI vs CrewAI vs Goose: 9 agent harnesses compared
OpenCode, Pi, Gemini CLI, Copilot CLI, Aider, Goose, Amp, Pydantic AI and CrewAI all promise the same thing: give a model a prompt and some tools, and it does the work. One-line summaries like "multi-provider coding agent", "git-aware code editor" or "type-safe agent framework" make them look like nine ways to do the same job. They behave very differently.
Ali Tarık Şahin