Sophia Bennett

If generating code is a commodity, then what is built, and how is the most critical question to answer.

This is the goal of Shotgun - to help you turn technical research and spec generation into context for software engineers, AI code-gen tools like Codex, Cursor, Claude Code, with complete codebase understanding, and agents doing the heavy lifting.

Shotgun produces clean, reusable artifacts and exports to the agents.md ecosystem to help you get the most out of code-gen tools and Agents.

New release highlights:

This came to my mind when I read about how the creation of Sora has raised concerns that it could be an AI equivalent of TikTok (critics warning it could fall into the same addictive patterns as other social platforms).

And after several messages with some people, I also noticed how I wasted a lot of time on my desktop instead of doing something productive or learning.

Every developer who s tried to scale AI knows this pain:

• Agents crash randomly

• Logs are scattered everywhere

• Retries spin forever

• Cloud bills explode

You end up firefighting instead of building.