The twin trends of AI slop being churned out at tremendous rate and deployed in everything, plus frontier AIs becoming really good at exploiting many small security holes to pwn boxen, is going to collide in an amazing cyberstorm that was predicted by every cyberpunk novel from the 80s X-D and we are gonna have front row seats 8-D

This so much!

For my current setup, the most efficient way is to use larger models for coordination, but a heretic'ed qwen 30B model for the implementations. If you build your agentic environment around specifications and test coverage tied to symbols, you can do a lot of parallelization of agent work.

If you then separate the filesystem and tool read/write access by agent roles and policies (e.g. coder not allowed to modify unit tests, tester not allowed to modify code files) then you can force them to use a centralized per symbol/per contract specification tool.

And then you can just let agents discuss issues, where the messaging threads are also tied to the same symbols.

[1] Exocomp, highly experimental: https://github.com/cookiengineer/exocomp