> Qwen 3.8 27b is the supervisor
>
> Qwen 3.5 4b are the 6-15 minions it controls
>
> Gemma 4 e4b is the validator for the supervisor.
> Qwen 3.8 27b is the supervisor
>
> Qwen 3.5 4b are the 6-15 minions it controls
>
> Gemma 4 e4b is the validator for the supervisor.
- Cold starts impact, context length issues, task lifecycle management
- Inefficiencies in delegation, necessitating workflow patterns for small projects (big AIs hide this problem until you scale and they hit the same issues).
- Limits of the AI would be harder to find or notice (e.g. where time - and cost - is being spent needlessly).
Some people are resource constrained.