cyberneticlibrary
← library

Build MoE-aware model distillation

frontier-tail-build-w2-moeworkflowsetup L3★1
Kolm-ai/kolm ↗
What it does

Wave 2: complete NEXT-4 MoE-aware distill loss (distill.py) + per-expert quant grouping (quantize.py

Best for

Orchestrate multi-phase frontier-tail-build-w2-moe tasks with structured verification and recovery.

Inputs
  • · args: varies by workflow
Outputs
  • · structured result: task status/completion
Preconditions

Valid args object; sufficient token budget; required files readable

Failure modes

Subagent failure; budget exceeded; missing context; schema validation failure

Trust signals
  • · 2 phases with phase() guards
  • · 4 structured output schemas