as we get it

Building tools for spec-driven ML development.
① LLM → LightGBM distillation loop
② Prior art investigation for SDD workflows

[as we get it @aswe_dev]

I spent hours designing something that already had a name and 10 years of papers.

That mistake became a framework.
7 questions. Hooks into SpecKit, Kiro, and Claude Code automatically.

https://t.co/pPtmdkcXh8

#SDD #OSS #tooling

[as we get it @aswe_dev]

LLMs are smart but expensive.
LightGBM is cheap but needs labeled data.
I built a loop to bridge the gap.

LLM → quality gate → LightGBM
One command. F1 0.967 with 10% label noise.
Mock LLM included, swap in one function.

https://t.co/GnJFPkCqfN
#LLM #MachineLearning #OSS