Intended use
What ControlSift is for, and what it isn't for.
Intended
- Research Whether QLoRA improves small-LM evidence-quality classification on a controlled benchmark.
- Education / portfolio Experimental design, PEFT, evaluation, and AI assurance artifacts.
- Method comparison Majority, TF-IDF, zero-shot, few-shot, and QLoRA under one protocol.
Not intended
- Production audit decisions Human judgment remains authoritative for real control evidence.
- Compliance certification No regulatory or attestation use.
- Live evidence ingestion No document upload, OCR, or RAG product in v1.