awq-quantization
Activation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss. Use when deploying large models (7B-70B) on limited GPU memory, when you need faster inference than GPTQ with better accuracy preservation, or for instruction-tuned and multimodal models. MLSys 2024 Best Paper Award winner.
bls-oews-api
Query the BLS Occupational Employment and Wage Statistics (OEWS) API for market wage data by occupation, geography, and industry. Trigger for any mention of BLS, Bureau of Labor Statistics, OEWS, OES, occupational wages, market wages, salary data, wage percentiles, median wage, mean wage, labor market rates, SOC codes, or geographic wage differentials. Also trigger when the user needs to compare wages across metro areas, benchmark contractor labor rates against market data, support IGCE development with market wage research, or validate price proposals against BLS data. Complements the GSA CALC+ skill (ceiling rates from awarded contracts) by providing independent market wage data from employer surveys. Together they form a complete pricing toolkit - BLS OEWS for what the market pays, CALC+ for what GSA contractors charge.