Archive: 2025/12
Energy Efficiency in Generative AI Training: Sparsity, Pruning, and Low-Rank Methods
Sparsity, pruning, and low-rank methods slash generative AI training energy by 40-80% without sacrificing accuracy. Learn how these techniques work, their real-world results, and why they're becoming mandatory for sustainable AI.
- Dec 17, 2025
- Collin Pace
- 3
- Permalink
Evaluation Protocols for Compressed Large Language Models: What Works, What Doesn’t, and How to Get It Right
Compressed LLMs can look perfect on perplexity scores but fail in real use. Learn the three evaluation pillars-size, speed, substance-and the benchmarks (LLM-KICK, EleutherAI) that actually catch silent failures before deployment.
- Dec 8, 2025
- Collin Pace
- 2
- Permalink