คำสำคัญ: "PEFT fine-tuning strategy"

Building Sovereign Moats with Telemetry and PEFT

Explores how Level 3 operational telemetry unlocks multiple synergistic upgrade paths. Combines active context harnesses to defeat context rot with specialized Level 4 PEFT adapters and Level 4.5 loops under predictable cost envelopes.