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In reply to @SpringStreetNYC · May 29, 2026I'm unironically on a quest to figure out how to get local Apple's Foundation Models to respond at the quality of recent Sonnet across five rubriks that I care for.
Okay! Adding a domain-specific LoRA adapter moved the needle the most.
I bootstrapped an autoresearch loop that initially went through a bunch of experiments that tested a bunch of prompt/sequence/selection/critique and reflexion combos. Those didn't really result in much lift.
PS: If you haven't seen this yet, Apple provides the "Foundation Models Adapter Training Toolkit" over at




Apple DeveloperFoundation Models adapter training - Apple Intelligence - Apple Developer↗ developer.apple.com