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Add autoresearch-swift to Notable forks#401

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kiki830621 wants to merge 1 commit intokarpathy:masterfrom
PsychQuant:add-swift-fork
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Add autoresearch-swift to Notable forks#401
kiki830621 wants to merge 1 commit intokarpathy:masterfrom
PsychQuant:add-swift-fork

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Adds PsychQuant/autoresearch-swift to the Notable forks section.

What it is: Native Swift + MLX-Swift implementation for Apple Silicon. Zero Python at runtime. Includes Muon + AdamW optimizer (first MLX implementation with Muon).

Benchmark on M4 Max 128GB (same 5-min budget, depth=4):

Swift Python MLX
val_bpb 1.406 1.863
tok/sec 54,051 ~50,000
Startup 0.1s 1.4s

Same program.md agent loop workflow, same results.tsv format.

Agolid pushed a commit to Agolid/autoresearch that referenced this pull request Mar 27, 2026
- Native Swift + MLX-Swift implementation for Apple Silicon
- Zero Python at runtime, includes Muon + AdamW optimizer
- ~50K tok/sec on M4 Max, val_bpb 1.406 (depth=4)

Fixes karpathy#401
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