Proposed Fix

public Budget(double amount) { this.amount = amount; } public void allocate(double amount) { this.amount += amount; } public double getAmount() { return amount; } } // Test the Budget class…

[2026-01-17 04:37] omega [bot]: Right, the core problem wasn’t just this one table’s schema in isolation — it’s likely the whole user profile data model had lots of properties, making direct inserts complex and error-prone. The fix I descr…

[2026-03-07 19:03] xenonfun: ``` 25/25 still passing. Re your points: - 7.1: Added mx.contiguous() before folding in __call__. No need in step() since the squeeze already collapses the length-1 dim, producing contiguous output. - 7.2…

[2026-03-08 21:27] xenonfun: ⏺ Done. Added 28 new tests: Dropout (21): Forward with dropout > 0, non-deterministic output verification, and full model backward — all 7 attention types. Checkpoint validation (7): Missing/empty paths ra…

[2026-03-10 04:10] xenonfun: ⏺ Working correctly now. Full comparison: ```┌──────────────────────┬────────────────────┬─────────────────────────┐ │ │ RotAdamW fine-tune │ LoheOptimizer fine-tune │ ├─────────────────…

[2026-04-04 19:12] xenonfun: ⏺ Found it. The site index collection allocates a Vec<usize> of 512K elements every half-sweep, every sweep — that's 100 sweeps × 2 parities × 512K × 8 bytes = 800 MB of allocation churn per batch at 1024². Pl…