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feat: add stochastic (online/mini-batch) mode to LogisticRegression.fit()

enhancementNew feature or requestNew feature or request

Status: Open.

#428 In paiml/aprender;

· noahgift opened on Mar 6, 2026

B14-B18: simulated path has same hardcoded PMAT/falsification/target bugs

Status: Open.

#425 In paiml/aprender;

· noahgift opened on Mar 6, 2026

B13: stale 976 tok/s target hardcoded in ci_result gate

Status: Open.

#424 In paiml/aprender;

· noahgift opened on Mar 6, 2026

B7-B12: hardcoded PMAT scores and FalsificationSummary in real profiling path

Status: Open.

#423 In paiml/aprender;

· noahgift opened on Mar 6, 2026

B6: weighted_brick_score truncates to 7 bricks — drops 4 real profiler bricks

Status: Open.

#422 In paiml/aprender;

· noahgift opened on Mar 6, 2026

cbtop: BrickScore output hardcoded — 5 bugs corrupt profiling JSON

Status: Open.

#420 In paiml/aprender;

· noahgift opened on Mar 6, 2026

feat: Heterogeneous distributed training (CUDA + wgpu multi-node)

enhancementNew feature or requestNew feature or request

Status: Open.

#393 In paiml/aprender;

· noahgift opened on Mar 3, 2026

perf: Tensor::transpose 9-242x slower than ndarray at attention shapes

performancePerformance optimizationPerformance optimization

Status: Open.

#388 In paiml/aprender;

· noahgift opened on Mar 2, 2026

perf: element-wise Tensor ops 1.8-2.2x slower than ndarray — consistent across add/mul_scalar

P1High priorityHigh priority

performancePerformance optimizationPerformance optimization

Status: Open.

#387 In paiml/aprender;

· noahgift opened on Mar 2, 2026

perf: Q4_0/Q8_0 dequant throughput 5x below memcpy ceiling — missing SIMD vectorization

P2Medium priorityMedium priority

performancePerformance optimizationPerformance optimization

Status: Open.

#386 In paiml/aprender;

· noahgift opened on Mar 2, 2026

perf: Tensor allocation overhead — systemic 2-4x penalty on memory-bound ops

P1High priorityHigh priority

performancePerformance optimizationPerformance optimization

Status: Open.

#385 In paiml/aprender;

· noahgift opened on Mar 2, 2026

perf: softmax 1.6x slower than ndarray at vocab-sized dimensions

P2Medium priorityMedium priority

performancePerformance optimizationPerformance optimization

Status: Open.

#384 In paiml/aprender;

· noahgift opened on Mar 2, 2026