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1. judge-audited-dpo judge-audited-dpo Public

   SFT + DPO on Qwen2.5-1.5B with a human-validated LLM-judge labeling pipeline, confidence-interval evaluation, and a controlled LR study. Implemented from scratch.

   Python

2. Triton-FlashAttention Triton-FlashAttention Public

   GQA/MQA-extended FlashAttention-2 in Triton, with a KV-cache decode kernel — built on a public tutorial baseline, hardened for correctness (4 bugs found/fixed), and benchmarked against PyTorch SDPA…

   Python

3. InferenceScaling-Qwen InferenceScaling-Qwen Public

   Investigating how inference-time compute influences reasoning performance in large language models through systematic scaling of self-consistency decoding.

   Python

4. TimeSeriesForecasting TimeSeriesForecasting Public

   A production-grade benchmark framework designed to stress-test deep time-series models (DLinear, Linear_v2) against zero-parameter baselines. It simulates live telemetry loops by streaming sequence…

   Python

5. ChannelRegeneration ChannelRegeneration Public

   Python

6. DepthPruning-vLLM DepthPruning-vLLM Public

   Deployment-aware transformer compression pipeline using structured depth pruning, knowledge distillation, and vLLM serving. Benchmarks analyze latency, throughput, concurrency scaling, and KV-cache…