Writing and technical notes
Engineering ideas, documented with context and constraints.
These outlines will become full articles on this site and DEV Community. They are grounded in implemented systems and research rather than generic tutorials.
GPU-accelerating MSCRED with im2col and GEMM
Problem framing, model bottleneck, custom extension design, shared-memory tiling, benchmarks and limitations.
Outline ready QLoRA · ReasoningFine-tuning Nemotron-3-Nano-30B for structured reasoning
Task taxonomy, compact synthetic traces, 4-bit adaptation, compatibility fixes and submission packaging.
Outline ready RAG · EvaluationEngineering an evaluation-driven enterprise RAG pipeline
Ingestion, query expansion, hybrid retrieval, reranking, reflective retries and retrieval metrics.
Outline ready LLM qualityWhy LLM evaluation needs more than a single score
Golden datasets, repeatability, LLM-as-judge, category-level regressions and quality gates.
Outline readyPublishing plan
Original here. Distributed elsewhere.
The portfolio will remain the canonical home. Articles can then be cross-posted to DEV using the original URL, with shorter summaries shared on LinkedIn.