Deep dives into AI research, engineering practices, and lessons from building production systems.
A novel framework (DecisionForge) that extracts business rules into nested KGs, compiles them into modular Python functions, and executes decisions without LLM inference. Build once, run 340x faster.
Read ArticleDeep dive into agentic patterns and a novel Cognitive Agent Mesh (CAM) architecture for dynamic multi-agent orchestration with formal contract verification.
Read ArticleKV-cache optimization, PagedAttention, speculative decoding, quantization, and a novel Adaptive Inference Orchestrator (AIO) for cost-optimal model routing.
Read ArticleDeep technical analysis of LoRA, QLoRA, DoRA with a novel Task-Aware Rank Selection (TARS) framework and production multi-LoRA serving architecture.
Read ArticleCross-modal retrieval with dual-head projections and neighbor-aware sampling. 75% token reduction while improving accuracy.
Read ArticleWhy fine-tuning a 3B model often outperforms prompting a 70B one — at 25x lower cost.
Read ArticleA deep dive into concordance indices, survival predictions with Kaplan-Meier estimates, Cox proportional hazards, and building reliable prognosis models.
Read ArticleUnderstanding diagnostic metrics — accuracy, sensitivity, specificity, PPV, NPV — and how image segmentation with Soft Dice Loss improves medical AI.
Read ArticlePractical code examples for drawing bounding boxes, image grid displays, and data processing with OpenCV and matplotlib for computer vision projects.
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