5 Publications · Papers · Reports · Articles
AI Systems Research
Peer-reviewed publications, technical whitepapers, and production engineering research on large language models, distributed inference, memory architectures, agentic workflows, and autonomous systems.
01 Research Papers
July 2026 · Research Paper · Trisham Patil
A Scalable Memory Lifecycle Architecture for Agentic Workflows
A SimpleMem-inspired memory lifecycle for an eleven-node LangGraph agentic workflow: taxonomy gating, tenant-isolated three-view indexing, memory aging, and HITL-aware updates.
July 2026 · Technical Report · Trisham Patil
From Multi-Head to Multi-Head Latent Attention
A systems-level engineering analysis of attention for LLM inference — MHA, MQA, GQA and MLA — covering KV cache optimization, GPU memory behavior, and the trade-offs that matter in modern serving systems.
02 Research Articles
October 2026 · Research Article
LambdaNER-Bench: A Serverless NER Inference Benchmark on AWS Lambda
LambdaNER-Bench: a serverless NER inference benchmark on AWS Lambda. 3,400 cold starts compare Rust vs Python, ONNX vs candle, INT8/INT4, arm64 vs x86 and more.
August 2026 · Research Article
SLO-Aware KV-Cache Management for Large-Scale LLM Serving
An analytical systems formulation of LLM serving as a KV-cache lifecycle problem. We unify prefix reuse (RadixAttention), hierarchical KV-cache placement (Strata), and prefill–decode disaggregation (Mooncake) into a single SLO-aware deci...
April 2026 · Research Article
Domain-Adaptive Multi-Task NLP for Financial and Geopolitical Intelligence Extraction
We present QuantBridge/energy-news-classifier-ner-multitask, a unified architecture performing Named Entity Recognition and multi-label topic classification in a single forward pass over a shared DistilBERT encoder, designed for real-tim...