Aman Sahani

Multi-Disciplinary Systems & Engineering Research

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A System Engineer's journey through AI, machine learning, and innovative software development.

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Artificial Intelligence and Machine Learning

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Stop Using Large Language Models for If-Else Statements: A Comparative Benchmark of TypeSafe Jev, Laya, and OpenAI

Aman Sahani• 9 min read

Stop Using Large Language Models for If-Else Statements: A Comparative Benchmark of TypeSafe Jev, Laya, and OpenAI

Generative LLMs waste 1,500–4,500ms and substantial token budgets on discrete decisions. System 1 decision engines like TypeSafe Jev and open-source Laya deliver sub-100ms inference, 0% hallucination risk, and mathematically calibrated probability distributions at up to 18.8x lower cost.

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About Aman Sahani

System Engineer specializing in AI runtime optimization, low-latency microservices, and cross-disciplinary research. I bridge formal mathematical theorems, systems programming, and high-throughput cloud infrastructure to create resilient software engines.

Recent Technical Articles

Latest peer-level writings & architectures

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Engineered Systems & Projects

Production services, compilers, and performance tools

Resilient IoT Ingestion Engine

High-throughput asynchronous MQTT telemetry pipeline with zero-allocation Go workers and time-partitioned database commits.

Zero-Allocation Go Microservices

High-concurrency web service engine built on Fiber/fasthttp with memory buffer pooling and lock-free concurrency.

Limit Order Book Matching Engine

Deterministic FIFO price-time priority matching engine with jump-diffusion stochastic market simulation.