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Manu Mishra - Solutions Architect & Applied Software Engineer

Manū Mishrā

Solutions Architect & Applied Software Engineer

mishra.manu@outlook.com
linkedin.com/in/manu-mishra
github.com/manu-mishra
Dallas, Texas

Recent Blog Posts

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Order Sensitivity in LLM Decision Models: The Flashlight That Became a Solar Calculator

A practical retrofit for choice-order sensitivity in LLM decision models, using isolated scoring, relational comparison, and tested serving evidence.

aimachine learninggemma

Laya on AWS Lambda - A Curiosity-Driven Experiment with a Decision Model

Running the 421M-parameter Laya decision model on AWS Lambda with CPU-only PyTorch. What broke on ARM64, where the cold start really goes, warm latency, Banking77 accuracy, and how it compares with BitNet and EmbeddingGemma on Lambda.

aws lambdaserverlessmachine learning

Expectation Constructs: The Missing Primitive in Agentic AI

Expectation Constructs are a focused unit of agent work that defines what to produce, how it is judged, how retries are bounded, and what context moves forward—a unifying primitive for reliable agentic AI.

aiagentic-aiai-agents

Tech Stack

☁️AWS
☁️Azure
💻C#
💻JavaScript
💻TypeScript
💻.NET
🔄Angular
🚢Kubernetes
📦Containers
🧩Microservices
🗄️SQL Server
🗄️Cosmos DB

Let's Connect

Interested in discussing cloud architecture, software design, or potential collaborations?