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KRYILINFOTECH
Insights & Research

The KRYIL
Journal

Engineering notes on production AI, retrieval systems, data platforms and the things that did not work from industry leaders.

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12 articles
What Private LLM Inference Actually Costs in India
FeaturedAI

What Private LLM Inference Actually Costs in India

Running an open-weight model on your own hardware versus calling a hosted API. Where the crossover point sits, and the operating costs most comparisons leave out.

K

KRYIL Engineering

Aug 19, 2026

9 min read
What the DPDP Act Actually Requires of an AI System
Data

What the DPDP Act Actually Requires of an AI System

Aug 510 min read
Postgres and pgvector, or a Dedicated Vector Database?
Data

Postgres and pgvector, or a Dedicated Vector Database?

Jul 228 min read

All Articles

Designing a Relief System for Female Fast-Jet Aircrew: An Engineering Concept
Engineering

Designing a Relief System for Female Fast-Jet Aircrew: An Engineering Concept

An 8-10 hour sortie outlasts the bladder. The workaround is voluntary dehydration, which degrades cognition and raises G-LOC risk. Our concept-stage design for a reusable, aircraft-mounted collection and transfer system.

Jul 1111 min read
Why Enterprise AI Pilots Stall: Five Recurring Patterns
AI

Why Enterprise AI Pilots Stall: Five Recurring Patterns

The model is almost never the reason. Five failure patterns that show up repeatedly between a working demo and a production system.

Jun 309 min read
Document Extraction: LLM, or OCR Plus Rules?
AI

Document Extraction: LLM, or OCR Plus Rules?

Language models are not automatically the right tool for pulling fields out of invoices and forms. A framework for choosing, and where the hybrid wins.

Jun 128 min read
Digital Twins in Industrial Robotics
Robotics

Digital Twins in Industrial Robotics

A synchronised virtual model of a production cell lets you test changes, predict failures and train operators without stopping the line.

Apr 307 min read
Building IoT Predictive Maintenance That Actually Works
IoT

Building IoT Predictive Maintenance That Actually Works

Most predictive maintenance programmes stall at the dashboard. The difference between telemetry and prediction is failure data, not sensors.

Mar 258 min read
How Industrial Robotics is Revolutionizing Manufacturing
Robotics

How Industrial Robotics is Revolutionizing Manufacturing

A deep dive into the adoption of industrial robots in manufacturing and Industry 4.0 transformation.

Dec 226 min read
IoT Solutions Powering Smart City Initiatives
IoT

IoT Solutions Powering Smart City Initiatives

How Internet of Things technology is transforming cities into smarter, more connected environments.

Dec 185 min read
Machine Learning for Predictive Maintenance in Aviation
AI

Machine Learning for Predictive Maintenance in Aviation

How AI and ML algorithms are transforming aircraft maintenance practices.

Dec 66 min read
Implementing RPA: A Complete Enterprise Guide
Robotics

Implementing RPA: A Complete Enterprise Guide

Step-by-step guide to implementing Robotic Process Automation.

Nov 109 min read