The Engineering-AI Gap

Reflections on Technical Product Management, "Vibe Coding," and building production-grade AI systems from Dhaka, Bangladesh.

My Product Development Journey: Leading Multi-Client Engineering Teams with Resource Optimization
Featured2026-07-27

My Product Development Journey: Leading Multi-Client Engineering Teams with Resource Optimization

A firsthand look at how I hire, lead multi-client engineering teams, optimize resources, and ship high-end SaaS products from initial requirement gathering to production.

10 min read
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Systems Engineering for Business: Definition, Implementation & Future Trends
2026-07-2312 min read

Systems Engineering for Business: Definition, Implementation & Future Trends

Learn what systems engineering is, how it transforms modern enterprise performance, key emerging trends like MBSE and digital twins, and a full step-by-step implementation guide with measurable outcomes.

#Systems Engineering#Industrial Engineering
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Fintech Economics in Bangladesh: Card Fees, Bangla QR & Payment Adoption
2026-07-2214 min read

Fintech Economics in Bangladesh: Card Fees, Bangla QR & Payment Adoption

Discover where transaction fees across VISA, Mastercard, AMEX, and Bangla QR actually go in Bangladesh, why high MDRs hinder retail digital onboarding, and how national payment standards can unlock a Cashless Bangladesh.

#Fintech#Digital Payments
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Navigating M&A Market Conditions: How Corporate Consolidation Drives Business Growth and Shapes Customer Experience
2026-07-2215 min read

Navigating M&A Market Conditions: How Corporate Consolidation Drives Business Growth and Shapes Customer Experience

Explore how shifts in interest rates, valuation multiples, and platform consolidation are redefining M&A strategy—and what corporate mergers mean for enterprise growth, pricing power, and customer experience.

#M&A Strategy#Corporate Consolidation
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Context Engineering in Vibe Coding: The Secret to Directing AI Code Assistants
2026-07-1910 min read

Context Engineering in Vibe Coding: The Secret to Directing AI Code Assistants

Vibe coding is not about letting the AI write code randomly. It is about Context Engineering—curating schemas, files, and rules to steer LLMs with absolute precision. Here is the practitioner's playbook.

#Vibe Coding#Context Engineering
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From SolidWorks to WebGL: Architecting Real-Time 3D Digital Twins on the Web
2026-07-1112 min read

From SolidWorks to WebGL: Architecting Real-Time 3D Digital Twins on the Web

Learn the exact engineering pipeline required to convert high-fidelity SolidWorks models into lightweight WebGL-ready meshes, bind live IoT sensor streams, and execute low-latency real-time 3D animations.

#SolidWorks#Three.js
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Claude Fable: Anthropic's Advanced Reasoning Model Explained
2026-07-038 min read

Claude Fable: Anthropic's Advanced Reasoning Model Explained

Anthropic's latest addition, Claude Fable, pushes the boundaries of creative synthesis and multi-agent reasoning. Here is the background, performance data, regulatory landscape, and current status of this model.

#AI Models#Anthropic
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What Is Vibe Coding? A Practitioner's Definition
2026-04-207 min read

What Is Vibe Coding? A Practitioner's Definition

Vibe coding is the fastest path I have found from idea to user feedback. It is not chaos coding, and it is not "let the AI do everything." Here is what it actually is.

#Vibe Coding#AI Development
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Technical PM vs Product Manager: When You Need Each
2026-04-158 min read

Technical PM vs Product Manager: When You Need Each

The role market is confused about Technical PMs. Most companies hire one when they need a regular PM, or hire a regular PM when they need a Technical one. Here is how to tell which is which.

#Product Management#Technical PM
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How I Build AI MVPs in 2 Weeks with FastAPI and Gemini
2026-04-089 min read

How I Build AI MVPs in 2 Weeks with FastAPI and Gemini

Two-week AI MVPs are not a marketing claim. Here is the actual day-by-day breakdown — from spec to deployed URL — including the tradeoffs I make and the corners I refuse to cut.

#MVP#AI Development
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From Industrial Engineering to Technical PM: My Career Path
2026-04-017 min read

From Industrial Engineering to Technical PM: My Career Path

Industrial engineering does not look like a Technical PM track on paper. It is one of the best preparations for the role I have seen. Here is why, and how I made the pivot.

#Career#Industrial Engineering
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Prompt Engineering Cheatsheet for Product Managers
2026-03-258 min read

Prompt Engineering Cheatsheet for Product Managers

Prompt engineering for PMs is not about jailbreaks or clever tricks. It is about getting the LLM to do the boring 80% of your work so you can spend your day on the 20% that matters.

#Prompt Engineering#AI for PMs
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Discrete Event Simulation with Rockwell Arena: Mathematical Models and Python Integration
2026-07-1111 min read

Discrete Event Simulation with Rockwell Arena: Mathematical Models and Python Integration

Learn how to model complex manufacturing systems and stochastically validate queuing limits inside Rockwell Arena, and write Python scripts to control simulations programmatically.

#Arena Simulation#Discrete Event Simulation
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